Remove old stuff

2024-11-21 13:53:05 +00:00 · 2024-11-21 13:53:05 +00:00 · 2f077bd522
commit 2f077bd522
parent 76ec160d6a
32 changed files with 0 additions and 6142 deletions
--- a/backend/README.md
+++ b/backend/README.md
@ -1,7 +0,0 @@
 # stac-catalog
 ```
 # Make and activate a python environment
 pip install -r requirements.txt
 ./run.sh
 ```
--- a/backend/destinE_schema
+++ b/backend/destinE_schema
@ -1,130 +0,0 @@
 # * Format of the rules is:
 # [a1, a2, a3 ...[b1, b2, b3... [c1, c2, c3...]]]
 # - The first level (a) defines which attributes are used to name the top level directory
 # - The second level (b) defines which attributes are used to name the data files
 # - The third level (c) defines which attributes are used as index keys
 # * Rules can be grouped
 # [a1, a2, a3 ...
 #   [b1, b2, b3... [c1, c2, c3...]]
 #   [B1, B2, B3... [C1, C2, C3...]]
 # ]
 # * A list of values can be given for an attribute
 # [ ..., stream=enfo/efov, ... ]
 # This will be used when matching rules.
 # * Attributes can be typed
 #   Globally, at the begining of this file:
 #   refdate: Date;
 #   or in the context of a rule:
 #   [type=cl, ... [date:ClimateMonth, ...]]
 # Typing attributes is done when the user's requests or the GRIB values need to be modified before directories, files and indexes are created. For example, ClimateMonth will transform 2010-04-01 to 'may' internally.
 # * Attributes can be optional
 # [ step, levelist?, param ]
 # They will be replaced internally by an empty value. It is also posiible to provide a default subtitution value: e.g. [domain?g] will consider the domain to be 'g' if missing.
 # * Attributes can be removed:
 # [grid-]
 # This is useful to remove attributes present in the GRIB that should not be ignored
 # * Rules are matched:
 # - If the attributes are present in the GRIB/Request, or marked optional or ignored
 # - If a list of possible value is provided, one of them must match, for example
 #   [ class, expver, stream=enfo/efov, date, time, domain ]
 #   will match either stream=enfo or stream=efov, all other attributes will be matched if they exist in the GRIB or user's request
 # * On archive:
 # - Attributes are extracted from the GRIB (namespace 'mars'), possibly modified by the attribute type
 # - Only the first rule is used, so order is important
 # - All GRIB attributes must be used by the rules, otherwise an error is raised
 # * On retrieve:
 # - Attributes are extracted from the user's request, possibly modified by the attribute type (e.g. for handling of U/V)
 # - All the matching rules are considered
 # - Only attributes listed in the rules are used to extract values from the user's request
 # Default types
 param:      Param;
 step:       Step;
 date:       Date;
 hdate:      Date;
 refdate:    Date;
 latitude:   Double;
 longitude:  Double;
 levelist:   Double;
 grid:       Grid;
 expver:     Expver;
 time:       Time;
 fcmonth:    Integer;
 number:     Integer;
 frequency:  Integer;
 direction:  Integer;
 channel:    Integer;
 instrument: Integer;
 ident:      Integer;
 diagnostic: Integer;
 iteration:  Integer;
 system:     Integer;
 method:     Integer;
 ########################################################
 # These are the rules for the Climate DT
 # clte/wave
 [ class=d1, dataset=climate-dt, activity, experiment, generation, model, realization, expver, stream=clte/wave, date
       [ resolution, type, levtype
               [ time, levelist?, param, frequency?, direction? ]]
 ]
 # clmn
 [ class=d1, dataset=climate-dt, activity, experiment, generation, model, realization, expver, stream=clmn, year
       [ month, resolution, type, levtype
               [ levelist?, param ]]
 ]
 ########################################################
 # These are the rules for the Extremes DT
 # oper/wave/lwda/lwwv
 [ class=d1, dataset=extremes-dt, expver, stream=oper/wave/lwda/lwwv, date, time
        [ resolution?, type, levtype
                [ step, levelist?, param, frequency?, direction? ]]
 ]
 ########################################################
 # These are the rules for the On-Demand Extremes DT
 # oper/wave
 [ class=d1, dataset=on-demand-extremes-dt, expver, stream=oper/wave, date, time
        [ type, levtype
                [ step, levelist?, param, frequency?, direction? ]]
 ]
 ########################################################
 ########################################################
 #
 # These are the rules for rd
 # oper/wave/lwda/lwwv
 [ class=rd, expver, stream=oper/wave/lwda/lwwv/dcda/enfo, date, time, domain?
        [ type, levtype
                [ number?, step, levelist?, param, frequency?, direction? ]]
 ]
 [ class=rd, expver, stream=mnth, domain?
       [ type, levtype
               [ date , time, step?, levelist?, param ]]
 ]
--- a/backend/destine_language.yaml
+++ b/backend/destine_language.yaml
--- a/backend/dockerfile
+++ b/backend/dockerfile
@ -1,9 +0,0 @@
 FROM python:3.12-slim
 WORKDIR /app
 COPY . .
 RUN pip install -r requirements.txt
 CMD ["fastapi", "run", "main.py"]
--- a/backend/fdb_schema/init.py
+++ b/backend/fdb_schema/init.py
@ -1 +0,0 @@
 from .fdb_schema_parser import FDBSchema, FDBSchemaFile, KeySpec, Key
--- a/backend/fdb_schema/fdb_schema_parser.py
+++ b/backend/fdb_schema/fdb_schema_parser.py
@ -1,375 +0,0 @@
 import dataclasses
 import json
 from dataclasses import dataclass, field
 from typing import Any
 import pe
 from pe.actions import Pack
 from pe.operators import Class, Star
 from .fdb_types import FDB_type_to_implementation, FDBType
@dataclass(frozen=True)
 class KeySpec:
    """
    Represents the specification of a single key in an FDB schema file. For example in
    ```
    [ class, expver, stream=lwda, date, time, domain?
       [ type=ofb/mfb/oai
               [ obsgroup, reportype ]]]
    ```
    class, expver, type=ofdb/mfb/oai etc are the KeySpecs
    These can have additional information such as: flags like `domain?`, allowed values like `type=ofb/mfb/oai`
    or specify type information with `date: ClimateMonthly`
    """
    key: str
    type: FDBType = field(default_factory=FDBType)
    flag: str | None = None
    values: tuple = field(default_factory=tuple)
    comment: str = ""
    def __repr__(self):
        repr = self.key
        if self.flag:
            repr += self.flag
        # if self.type:
        #     repr += f":{self.type}"
        if self.values:
            repr += "=" + "/".join(self.values)
        return repr
    def matches(self, key, value):
        # Sanity check!
        if self.key != key:
            return False
        # Some keys have a set of allowed values type=ofb/mfb/oai
        if self.values:
            if value not in self.values:
                return False
        # Check the formatting of values like Time or Date
        if self.type and not self.type.validate(value):
            return False
        return True
    def is_optional(self):
        if self.flag is None:
            return False
        return "?" in self.flag
    def is_allable(self):
        if self.flag is None:
            return False
        return "*" in self.flag
@dataclass(frozen=True)
 class Comment:
    "Represents a comment node in the schema"
    value: str
@dataclass(frozen=True)
 class FDBSchemaTypeDef:
    "Mapping between FDB schema key names and FDB Schema Types, i.e expver is of type Expver"
    key: str
    type: str
 # This is the schema grammar written in PEG format
 fdb_schema = pe.compile(
    r"""
    FDB < Line+ EOF
    Line < Schema / Comment / TypeDef / empty
    # Comments
    Comment <- "#" ~non_eol*
    non_eol              <- [\x09\x20-\x7F] / non_ascii
    non_ascii            <- [\x80-\uD7FF\uE000-\U0010FFFF]
    # Default Type Definitions
    TypeDef < String ":" String ";"
    # Schemas are the main attraction
    # They're a tree of KeySpecs.
    Schema < "[" KeySpecs (","? Schema)* "]"
    # KeySpecs can be just a name i.e expver
    # Can also have a type expver:int
    # Or a flag expver?
    # Or values expver=xxx
    KeySpecs < KeySpec_ws ("," KeySpec_ws)*
    KeySpec_ws < KeySpec
    KeySpec <- key:String (flag:Flag)? (type:Type)? (values:Values)? ([ ]* comment:Comment)?
    Flag <- ~("?" / "-" / "*")
    Type <- ":" [ ]* String
    Values <- "=" Value ("/" Value)*
    # Low level stuff 
    Value   <- ~([-a-zA-Z0-9_]+)
    String   <- ~([a-zA-Z0-9_]+)
    EOF  <- !.
    empty <- ""
    """,
    actions={
        "Schema": Pack(tuple),
        "KeySpec": KeySpec,
        "Values": Pack(tuple),
        "Comment": Comment,
        "TypeDef": FDBSchemaTypeDef,
    },
    ignore=Star(Class("\t\f\r\n ")),
    # flags=pe.DEBUG,
 )
 def post_process(entries):
    "Take the raw output from the PEG parser and split it into type definitions and schema entries."
    typedefs = {}
    schemas = []
    for entry in entries:
        match entry:
            case c if isinstance(c, Comment):
                pass
            case t if isinstance(t, FDBSchemaTypeDef):
                typedefs[t.key] = t.type
            case s if isinstance(s, tuple):
                schemas.append(s)
            case _:
                raise ValueError
    return typedefs, tuple(schemas)
 def determine_types(types, node):
    "Recursively walk a schema tree and insert the type information."
    if isinstance(node, tuple):
        return [determine_types(types, n) for n in node]
    return dataclasses.replace(node, type=types.get(node.key, FDBType()))
@dataclass
 class Key:
    key: str
    value: Any
    key_spec: KeySpec
    reason: str
    def str_value(self):
        return self.key_spec.type.format(self.value)
    def __bool__(self):
        return self.reason in {"Matches", "Skipped", "Select All"}
    def emoji(self):
        return {"Matches": "✅", "Skipped": "⏭️", "Select All": "★"}.get(
            self.reason, "❌"
        )
    def info(self):
        return f"{self.emoji()} {self.key:<12}= {str(self.value):<12} ({self.key_spec}) {self.reason if not self else ''}"
    def __repr__(self):
        return f"{self.key}={self.key_spec.type.format(self.value)}"
    def as_json(self):
        return dict(
            key=self.key,
            value=self.str_value(),
            reason=self.reason,
        )
 class FDBSchema:
    """
    Represents a parsed FDB Schema file.
    Has methods to validate and convert request dictionaries to a mars request form with validation and type information.
    """
    def __init__(self, string, defaults: dict[str, str] = {}):
        """
        1. Use a PEG parser on a schema string,
        2. Separate the output into schemas and typedefs
        3. Insert any concrete implementations of types from fdb_types.py defaulting to generic string type
        4. Walk the schema tree and annotate it with type information.
        """
        m = fdb_schema.match(string)
        g = list(m.groups())
        self._str_types, schemas = post_process(g)
        self.types = {
            key: FDB_type_to_implementation[type]
            for key, type in self._str_types.items()
        }
        self.schemas = determine_types(self.types, schemas)
        self.defaults = defaults
    def __repr__(self):
        return json.dumps(
            dict(schemas=self.schemas, defaults=self.defaults), indent=4, default=repr
        )
    @classmethod
    def consume_key(
        cls, key_spec: KeySpec, request: dict[str, Any]
    ) -> Key:
        key = key_spec.key
        try:
            value = request[key]
        except KeyError:
            if key_spec.is_optional():
                return Key(key_spec.key, "", key_spec, "Skipped")
            if key_spec.is_allable():
                return Key(key_spec.key, "", key_spec, "Select All")
            else:
                return Key(
                    key_spec.key, "", key_spec, "Key Missing"
                )
        if key_spec.matches(key, value):
            return Key(
                key_spec.key,
                key_spec.type.parse(value),
                key_spec,
                "Matches",
            )
        else:
            return Key(
                key_spec.key, value, key_spec, "Incorrect Value"
            )
    @classmethod
    def _DFS_match(
        cls, tree: list, request: dict[str, Any]
    ) -> tuple[bool | list, list[Key]]:
        """Do a DFS on the schema tree, returning the deepest matching path
        At each stage return whether we matched on this path, and the path itself.
        When traversing the tree there are three cases to consider:
        1. base case []
        2. one schema [k, k, k, [k, k, k]]
        3. list of schemas [[k,k,k], [k,k,k], [k,k,k]]
        """
        #  Case 1: Base Case
        if not tree:
            return True, []
        # Case 2: [k, k, k, [k, k, k]]
        if isinstance(tree[0], KeySpec):
            node, *tree = tree
            # Check if this node is in the request
            match_result = cls.consume_key(node, request)
            # If if isn't then terminate this path here
            if not match_result:
                return False, [match_result,]  # fmt: skip
            # Otherwise continue walking the tree and return the best result
            matched, path = cls._DFS_match(tree, request)
            # Don't put the key in the path if it's optional and we're skipping it.
            if match_result.reason != "Skipped":
                path = [match_result,] + path  # fmt: skip
            return matched, path
        # Case 3: [[k, k, k], [k, k, k]]
        branches = []
        for branch in tree:
            matched, branch_path = cls._DFS_match(branch, request)
            # If this branch matches, terminate the DFS and use this.
            if matched:
                return branch, branch_path
            else:
                branches.append(branch_path)
        # If no branch matches, return the one with the deepest match
        return False, max(branches, key=len)
    @classmethod
    def _DFS_match_all(
        cls, tree: list, request: dict[str, Any]
    ) -> list[list[Key]]:
        """Do a DFS on the schema tree, returning all matching paths or partial matches.
        At each stage return all matching paths and the deepest partial matches.
        When traversing the tree there are three cases to consider:
        1. base case []
        2. one schema [k, k, k, [k, k, k]]
        3. list of schemas [[k,k,k], [k,k,k], [k,k,k]]
        """
        # Case 1: Base Case
        if not tree:
            return [[]]
        # Case 2: [k, k, k, [k, k, k]]
        if isinstance(tree[0], KeySpec):
            node, *tree = tree
            # Check if this node is in the request
            request_values = request.get(node.key, None)
            if request_values is None:
                # If the key is not in the request, return a partial match with Key Missing
                return [[Key(node.key, "", node, "Key Missing")]]
            # If the request value is a list, try to match each value
            if isinstance(request_values, list):
                all_matches = []
                for value in request_values:
                    match_result = cls.consume_key(node, {node.key: value})
                    if match_result:
                        sub_matches = cls._DFS_match_all(tree, request)
                        for match in sub_matches:
                            if match_result.reason != "Skipped":
                                match.insert(0, match_result)
                            all_matches.append(match)
                return all_matches if all_matches else [[Key(node.key, "", node, "No Match Found")]]
            else:
                # Handle a single value
                match_result = cls.consume_key(node, request)
                # If it isn't then return a partial match with Key Missing
                if not match_result:
                    return [[Key(node.key, "", node, "Key Missing")]]
                # Continue walking the tree and get all matches
                all_matches = cls._DFS_match_all(tree, request)
                # Prepend the current match to all further matches
                for match in all_matches:
                    if match_result.reason != "Skipped":
                        match.insert(0, match_result)
                return all_matches
        # Case 3: [[k, k, k], [k, k, k]]
        all_branch_matches = []
        for branch in tree:
            branch_matches = cls._DFS_match_all(branch, request)
            all_branch_matches.extend(branch_matches)
        # Return all of the deepest partial matches or complete matches
        return all_branch_matches
    def match_all(self, request: dict[str, Any]):
        request = request | self.defaults
        return self._DFS_match_all(self.schemas, request)
    def match(self, request: dict[str, Any]):
        request = request | self.defaults
        return self._DFS_match(self.schemas, request)
 class FDBSchemaFile(FDBSchema):
    def __init__(self, path: str):
        with open(path, "r") as f:
            return super().__init__(f.read())
--- a/backend/fdb_schema/fdb_types.py
+++ b/backend/fdb_schema/fdb_types.py
@ -1,83 +0,0 @@
 from dataclasses import dataclass
 from typing import Any
 import re
 from collections import defaultdict
 from datetime import datetime, date, time
@dataclass(repr=False)
 class FDBType:
    """
    Holds information about how to format and validate a given FDB Schema type like Time or Expver
    This base type represents a string and does no validation or formatting. It's the default type.
    """
    name: str = "String"
    def __repr__(self) -> str:
        return self.name
    def validate(self, s: Any) -> bool:
        try:
            self.parse(s)
            return True
        except (ValueError, AssertionError):
            return False
    def format(self, s: Any) -> str:
        return str(s).lower()
    def parse(self, s: str) -> Any:
        return s
@dataclass(repr=False)
 class Expver_FDBType(FDBType):
    name: str = "Expver"
    def parse(self, s: str) -> str:
        assert bool(re.match(".{4}", s))
        return s
@dataclass(repr=False)
 class Time_FDBType(FDBType):
    name: str = "Time"
    time_format = "%H%M"
    def format(self, t: time) -> str:
        return t.strftime(self.time_format)
    def parse(self, s: datetime | str | int) -> time:
        if isinstance(s, str):
            assert len(s) == 4
            return datetime.strptime(s, self.time_format).time()
        if isinstance(s, datetime):
            return s.time()
        return self.parse(f"{s:04}")
@dataclass(repr=False)
 class Date_FDBType(FDBType):
    name: str = "Date"
    date_format: str = "%Y%m%d"
    def format(self, d: Any) -> str:
        if isinstance(d, date):
            return d.strftime(self.date_format)
        if isinstance(d, int):
            return f"{d:08}"
        else:
            return d
    def parse(self, s: datetime | str | int) -> date:
        if isinstance(s, str):
            return datetime.strptime(s, self.date_format).date()
        elif isinstance(s, datetime):
            return s.date()
        return self.parse(f"{s:08}")
 FDB_type_to_implementation = defaultdict(lambda: FDBType()) | {
    cls.name: cls() for cls in [Expver_FDBType, Time_FDBType, Date_FDBType]
 }
--- a/backend/language.yaml
+++ b/backend/language.yaml
--- a/backend/main.py
+++ b/backend/main.py
@ -1,162 +0,0 @@
 from collections import defaultdict
 from typing import Any, Dict
 import yaml
 import os
 from fastapi import FastAPI, Request
 from fastapi.middleware.cors import CORSMiddleware
 from fastapi.staticfiles import StaticFiles
 from fdb_schema import FDBSchemaFile
 from fastapi.responses import RedirectResponse
 from fastapi.templating import Jinja2Templates
 import json
 import yaml
 import os
 os.environ["FDB5_CONFIG_FILE"] = "/home/eouser/destine_remoteFDB_config.yaml"
 import pyfdb
 fdb = pyfdb.FDB()
 app = FastAPI()
 app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
 )
 app.mount("/app", StaticFiles(directory="./webapp"), name="static")
 templates = Jinja2Templates(directory="./webapp")
 config = {
    "message": "",
    "fdb_schema": "standard_fdb_schema",
    "mars_language": "language.yaml"
 } 
 if os.path.exists("../config.yaml"):
    with open("../config.yaml", "r") as f:
        config = config | yaml.safe_load(f)
 print("Loading compressed_cache.json")
 with open("../cache/compressed_cache.json", "r") as f:
    list_cache = json.load(f)
@app.get("/")
 async def redirect_to_app(request: Request):
    return templates.TemplateResponse("index.html", {"request": request, "config": config})
 with open(config["mars_language"], "r") as f:
    mars_language = yaml.safe_load(f)["_field"]
 ###### Load FDB Schema
 schema = FDBSchemaFile(config["fdb_schema"])
 def request_to_dict(request: Request) -> Dict[str, Any]:
    # Convert query parameters to dictionary format
    request_dict = dict(request.query_params)
    for key, value in request_dict.items():
        # Convert comma-separated values into lists
        if "," in value:
            request_dict[key] = value.split(",")
    return request_dict
@app.get("/tree")
 async def get_tree(request: Request):
    # Convert query parameters to dictionary format
    request_dict = request_to_dict(request)
    # Run the schema matching logic
    matches = schema.match_all(request_dict)
    # Only take the longest matches
    max_len = max(len(m) for m in matches)
    matches = [m for m in matches if len(m) == max_len]
    # Take the ends of all partial matches, ignore those that are full matches
    # Full matches are indicated by the last key having boolean value True
    key_frontier = defaultdict(list)
    for match in matches:
        if not match[-1]:
            key_frontier[match[-1].key].append([m for m in match[:-1]])
    def make_link(key_name, paths):
        """Take a MARS Key and information about which paths matched up to this point and use it to make a STAC Link"""
        first_path = [str(p) for p in paths[0]]
        href_template = f"/tree?{'&'.join(first_path)}{'&' if first_path else ''}{key_name}={{}}"
        optional = [p[-1].key_spec.is_optional() for p in paths if len(p) > 0]
        optional_str = "Yes" if all(optional) and len(optional) > 0 else ("Sometimes" if any(optional) else "No")
        values_from_mars_language = mars_language.get(key_name, {}).get("values", [])
        values = [v[0] if isinstance(v, list) else v for v in values_from_mars_language]
        if all(isinstance(v, list) for v in values_from_mars_language):
            value_descriptions = [v[-1] if len(v) > 1 else "" for v in values_from_mars_language]
        else:
            value_descriptions = [""] * len(values)
        return {
                "title": key_name,
                "generalized_datacube:href_template": href_template,
                "rel": "child",
                "type": "application/json",
                "generalized_datacube:dimension" : {
                    "type" : mars_language.get(key_name, {}).get("type", ""),
                    "description": mars_language.get(key_name, {}).get("description", ""),
                    "values" : values,
                    "value_descriptions" : value_descriptions,
                    "optional" : any(optional),
                    "multiple": True,
                }
                # "paths": set(tuple(f"{m.key}={m.value}" for m in p) for p in paths),
            }
    def value_descriptions(key, values):
        return {
            v[0] : v[-1] for v in mars_language.get(key, {}).get("values", [])
            if len(v) > 1 and v[0] in values
        }
    descriptions = {
        key : {
            "key" : key,
            "values" : values,
            "description" : mars_language.get(key, {}).get("description", ""),
            "value_descriptions" : value_descriptions(key,values),
        }
        for key, values in request_dict.items()
    }
    # Format the response as a STAC collection
    stac_collection = {
        "type": "Collection",
        "stac_version": "1.0.0",
        "id": "partial-matches",
        "description": "STAC collection representing potential children of this request",
        "links": [
            make_link(key_name, paths)
            for key_name, paths in key_frontier.items()
        ],
        "debug": {
            "request": request_dict,
            "descriptions": descriptions,
            "matches" : matches,
            # "paths" : [
            #     {
            #         "path" : {o.key : o.str_value() for o in path},
            #         "list" : [i["keys"] for i in fdb.list({o.key : o.str_value() for o in path}, keys=True)], 
            #         "key" : key,
            #     } for key, paths in key_frontier.items() for path in paths 
            # ]
        }
    }
    return stac_collection
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@ -1,2 +0,0 @@
 fastapi[standard]
 pe
--- a/backend/standard_fdb_schema
+++ b/backend/standard_fdb_schema
@ -1,590 +0,0 @@
 # * Format of the rules is:
 # [a1, a2, a3 ...[b1, b2, b3... [c1, c2, c3...]]]
 # - The first level (a) defines which attributes are used to name the top level directory
 # - The second level (b) defines which attributes are used to name the data files
 # - The third level (c) defines which attributes are used as index keys
 # * Rules can be grouped
 # [a1, a2, a3 ...
 #   [b1, b2, b3... [c1, c2, c3...]]
 #   [B1, B2, B3... [C1, C2, C3...]]
 # ]
 # * A list of values can be given for an attribute
 # [ ..., stream=enfo/efov, ... ]
 # This will be used when matching rules.
 # * Attributes can be typed
 #   Globally, at the begining of this file:
 #   refdate: Date;
 #   or in the context of a rule:
 #   [type=cl, ... [date:ClimateMonth, ...]]
 # Typing attributes is done when the user's requests or the GRIB values need to be modified before directories, files and indexes are created. For example, ClimateMonth will transform 2010-04-01 to 'may' internally.
 # * Attributes can be optional
 # [ step, levelist?, param ]
 # They will be replaced internally by an empty value. It is also posiible to provide a default subtitution value: e.g. [domain?g] will consider the domain to be 'g' if missing.
 # * Attributes can be removed:
 # [grid-]
 # This is useful to remove attributes present in the GRIB that should not be ignored
 # * Rules are matched:
 # - If the attributes are present in the GRIB/Request, or marked optional or ignored
 # - If a list of possible value is provided, one of them must match, for example
 #   [ class, expver, stream=enfo/efov, date, time, domain ]
 #   will match either stream=enfo or stream=efov, all other attributes will be matched if they exist in the GRIB or user's request
 # * On archive:
 # - Attributes are extracted from the GRIB (namespace 'mars'), possibly modified by the attribute type
 # - Only the first rule is used, so order is important
 # - All GRIB attributes must be used by the rules, otherwise an error is raised
 # * On retrieve:
 # - Attributes are extracted from the user's request, possibly modified by the attribute type (e.g. for handling of U/V)
 # - All the matching rules are considered
 # - Only attributes listed in the rules are used to extract values from the user's request
 # Default types
 param:      Param;
 step:       Step;
 date:       Date;
 hdate:      Date;
 refdate:    Date;
 latitude:   Double;
 longitude:  Double;
 levelist:   Double;
 grid:       Grid;
 expver:     Expver;
 time:       Time;
 fcmonth:    Integer;
 number:     Integer;
 frequency:  Integer;
 direction:  Integer;
 channel:    Integer;
 instrument: Integer;
 ident:      Integer;
 diagnostic: Integer;
 iteration:  Integer;
 system:     Integer;
 method:     Integer;
 # ???????
 # reference:  Integer;
 # fcperiod:   Integer;
 # opttime:    Integer;
 # leadtime:   Integer;
 # quantile:   ??????
 # range:      ??????
 # band:       Integer;
 ########################################################
 # These rules must be first, otherwise fields of These
 # classes will be index with the default rule for oper
 [ class=ti/s2, expver, stream, date, time, model
 	[ origin, type, levtype, hdate?
        [ step, number?, levelist?, param ]]
 ]
 [ class=ms, expver, stream, date, time, country=de
       [ domain, type, levtype, dbase, rki, rty, ty
               [ step, levelist?, param ]]
 ]
 [ class=ms, expver, stream, date, time, country=it
       [ domain, type, levtype, model, bcmodel, icmodel:First3
               [ step, levelist?, param ]
 	   ]
 ]
 [ class=el, expver, stream, date, time, domain
 	[ origin, type, levtype
        [ step, levelist?, param ]]
 ]
 ########################################################
 # The are the rules matching most of the fields
 # oper/dcda
 [ class, expver, stream=oper/dcda/scda, date, time, domain?
       [ type=im/sim
               [ step?, ident, instrument, channel ]]
       [ type=ssd
               [ step, param, ident, instrument, channel ]]
       [ type=4i, levtype
               [ step, iteration, levelist, param ]]
       [ type=me, levtype
               [ step, number, levelist?, param ]]
       [ type=ef, levtype
               [ step, levelist?, param, channel? ]]
       [ type=ofb/mfb
               [ obsgroup, reportype ]]
       [ type, levtype
               [ step, levelist?, param ]]
 ]
 # dcwv/scwv/wave
 [ class, expver, stream=dcwv/scwv/wave, date, time, domain
       [ type, levtype
               [ step, param, frequency?, direction? ]]]
 # enfo
 [ class, expver, stream=enfo/efov, date, time, domain
       [ type, levtype=dp, product?, section?
 	   		  [ step, number?, levelist?, latitude?, longitude?, range?, param ]]
       [ type=tu, levtype, reference
               [ step, number, levelist?, param ]]
       [ type, levtype
               [ step, quantile?, number?, levelist?, param ]]
 ]
 # waef/weov
 [ class, expver, stream=waef/weov, date, time, domain
       [ type, levtype
               [ step, number?, param, frequency?, direction? ]]
 ]
 ########################################################
 # enda
 [ class, expver, stream=enda, date, time, domain
       [ type=ef/em/es/ses, levtype
               [ step, number?, levelist?, param, channel? ]]
       [ type=ssd
               [ step, number, param, ident, instrument, channel ]]
       [ type, levtype
               [ step, number?, levelist?, param ]]
 ]
 # ewda
 [ class, expver, stream=ewda, date, time, domain
       [ type, levtype
               [ step, number?, param, frequency?, direction? ]]
 ]
 ########################################################
 # elda
 [ class, expver, stream=elda, date, time, domain?
       [ type=ofb/mfb
               [ obsgroup, reportype ]]
       [ type, levtype, anoffset
               [ step, number?, levelist?, iteration?, param, channel? ]]
 ]
 # ewda
 [ class, expver, stream=ewla, date, time, domain
       [ type, levtype, anoffset
               [ step, number?, param, frequency?, direction? ]]
 ]
 ########################################################
 # elda
 [ class, expver, stream=lwda, date, time, domain?
       [ type=ssd, anoffset
               [ step, param, ident, instrument, channel ]]
       [type=me, levtype, anoffset
               [ number, step, levelist?, param]]
       [ type=4i, levtype, anoffset
               [ step, iteration, levelist, param ]]
       [ type=ofb/mfb
               [ obsgroup, reportype ]]
       [ type, levtype, anoffset
               [ step, levelist?, param]]
 ]
 # ewda
 [ class, expver, stream=lwwv, date, time, domain
       [ type, levtype, anoffset
               [ step, param, frequency?, direction? ]]
 ]
 ########################################################
 # amap
 [ class, expver, stream=amap, date, time, domain
       [ type, levtype, origin
               [ step, levelist?, param ]]]
 # maed
 [ class, expver, stream=maed, date, time, domain
       [ type, levtype, origin
               [ step, levelist?, param ]]]
 # mawv
 [ class, expver, stream=mawv, date, time, domain
       [ type, levtype, origin
               [ step, param, frequency?, direction? ]]]
 # cher
 [ class, expver, stream=cher, date, time, domain
       [ type, levtype
               [ step, levelist, param ]]]
 # efhc
 [ class, expver, stream=efhc, refdate, time, domain
       [ type, levtype, date
               [ step, number?, levelist?, param ]]]
 # efho
 [ class, expver, stream=efho, date, time, domain
       [ type, levtype, hdate
               [ step, number?, levelist?, param ]]]
 # efhs
 [ class, expver, stream=efhs, date, time, domain
       [ type, levtype
               [ step, quantile?, number?, levelist?, param ]]]
 # wehs
 [ class, expver, stream=wehs, date, time, domain
       [ type, levtype
               [ step, quantile?, number?, levelist?, param ]]]
 # kwbc
 [ class, expver, stream=kwbc, date, time, domain
       [ type, levtype
               [ step, number?, levelist?, param ]]]
 # ehmm
 [ class, expver, stream=ehmm, date, time, domain
       [ type, levtype, hdate
               [ fcmonth, levelist?, param ]]]
 # ammc/cwao/edzw/egrr/lfpw/rjtd/toga
 [ class, expver, stream=ammc/cwao/edzw/egrr/lfpw/rjtd/toga/fgge, date, time, domain
       [ type, levtype
               [ step, levelist?, param ]]]
 ########################################################################
 # enfh
 [ class, expver, stream=enfh, date, time, domain
       [ type, levtype=dp, hdate, product?, section?
 	   		  [ step, number?, levelist?, latitude?, longitude?, range?, param ]]
       [ type, levtype, hdate
               [ step, number?, levelist?, param ]]
 ]
 # enwh
 [ class, expver, stream=enwh, date, time, domain
       [ type, levtype, hdate
               [ step, number?, param, frequency?, direction? ]]
 ]
 ########################################################################
 # sens
 [ class, expver, stream=sens, date, time, domain
       [ type, levtype
               [ step, diagnostic, iteration, levelist?, param ]]]
 ########################################################################
 # esmm
 [ class, expver, stream=esmm, date, time, domain
       [ type, levtype
               [ fcmonth, levelist?, param ]]]
 # ewhc
 [ class, expver, stream=ewhc, refdate, time, domain
       [ type, levtype, date
               [ step, number?, param,  frequency?, direction? ]]]
 ########################################################################
 # ewho
 [ class, expver, stream=ewho, date, time, domain
       [ type, levtype, hdate
               [ step, number?, param, frequency?, direction? ]]]
 # mfam
 [ class, expver, stream=mfam, date, time, domain
       [ type=pb/pd, levtype, origin, system?, method
               [ fcperiod, quantile, levelist?, param ]]
       [ type, levtype, origin, system?, method
               [ fcperiod, number?, levelist?, param ]]
 ]
 # mfhm
 [ class, expver, stream=mfhm, refdate, time, domain
       [ type, levtype, origin, system?, method, date?
               [ fcperiod, number?, levelist?, param ]]]
 # mfhw
 [ class, expver, stream=mfhw, refdate, time, domain
       [ type, levtype, origin, system?, method, date
               [ step, number?, param ]]]
 # mfwm
 [ class, expver, stream=mfwm, date, time, domain
       [ type, levtype, origin, system?, method
               [ fcperiod, number, param ]]]
 # mhwm
 [ class, expver, stream=mhwm, refdate, time, domain
       [ type, levtype, origin, system?, method, date
               [ fcperiod, number, param ]]]
 # mmsf
 [ class, expver, stream=mmsf, date, time, domain
       [ type, levtype=dp, origin, product, section, system?, method
 	   		  [ step, number, levelist?, latitude?, longitude?, range?, param ]]
       [ type, levtype, origin, system?, method
               [ step, number, levelist?, param ]]
 ]
 # mnfc
 [ class, expver, stream=mnfc, date, time, domain
       [ type, levtype=dp, origin, product, section, system?, method
 	   		  [ step, number?, levelist?, latitude?, longitude?, range?, param ]]
       [ type, levtype, origin, system?, method
               [ step, number?, levelist?, param ]]
 ]
 # mnfh
 [ class, expver, stream=mnfh, refdate, time, domain
       [ type, levtype=dp, origin, product, section, system?, method, date
               [ step, number?, levelist?,  latitude?, longitude?, range?, param ]]
       [ type, levtype, origin, system?, method, date?
               [ step, number?, levelist?, param ]]
 ]
 # mnfm
 [ class, expver, stream=mnfm, date, time, domain
       [ type, levtype, origin, system?, method
               [ fcperiod, number?, levelist?, param ]]]
 # mnfw
 [ class, expver, stream=mnfw, date, time, domain
       [ type, levtype, origin, system?, method
               [ step, number?, param ]]]
 # ea/mnth
 [ class=ea, expver, stream=mnth, date, domain
       [ type, levtype
               [ time, step?, levelist?, param ]]]
 # mnth
 [ class, expver, stream=mnth, domain
       [ type=cl, levtype
               [ date: ClimateMonthly, time, levelist?, param ]]
       [ type, levtype
               [ date , time, step?, levelist?, param ]]]
 # mofc
 [ class, expver, stream=mofc, date, time, domain
       [ type, levtype=dp, product, section, system?, method
               [ step, number?, levelist?, latitude?, longitude?, range?, param ]]
       [ type, levtype, system?, method
               [ step, number?, levelist?,  param ]]
 ]
 # mofm
 [ class, expver, stream=mofm, date, time, domain
       [ type, levtype, system?, method
               [ fcperiod, number, levelist?, param ]]]
 # mmsa/msmm
 [ class, expver, stream=mmsa, date, time, domain
       [ type, levtype, origin, system?, method
               [ fcmonth, number?, levelist?, param ]]]
 [ class, expver, stream=msmm, date, time, domain
       [ type, levtype, origin, system?, method
               [ fcmonth, number?, levelist?, param ]]]
 # ocea
 [ class, expver, stream=ocea, date, time, domain
       [ type, levtype, product, section, system?, method
               [ step, number, levelist?, latitude?, longitude?, range?, param ]]
 ]
 #=# seas
 [ class, expver, stream=seas, date, time, domain
       [ type, levtype=dp, product, section, system?, method
               [ step, number, levelist?, latitude?, longitude?, range?, param ]]
       [ type, levtype, system?, method
               [ step, number, levelist?, param ]]
 ]
 # sfmm/smma
 [ class, expver, stream=sfmm/smma, date, time, domain
       [ type, levtype, system?, method
               [ fcmonth, number?, levelist?, param ]]]
 # supd
 [ class=od, expver, stream=supd, date, time, domain
       [ type, levtype, origin?, grid
               [ step, levelist?, param ]]]
 # For era
 [ class, expver, stream=supd, date, time, domain
       [ type, levtype, grid- # The minus sign is here to consume 'grid', but don't index it
               [ step, levelist?, param ]]]
 # swmm
 [ class, expver, stream=swmm, date, time, domain
       [ type, levtype, system?, method
               [ fcmonth, number, param ]]]
 # wamf
 [ class, expver, stream=wamf, date, time, domain
       [ type, levtype, system?, method
               [ step, number?, param ]]]
 # ea/wamo
 [ class=ea, expver, stream=wamo, date, domain
       [ type, levtype
               [ time, step?, param ]]]
 # wamo
 [ class, expver, stream=wamo, domain
       [ type=cl, levtype
               [ date: ClimateMonthly, time, param ]]
       [ type, levtype
               [ date, time, step?, param ]]]
 # wamd
 [ class, expver, stream=wamd, date, domain
       [ type, levtype
               [ param ]]]
 # wasf
 [ class, expver, stream=wasf, date, time, domain
       [ type, levtype, system?, method
               [ step, number, param ]]]
 # wmfm
 [ class, expver, stream=wmfm, date, time, domain
       [ type, levtype, system?, method
               [ fcperiod, number, param ]]]
 # moda
 [ class, expver, stream=moda, date, domain
       [ type, levtype
               [ levelist?, param ]]]
 # msdc/mdfa/msda
 [ class, expver, stream=msdc/mdfa/msda, domain
       [ type, levtype
               [ date, time?, step?, levelist?, param ]]]
 # seap
 [ class, expver, stream=seap, date, time, domain
       [ type=sv/svar, levtype, origin, method?
               [ step, leadtime, opttime, number, levelist?, param ]]
       [ type=ef, levtype, origin
               [ step, levelist?, param, channel? ]]
       [ type, levtype, origin
               [ step, levelist?, param ]]
 			   ]
 [ class, expver, stream=mmaf, date, time, domain
       [ type, levtype, origin, system?, method
 	   	     [ step, number, levelist?, param ]]
 ]
 [ class, expver, stream=mmam, date, time, domain
       [ type, levtype, origin, system?, method
 	   	     [ fcmonth, number, levelist?, param ]]
 ]
 [ class, expver, stream=dacl, domain
       [ type=pb, levtype
               [ date: ClimateDaily, time, step, quantile, levelist?, param ]]
       [ type, levtype
               [ date: ClimateDaily, time, step, levelist?, param ]]
 ]
 [ class, expver, stream=dacw, domain
       [ type=pb, levtype
               [ date: ClimateDaily, time, step, quantile, param ]]
       [ type, levtype
               [ date: ClimateDaily, time, step, param ]]
 ]
 [ class, expver, stream=edmm/ewmm, date, time, domain
       [ type=ssd
               [ step, number, param, ident, instrument, channel ]]
       [ type, levtype
               [ step, number, levelist?, param ]]
 ]
 [ class, expver, stream=edmo/ewmo, date, domain
       [ type, levtype
               [ number, levelist?, param ]]
 ]
 # stream gfas
 [ class=mc/rd, expver, stream=gfas, date, time, domain
       [ type=ga, levtype
               [ step, param ]]
       [ type=gsd
               [ param, ident, instrument ]]
 ]
 # class is e2
 [ class, expver, stream=espd, date, time, domain
       [ type, levtype, origin, grid
               [ step, number, levelist?, param ]]]
 [ class=cs, expver, stream, date:Default, time, domain
       [ type, levtype
               [ step, levelist?, param ]]]
--- a/backend/test_schema
+++ b/backend/test_schema
@ -1,11 +0,0 @@
 [ class=od, stream, date, time
       [ domain, type, levtype, dbase, rki, rty, ty
               [ step, levelist?, param ]]
 ]
 [ class=ensemble, number, stream, date, time,
       [ domain, type, levtype, dbase, rki, rty, ty
               [ step, levelist?, param ]]
 ]
 [ class, foo]
--- a/backend/tests.ipynb
+++ b/backend/tests.ipynb
@ -1,156 +0,0 @@
 {
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f01a012-002a-465c-9b09-681bdb3fc26d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class\n",
      "type\n",
      "stream\n",
      "expver\n",
      "dataset\n",
      "model\n",
      "repres\n",
      "obsgroup\n",
      "reportype\n",
      "levtype\n",
      "levelist\n",
      "param\n",
      "date\n",
      "year\n",
      "month\n",
      "hdate\n",
      "offsetdate\n",
      "fcmonth\n",
      "fcperiod\n",
      "time\n",
      "offsettime\n",
      "step\n",
      "anoffset\n",
      "reference\n",
      "number\n",
      "quantile\n",
      "domain\n",
      "frequency\n",
      "direction\n",
      "diagnostic\n",
      "iteration\n",
      "channel\n",
      "ident\n",
      "instrument\n",
      "method\n",
      "origin\n",
      "system\n",
      "activity\n",
      "experiment\n",
      "generation\n",
      "realization\n",
      "resolution\n"
     ]
    }
   ],
   "source": [
    "language_yaml = \"./language.yaml\"\n",
    "import yaml\n",
    "\n",
    "with open(language_yaml, \"r\") as f:\n",
    "    mars_language = yaml.safe_load(f)[\"_field\"]\n",
    "\n",
    "for k in mars_language.keys(): print(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "be9074a8-a56f-4fd0-a466-de8904faaa1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9dd26fe4-5da5-48a5-9e43-83ac1085f7e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([Key(key='class', value='od', key_spec=class=od, reason='Matches'),\n",
       "  Key(key='stream', value=5, key_spec=stream, reason='Matches'),\n",
       "  Key(key='date', value='', key_spec=date, reason='Key Missing')],\n",
       " [Key(key='class', value='ensemble', key_spec=class=ensemble, reason='Matches'),\n",
       "  Key(key='number', value='2', key_spec=number, reason='Matches'),\n",
       "  Key(key='stream', value=5, key_spec=stream, reason='Matches'),\n",
       "  Key(key='date', value='', key_spec=date, reason='Key Missing')])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fdb_schema import FDBSchemaFile\n",
    "schema = FDBSchemaFile(\"./test_schema\")\n",
    "\n",
    "r = {\n",
    "    \"class\" : [\"ensemble\", \"od\"],\n",
    "    \"number\" : \"2\",\n",
    "    \"stream\" : 5,\n",
    "}\n",
    "\n",
    "a, b = schema.match_all(r)\n",
    "a, b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f46268e3-e197-47b9-bb6e-94f06e0bf648",
   "metadata": {},
   "outputs": [],
   "source": [
    "([],\n",
    " [[Key(key='class', value='od', key_spec=class=od, reason='Matches'),\n",
    "   Key(key='stream', value=5, key_spec=stream, reason='Matches'),\n",
    "   Key(key='date', value='', key_spec=date, reason='Key Missing')],\n",
    "  \n",
    "  [Key(key='class', value='ensemble', key_spec=class=ensemble, reason='Matches'),\n",
    "   Key(key='number', value='2', key_spec=number, reason='Matches'),\n",
    "   Key(key='stream', value=5, key_spec=stream, reason='Matches'),\n",
    "   Key(key='date', value='', key_spec=date, reason='Key Missing')]])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:micromamba-ionbeam]",
   "language": "python",
   "name": "conda-env-micromamba-ionbeam-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/backend/webapp/app.js
+++ b/backend/webapp/app.js
@ -1,297 +0,0 @@
 // app.js
 // const API_BASE_URL = "http://127.0.0.1:8000/tree";
 // Take the query string and stick it on the API URL
 function getSTACUrlFromQuery() {
  const params = new URLSearchParams(window.location.search);
  // get current window url and remove path part
  let api_url = new URL(window.location.href);
  api_url.pathname = "/tree";
  for (const [key, value] of params.entries()) {
    api_url.searchParams.set(key, value);
  }
  console.log(api_url.toString());
  return api_url.toString();
 }
 function get_request_from_url() {
  // Extract the query params in order and split any with a , delimiter
  // request is an ordered array of [key, [value1, value2, value3, ...]]
  const url = new URL(window.location.href);
  const params = new URLSearchParams(url.search);
  const request = [];
  for (const [key, value] of params.entries()) {
    request.push([key, value.split(",")]);
  }
  return request;
 }
 function make_url_from_request(request) {
  const url = new URL(window.location.href);
  url.search = ""; // Clear existing params
  const params = new URLSearchParams();
  for (const [key, values] of request) {
    params.set(key, values.join(","));
  }
  url.search = params.toString();
  return url.toString().replace(/%2C/g, ",");
 }
 function goToPreviousUrl() {
  let request = get_request_from_url();
  request.pop();
  console.log("Request:", request);
  const url = make_url_from_request(request);
  console.log("URL:", url);
  window.location.href = make_url_from_request(request);
 }
 // Function to generate a new STAC URL based on current selection
 function goToNextUrl() {
  const request = get_request_from_url();
  // Get the currently selected key = value,value2,value3 pairs
  const items = Array.from(document.querySelectorAll("div#items > div"));
  let any_new_keys = false;
  const new_keys = items.map((item) => {
    const key = item.dataset.key;
    const key_type = item.dataset.keyType;
    let values = [];
    const datePicker = item.querySelector("input[type='date']");
    if (datePicker) {
      values.push(datePicker.value.replace(/-/g, ""));
    }
    const timePicker = item.querySelector("input[type='time']");
    if (timePicker) {
      values.push(timePicker.value.replace(":", ""));
    }
    const enum_checkboxes = item.querySelectorAll("input[type='checkbox']:checked");
    if (enum_checkboxes.length > 0) {
      values.push(...Array.from(enum_checkboxes).map((checkbox) => checkbox.value));
    }
    const any = item.querySelector("input[type='text']");
    if (any && any.value !== "") {
      values.push(any.value);
    }
    // Keep track of whether any new keys are selected
    if (values.length > 0) {
      any_new_keys = true;
    }
    return { key, values };
  });
  // if not new keys are selected, do nothing
  if (!any_new_keys) {
    return;
  }
  // Update the request with the new keys
  for (const { key, values } of new_keys) {
    // Find the index of the existing key in the request array
    const existingIndex = request.findIndex(
      ([existingKey, existingValues]) => existingKey === key
    );
    if (existingIndex !== -1) {
      // If the key already exists, append the values
      request[existingIndex][1] = [...request[existingIndex][1], ...values];
    } else {
      // If the key doesn't exist, add a new entry
      request.push([key, values]);
    }
  }
  const url = make_url_from_request(request);
  window.location.href = url;
 }
 async function createCatalogItem(link, itemsContainer) {
  const itemDiv = document.createElement("div");
  itemDiv.className = "item loading";
  itemDiv.textContent = "Loading...";
  itemsContainer.appendChild(itemDiv);
  try {
    // Update the item div with real content
    itemDiv.classList.remove("loading");
    const dimension = link["generalized_datacube:dimension"];
    // add data-key attribute to the itemDiv
    itemDiv.dataset.key = link.title;
    itemDiv.dataset.keyType = dimension.type;
    itemDiv.innerHTML = `
      <h3 class="item-title">${link.title || "No title available"}</h3>
      <p class="item-type">Key Type: ${itemDiv.dataset.keyType || "Unknown"}</p>
      <p class="item-type">Optional: ${dimension.optional ? "Yes" : "No"}</p>
      <p class="item-description">${dimension.description ? dimension.description.slice(0, 100) : "No description available"}...</p>
    `;
    if (dimension.type === "date" || dimension.type === "time") {
      // Render a date picker for the "date" key
      const picker = `<input type="${link.title}" name="${link.title}">`;
      //convert picker to HTML node
      const pickerNode = document
        .createRange()
        .createContextualFragment(picker);
      itemDiv.appendChild(pickerNode);
    }
    // Otherwise create a scrollable list with checkboxes for values if available
    else if (
    //   dimension.type === "enum" &&
      dimension.values &&
      dimension.values.length > 0
    ) {
      const listContainer = renderCheckboxList(link);
      itemDiv.appendChild(listContainer);
    } else {
      const any = `<input type="text" name="${link.title}">`;
      const anyNode = document.createRange().createContextualFragment(any);
      itemDiv.appendChild(anyNode);
    }
  } catch (error) {
    console.error("Error loading item data:", error);
    itemDiv.innerHTML = `<p>Error loading item details: ${error}</p>`;
  }
 }
 function renderCheckboxList(link) {
    const dimension = link["generalized_datacube:dimension"];
    const value_descriptions = dimension.value_descriptions;
    const listContainerHTML = `
      <div class="item-list-container">
        <label class="list-label">Select one or more values:</label>
        <div class="scrollable-list">
          ${dimension.values
            .map((value, index) => {
              const labelText = value_descriptions[index] ? `${value} - ${value_descriptions[index]}` : value;
              return `
                <div class="checkbox-container">
                  <input type="checkbox" class="item-checkbox" value="${value}" ${dimension.values.length === 1? 'checked' : ''}>
                  <label class="checkbox-label">${labelText}</label>
                </div>
              `;
            })
            .join("")}
        </div>
      </div>
    `;
    return document.createRange().createContextualFragment(listContainerHTML).firstElementChild;
  }
 // Render catalog items in the sidebar
 function renderCatalogItems(links) {
  const itemsContainer = document.getElementById("items");
  itemsContainer.innerHTML = ""; // Clear previous items
  console.log("Number of Links:", links);
  const children = links.filter(
    (link) => link.rel === "child" || link.rel === "items"
  );
  console.log("Number of Children:", children.length);
  children.forEach((link) => {
    createCatalogItem(link, itemsContainer);
  });
 }
 function renderRequestBreakdown(request, descriptions) {
    const container = document.getElementById("request-breakdown");
    const format_value = (key, value) => {
      return `<span class="value" title="${descriptions[key]['value_descriptions'][value]}">"${value}"</span>`;
    };
    const format_values = (key, values) => {
      if (values.length === 1) {
        return format_value(key, values[0]);
      }
      return `[${values.map((v) => 
        format_value(key, v)
    ).join(", ")}]`;
    };
    let html = `{\n` +
      request
        .map(
          ([key, values]) =>
            `    <span class="key" title="${descriptions[key]['description']}">"${key}"</span>: ${format_values(key, values)},`
        )
        .join("\n") +
      `\n}`;
    container.innerHTML = html;
  }
 function renderRawSTACResponse(catalog) {
  const itemDetails = document.getElementById("raw-stac");
  itemDetails.textContent = JSON.stringify(catalog, null, 2);
 }
 // Fetch STAC catalog and display items
 async function fetchCatalog(request, stacUrl) {
  try {
    const response = await fetch(stacUrl);
    const catalog = await response.json();
    // Render the request breakdown in the sidebar
    renderRequestBreakdown(request, catalog.debug.descriptions);
    // Show the raw STAC in the sidebar
    renderRawSTACResponse(catalog);
    // Render the items from the catalog
    if (catalog.links) {
      console.log("Fetched STAC catalog:", stacUrl, catalog.links);
      renderCatalogItems(catalog.links);
    }
    // Highlight the request and raw STAC
    hljs.highlightElement(document.getElementById("raw-stac"));
  } catch (error) {
    console.error("Error fetching STAC catalog:", error);
  }
 }
 // Initialize the viewer by fetching the STAC catalog
 function initializeViewer() {
  const stacUrl = getSTACUrlFromQuery();
  const request = get_request_from_url();
  if (stacUrl) {
    console.log("Fetching STAC catalog from query string URL:", stacUrl);
    fetchCatalog(request, stacUrl);
  } else {
    console.error("No STAC URL provided in the query string.");
  }
  // Add event listener for the "Generate STAC URL" button
  const generateUrlBtn = document.getElementById("next-btn");
  generateUrlBtn.addEventListener("click", goToNextUrl);
  const previousUrlBtn = document.getElementById("previous-btn");
  previousUrlBtn.addEventListener("click", goToPreviousUrl);
  // Add event listener for the "Raw STAC" button
  const stacAnchor = document.getElementById("stac-anchor");
  stacAnchor.href = getSTACUrlFromQuery();
 }
 // Call initializeViewer on page load
 initializeViewer();
--- a/backend/webapp/index.html
+++ b/backend/webapp/index.html
@ -1,46 +0,0 @@
 <!DOCTYPE html>
 <html lang="en">
 <head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>ECMWF DestinE STAC Viewer</title>
    <link rel="stylesheet" href="/app/styles.css" />
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/styles/github.min.css">
    <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/highlight.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/languages/json.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.9.0/languages/python.min.js"></script>
    <link rel="icon" href="data:image/svg+xml,<svg xmlns=%22http://www.w3.org/2000/svg%22 viewBox=%220 0 100 100%22><text y=%22.9em%22 font-size=%2290%22>📚</text></svg>">
 </head>
 <body>
    <div id="viewer">
        <div id="catalog-list">
            <h2>STAC Items</h2>
            <p>Select one or more items and then click next iteratively build up a full request.</p>
            <div class="sidebar-header">
                <button id="previous-btn">Previous</button>
                <a id="stac-anchor"><button id="stac-btn">Raw STAC</button></a>
                <button id="next-btn">Next</button>
            </div>
            <div id="items">
                <!-- Items from the STAC catalog will be rendered here -->
            </div>
        </div>
        <div id="details">
            {{ config.get('message', '')}}
            <h2>Request</h2>
            Hover over a key or value for more info.
            <pre><code id="request-breakdown" class="language-json">
 {
 }
            </code></pre>
            <h2>Raw STAC</h2>
            <pre><code id="raw-stac" class="language-json"></code></pre>
        </div>
    </div>
    <script src="/app/app.js"></script>
 </body>
 </html>
--- a/backend/webapp/run.sh
+++ b/backend/webapp/run.sh
@ -1,2 +0,0 @@
 # https://github.com/cytb/simple-autoreload-server
 autoreload-server . 8123
--- a/backend/webapp/styles.css
+++ b/backend/webapp/styles.css
@ -1,166 +0,0 @@
 body {
    font-family: Arial, sans-serif;
    margin: 0;
    padding: 0;
 }
 #viewer {
    display: flex;
    flex-direction: row;
    height: 100vh;
 }
 #catalog-list {
    width: 30%;
    padding: 10px;
    overflow-y: scroll;
    background-color: #f4f4f4;
    border-right: 1px solid #ddd;
 }
 #catalog-list h2 {
    margin-top: 0;
 }
 #details {
    width: 70%;
    padding: 10px;
 }
 .sidebar-header {
    display: flex;
    justify-content: space-between; /* Center buttons horizontally */
    margin-bottom: 10px; /* Space below header */
    height: 3em;
 }
 .sidebar-header button {
    width: 10em;
 }
 canvas {
    width: 100%;
    height: 300px;
    border: 1px solid #ccc;
    margin-top: 20px;
 }
 /* Updated CSS for the item elements in the catalog list */
 .item {
    background-color: white;
    border: 1px solid #ddd;
    padding: 10px;
    margin-bottom: 10px;
    border-radius: 5px;
    transition: background-color 0.2s ease;
 }
 .item-title {
    font-size: 18px;
    margin: 0;
    color: #333;
 }
 .item-type {
    font-size: 14px;
    margin: 5px 0;
    color: #666;
 }
 .item-id, .item-key-type {
    font-size: 12px;
    color: #999;
 }
 .item-description {
    font-size: 13px;
    margin: 5px 0;
    color: #444;
    font-style: italic;
 }
 #items {
    padding: 10px;
 }
 .item.selected {
    background-color: #d4e9ff; /* Lighter blue for selection */
    border-color: #003399;      /* Keep the original ECMWF blue for the border */
 }
 #raw-stac {
    white-space: pre-wrap;
    background-color: #f9f9f9;
    padding: 10px;
    border: 1px solid #ccc;
 }
 /* Button styles */
 button {
    height: 3em;
    padding: 10px 20px; /* Padding around button text */
    margin: 0 5px; /* Margin between buttons */
    background-color: #003399; /* ECMWF blue */
    color: white; /* White text color */
    border: none; /* Remove default button border */
    cursor: pointer; /* Pointer cursor on hover */
    border-radius: 5px; /* Rounded corners */
    transition: background-color 0.3s ease; /* Smooth background color transition */
 }
 button:hover {
    background-color: #001f66; /* Darker shade of ECMWF blue on hover */
 }
 .item-list-container {
    margin-top: 20px;
    margin-bottom: 20px;
 }
 .scrollable-list {
    max-height: 200px;
    overflow-y: auto;
    padding: 10px;
    border: 1px solid #ccc;
    border-radius: 4px;
    background-color: #fff;
    box-shadow: 0 2px 5px rgba(0, 0, 0, 0.1);
 }
 .checkbox-container {
    display: flex;
    align-items: center;
    margin-bottom: 10px;
 }
 .item-checkbox {
    margin-right: 10px;
    cursor: pointer;
 }
 .checkbox-label {
    font-size: 16px;
    color: #333;
 }
 .checkbox-container:hover .checkbox-label {
    color: #003399;
 }
 .list-label {
    font-weight: bold;
    margin-bottom: 0.5em;
    display: block;
    color: #003399;
 }
 span.key, span.value {
    color: #ba2121;;
 }
 span.key {
    font-weight: bold;
 }
 span.key:hover, span.value:hover {
    color: #ff2a2a;
    cursor: pointer;
 }
--- a/cache/README.md
+++ b/cache/README.md
@ -1,9 +0,0 @@
 This code builds the tree cache from fdb.list
 A tried a fill run of the entire database using `list_entire_fdb.py`, it died after 14 hours and 89 million unique objects, perhaps because it ran out of memory.
 The raw `cache.json` can be compressed using "tree_to_compressed.py" which folds identical subtrees and replaces the keys with "key=val1,val2,val3" strings.
 For a 38MB cache.json, the compressed version is 40KB.
 For 122MB it's 44KB.
--- a/cache/backups/cache.json.backup.06.11.2024
+++ b/cache/backups/cache.json.backup.06.11.2024
@ -1 +0,0 @@
 {"class=d1": {"dataset=climate-dt": {"activity=cmip6": {"experiment=hist": {"generation=1": {"model=icon": {"realization=1": {"expver=0001": {"stream=clte": {"date=19910410": {"resolution=high": {"type=fc": {"levtype=sfc": {"time=0000": {"param=130": {}}}}}}}}}}}}}}}}
--- a/cache/climate-dt-cache.json
+++ b/cache/climate-dt-cache.json
--- a/cache/compress_tree.py
+++ b/cache/compress_tree.py
@ -1,81 +0,0 @@
 from frozendict import frozendict, deepfreeze
 from collections import defaultdict
 def cache_key(cache, tree):
    h = hash(frozendict(tree))
    if h not in cache:
        cache[h] = tree
    return h
 def cache_tree(cache, tree) -> dict:
    if not isinstance(tree, dict):
        if hash(tree) not in cache:
            cache[hash(tree)] = tree
        return hash(tree)
    if not tree:
        return cache_key(cache, tree)
    return cache_key(cache, {k : cache_tree(cache, v) for k, v in tree.items() if k != "_count"})
 def expand_tree_but_collapsed(cache, tree, level = 0, max_level = None):
    if max_level == level: return tree
    if not isinstance(tree, dict): return tree
    # collapse by leaf
    leaves = defaultdict(list)
    for k, v in tree.items():
        leaves[v].append(k)
    new_tree = {}
    for value, key_group in leaves.items():
        k = key_group[0].split("=")[0]
        key = k + "=" + ",".join(k.split("=")[1] for k in key_group)
        new_tree[key] = value 
    return {k : expand_tree_but_collapsed(cache, cache[v], 
                            level=level+1, 
                            max_level=max_level) for k, v in new_tree.items()}
 def compress_tree(tree, max_level = 5):
    cache = {}
    cache_tree(cache, tree)
    top_level = {k : cache_tree(cache, v) for k, v in tree.items() if k != "_count"}
    return expand_tree_but_collapsed(cache, top_level, max_level = max_level)
 def pretty_schema_tree(tree):
    name_cache = {}
    names = set()
    def pick_name(k):
        if k in name_cache: return name_cache[k]
        name, values = k.split("=")
        for i in range(100):
            new_name = f"{name}_{i}"
            if new_name not in names:
                name_cache[k] = new_name
                names.add(new_name)
                return new_name
    def tree_as_schema(tree, level = 0):
        indent = "  "
        if not isinstance(tree, dict):
            return "\n" + indent*level + f"[ {tree}, "
        out = "[" if level == 0 else ""
        for k, v in tree.items():  
            if len(k) > 30:
                k = pick_name(k)
            if len(tree) == 1:
                 out += k + ", " + tree_as_schema(v, level = level + 1)
            else:
                out += "\n" + indent*level + f"[ {k}, " + tree_as_schema(v, level = level + 1)
        # out += "]\n"
        return out
    schema_tree = tree_as_schema(tree)
    groups = "\n".join(f"{v} : {k}" for k, v in sorted(name_cache.items()))
    return groups + "\n" + schema_tree
--- a/cache/compressed_cache.json
+++ b/cache/compressed_cache.json
--- a/cache/demo.cast
+++ b/cache/demo.cast
@ -1,479 +0,0 @@
 {"version": 2, "width": 139, "height": 51, "timestamp": 1729520622, "env": {"SHELL": "/bin/bash", "TERM": "xterm-256color"}}
 [0.013507, "o", "\u001b[?2004h\u001b]0;eouser@stac-test: ~/catalogs/backend\u0007\u001b[01;32meouser@stac-test\u001b[00m:\u001b[01;34m~/catalogs/backend\u001b[00m$ "]
 [0.860592, "o", "python test_remotefdb.py "]
 [1.206129, "o", "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bsource catalogs/.venv/bin/activate"]
 [2.388112, "o", "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\u001b[9Ppython test_remotefdb.py "]
 [4.666292, "o", "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bsource catalogs/.venv/bin/activate"]
 [5.720147, "o", "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\u001b[9Ppython test_remotefdb.py "]
 [5.898183, "o", "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\u001b[K"]
 [7.606682, "o", "p"]
 [7.71761, "o", "y"]
 [7.879492, "o", "t"]
 [8.002022, "o", "h"]
 [8.043895, "o", "o"]
 [8.098641, "o", "n"]
 [8.226663, "o", " "]
 [8.482915, "o", "c"]
 [8.505358, "o", "a"]
 [8.807878, "o", "che.py "]
 [9.554525, "o", "\r\n\u001b[?2004l\r"]
 [23.001191, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.001593, "o", "Total: 200\r\nRuntime: 13 s\r\n└──\r\n"]
 [23.001818, "o", "   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.024055, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.024549, "o", "Total: 400\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n"]
 [23.024611, "o", "      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n"]
 [23.024934, "o", "                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.04771, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.04831, "o", "Total: 600\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n"]
 [23.048381, "o", "                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.071379, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.071805, "o", "Total: 800\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n"]
 [23.072001, "o", "                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.095691, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.096166, "o", "Total: 1000\r\nRuntime: 13 s\r\n└──\r\n"]
 [23.096233, "o", "   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n"]
 [23.096286, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.120415, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.120912, "o", "Total: 1200\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [23.121285, "o", "               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.146966, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.147559, "o", "Total: 1400\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n"]
 [23.147612, "o", "                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.173693, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.174089, "o", "Total: 1600\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n"]
 [23.174185, "o", "            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.200989, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.201511, "o", "Total: 1800\r\nRuntime: 13 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n"]
 [23.20188, "o", "            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.2307, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.231334, "o", "Total: 2000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n"]
 [23.231656, "o", "                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.259717, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.260358, "o", "Total: 2200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [23.260696, "o", "                                 └──resolution=high\r\n"]
 [23.288767, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.289319, "o", "Total: 2400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [23.289401, "o", "               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.318851, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.319393, "o", "Total: 2600\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n"]
 [23.319446, "o", "            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.357623, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.358127, "o", "Total: 2800\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.388334, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.388761, "o", "Total: 3000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n"]
 [23.388887, "o", "            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [23.38899, "o", "                                 └──resolution=high\r\n"]
 [23.419326, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.419771, "o", "Total: 3200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.451479, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.45205, "o", "Total: 3400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.483464, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.483965, "o", "Total: 3600\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n"]
 [23.484021, "o", "                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.516508, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.517036, "o", "Total: 3800\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.550592, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.551137, "o", "Total: 4000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [23.551205, "o", "               └──generation=1\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.587142, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.587678, "o", "Total: 4200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [23.58785, "o", "                  │              └──resolution=standard\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.623094, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.623625, "o", "Total: 4400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [23.623761, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.658789, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.659331, "o", "Total: 4600\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [23.659457, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.694361, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.694899, "o", "Total: 4800\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n"]
 [23.694938, "o", "                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.73034, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.730795, "o", "Total: 5000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [23.730954, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.766944, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.767366, "o", "Total: 5200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n"]
 [23.767415, "o", "         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n"]
 [23.767751, "o", "                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.803901, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.804356, "o", "Total: 5400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n"]
 [23.804517, "o", "                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.842617, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.842905, "o", "Total: 5600\r\nRuntime: 14 s\r\n└──\r\n"]
 [23.843086, "o", "   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.881481, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.881743, "o", "Total: 5800\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n"]
 [23.88182, "o", "                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.921022, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.921331, "o", "Total: 6000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [23.921468, "o", "               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [23.961238, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [23.961708, "o", "Total: 6200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [23.961791, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.002408, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.002895, "o", "Total: 6400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [24.002978, "o", "                                 └──resolution=high\r\n"]
 [24.043759, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.044236, "o", "Total: 6600\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [24.044311, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.086123, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.086601, "o", "Total: 6800\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n"]
 [24.086696, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.128918, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.129432, "o", "Total: 7000\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.173033, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.173467, "o", "Total: 7200\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [24.17357, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.216584, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.217004, "o", "Total: 7400\r\nRuntime: 14 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n"]
 [24.217113, "o", "                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.261263, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.261743, "o", "Total: 7600\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n"]
 [24.261779, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.306332, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.306779, "o", "Total: 7800\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [24.306818, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.351451, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.351911, "o", "Total: 8000\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422"]
 [24.351951, "o", "\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.399317, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.399807, "o", "Total: 8200\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n"]
 [24.399905, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.447825, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.448315, "o", "Total: 8400\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n"]
 [24.448354, "o", "                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.496187, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.496619, "o", "Total: 8600\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [24.496702, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.545074, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.545545, "o", "Total: 8800\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [24.545582, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.595303, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.595747, "o", "Total: 9000\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n"]
 [24.595837, "o", "                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.64594, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.646459, "o", "Total: 9200\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [24.646531, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.697922, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.698416, "o", "Total: 9400\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [24.698498, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.749128, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.749621, "o", "Total: 9600\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [24.749658, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.802131, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.80256, "o", "Total: 9800\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo"]
 [24.802639, "o", "\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.865052, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.865354, "o", "Total: 10000\r\n"]
 [24.86554, "o", "Runtime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.91872, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.919172, "o", "Total: 10200\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [24.919254, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [24.972327, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [24.972657, "o", "Total: 10400\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [24.972694, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.024978, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.025401, "o", "Total: 10600\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [25.025442, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.078272, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.078772, "o", "Total: 10800\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n"]
 [25.078858, "o", "         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.132303, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.13271, "o", "Total: 11000\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [25.132904, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.186435, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.186935, "o", "Total: 11200\r\nRuntime: 15 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [25.186973, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.241462, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.241923, "o", "Total: 11400\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [25.241989, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.297149, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.297605, "o", "Total: 11600\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n"]
 [25.297781, "o", "                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.355901, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.356392, "o", "Total: 11800\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n"]
 [25.356491, "o", "      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.412731, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.413217, "o", "Total: 12000\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n"]
 [25.413409, "o", "                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.470779, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.471218, "o", "Total: 12200\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n"]
 [25.471262, "o", "         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.528497, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.528946, "o", "Total: 12400\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [25.528983, "o", "               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.58768, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.588168, "o", "Total: 12600\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n"]
 [25.588232, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.646322, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.646838, "o", "Total: 12800\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n"]
 [25.646876, "o", "                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.705794, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.706287, "o", "Total: 13000\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n"]
 [25.706453, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.76671, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.767182, "o", "Total: 13200\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n"]
 [25.767352, "o", "         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.828388, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.828951, "o", "Total: 13400\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [25.828994, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.890025, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.890438, "o", "Total: 13600\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n"]
 [25.890554, "o", "                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [25.951877, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [25.952384, "o", "Total: 13800\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [25.952556, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.015263, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.015827, "o", "Total: 14000\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.079166, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.079693, "o", "Total: 14200\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.143245, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.143743, "o", "Total: 14400\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.20821, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.208801, "o", "Total: 14600\r\nRuntime: 16 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [26.20894, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.274143, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.274687, "o", "Total: 14800\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.34619, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.346549, "o", "Total: 15000\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [26.346689, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.412054, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.412602, "o", "Total: 15200\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n"]
 [26.412681, "o", "                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.4795, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.480173, "o", "Total: 15400\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.547527, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.548221, "o", "Total: 15600\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n"]
 [26.548442, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.616117, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.616775, "o", "Total: 15800\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n"]
 [26.617001, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.684421, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.685074, "o", "Total: 16000\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n"]
 [26.685301, "o", "                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.753891, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.754547, "o", "Total: 16200\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n"]
 [26.754812, "o", "                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.823974, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.82464, "o", "Total: 16400\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.897401, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.898115, "o", "Total: 16600\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n"]
 [26.898345, "o", "                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [26.968419, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [26.969061, "o", "Total: 16800\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.039554, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.040173, "o", "Total: 17000\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n"]
 [27.040394, "o", "                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.111089, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.111728, "o", "Total: 17200\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n"]
 [27.111952, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.183352, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.183884, "o", "Total: 17400\r\nRuntime: 17 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n"]
 [27.183967, "o", "                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.255989, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.256662, "o", "Total: 17600\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [27.256886, "o", "                                 └──resolution=high\r\n"]
 [27.329402, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.330001, "o", "Total: 17800\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.406358, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.406844, "o", "Total: 18000\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.489238, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.489653, "o", "Total: 18200\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.564484, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.564967, "o", "Total: 18400\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [27.565044, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.639824, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.640367, "o", "Total: 18600\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n"]
 [27.64059, "o", "                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.716224, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.716698, "o", "Total: 18800\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [27.716914, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.792047, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.792521, "o", "Total: 19000\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n"]
 [27.792729, "o", "                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.869003, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.869477, "o", "Total: 19200\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n"]
 [27.869694, "o", "                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [27.955881, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [27.956271, "o", "Total: 19400\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.033745, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.034299, "o", "Total: 19600\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.112317, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.11285, "o", "Total: 19800\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n"]
 [28.112936, "o", "                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.19266, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.193071, "o", "Total: 20000\r\nRuntime: 18 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n"]
 [28.193203, "o", "                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.273245, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.273857, "o", "Total: 20200\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n"]
 [28.273992, "o", "                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.354753, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.355375, "o", "Total: 20400\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n"]
 [28.355505, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.444117, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.44456, "o", "Total: 20600\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n"]
 [28.444688, "o", "                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.526831, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.52736, "o", "Total: 20800\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [28.527497, "o", "                                 └──resolution=high\r\n"]
 [28.61032, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.610861, "o", "Total: 21000\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n"]
 [28.611001, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.694276, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.69481, "o", "Total: 21200\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [28.694949, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.778291, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.778808, "o", "Total: 21400\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n"]
 [28.778947, "o", "                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.863282, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.863763, "o", "Total: 21600\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n"]
 [28.86391, "o", "                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [28.958933, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [28.959422, "o", "Total: 21800\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n"]
 [28.959567, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.043729, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.044273, "o", "Total: 22000\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.044447, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.129213, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.129714, "o", "Total: 22200\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.129812, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.216052, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.216541, "o", "Total: 22400\r\nRuntime: 19 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n"]
 [29.216682, "o", "                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.303481, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.303965, "o", "Total: 22600\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n"]
 [29.304106, "o", "                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.392171, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.392601, "o", "Total: 22800\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.481784, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.482275, "o", "Total: 23000\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.482436, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.570783, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.571214, "o", "Total: 23200\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [29.571388, "o", "         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.660404, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.660968, "o", "Total: 23400\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.661127, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.75088, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.751383, "o", "Total: 23600\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.751523, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.840945, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.841479, "o", "Total: 23800\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [29.841651, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [29.939532, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [29.939978, "o", "Total: 24000\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.031567, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.032026, "o", "Total: 24200\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [30.032186, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.124271, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.12472, "o", "Total: 24400\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [30.124878, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.216403, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.216868, "o", "Total: 24600\r\nRuntime: 20 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n"]
 [30.217012, "o", "                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.310204, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.310798, "o", "Total: 24800\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [30.310966, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.406164, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.406689, "o", "Total: 25000\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [30.406834, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.517033, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.517415, "o", "Total: 25200\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n"]
 [30.51753, "o", "         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.611921, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.612402, "o", "Total: 25400\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [30.612505, "o", "               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.713763, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.714288, "o", "Total: 25600\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [30.714409, "o", "         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.811203, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.81176, "o", "Total: 25800\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              └──expver=0001\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n"]
 [30.811859, "o", "         │                       └──resolution=high\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [30.909483, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [30.910962, "o", "Total: 26000\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [30.911082, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.009725, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.010174, "o", "Total: 26200\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n"]
 [31.010311, "o", "         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.108865, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.109352, "o", "Total: 26400\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [31.109503, "o", "         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.208702, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.20937, "o", "Total: 26600\r\nRuntime: 21 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n"]
 [31.209472, "o", "         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.309207, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.309729, "o", "Total: 26800\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [31.30984, "o", "         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.411826, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.415924, "o", "Total: 27000\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n"]
 [31.416088, "o", "         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.517116, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.517615, "o", "Total: 27200\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [31.517732, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.619249, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.61975, "o", "Total: 27400\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [31.619867, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.722157, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.722738, "o", "Total: 27600\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [31.722879, "o", "         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.826059, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.82672, "o", "Total: 27800\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [31.949521, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [31.950074, "o", "Total: 28000\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [31.950228, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.054064, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.054546, "o", "Total: 28200\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [32.054699, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.159264, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.159791, "o", "Total: 28400\r\nRuntime: 22 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [32.159934, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.267038, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.267597, "o", "Total: 28600\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [32.267725, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.372321, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.372811, "o", "Total: 28800\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [32.372924, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.488625, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.489008, "o", "Total: 29000\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [32.489172, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.596762, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.597214, "o", "Total: 29200\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [32.597329, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.704136, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.704728, "o", "Total: 29400\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n"]
 [32.704889, "o", "         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.812243, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.812737, "o", "Total: 29600\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [32.812946, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [32.925347, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [32.925873, "o", "Total: 29800\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n"]
 [32.925978, "o", "                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.035227, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.035712, "o", "Total: 30000\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [33.035851, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.149101, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.14984, "o", "Total: 30200\r\nRuntime: 23 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n"]
 [33.149965, "o", "         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.265082, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.265767, "o", "Total: 30400\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n"]
 [33.265862, "o", "         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.376619, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.377289, "o", "Total: 30600\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n"]
 [33.377371, "o", "               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.507592, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.508104, "o", "Total: 30800\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n"]
 [33.508207, "o", "         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.621187, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.621716, "o", "Total: 31000\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n"]
 [33.621859, "o", "         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.734764, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.735202, "o", "Total: 31200\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n"]
 [33.735364, "o", "         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.847903, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.848397, "o", "Total: 31400\r\nRuntime: 24 s\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n         │              │     └──date=19920422\r\n"]
 [33.848534, "o", "         │              │        └──resolution=high\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         │                       └──resolution=standard\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     │        └──resolution=standard\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  │              └──resolution=standard,high\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
 [33.951751, "o", "\u001b[H\u001b[2J\u001b[3J"]
 [33.952159, "o", "Total: 31475\r\nRuntime: 0 mins\r\n└──\r\n   └──class=d1\r\n      └──dataset=climate-dt\r\n         ├──activity=highresmip\r\n         │  └──experiment=cont\r\n         │     └──generation=1\r\n         │        └──model=ifs-nemo\r\n         │           └──realization=1\r\n         │              ├──expver=0001\r\n         │              │  └──stream=clte\r\n"]
 [33.952288, "o", "         │              │     └──date=19920422\r\n         │              └──expver=a16z\r\n         │                 └──stream=clte\r\n         │                    └──date=19920422\r\n         └──activity=cmip6\r\n            └──experiment=hist\r\n               └──generation=1\r\n                  ├──model=ifs-nemo\r\n                  │  └──realization=1\r\n                  │     ├──expver=a18j\r\n                  │     │  └──stream=clte\r\n                  │     │     └──date=19920422\r\n                  │     └──expver=0001\r\n                  │        └──stream=clte\r\n                  │           └──date=19920422\r\n                  └──model=icon\r\n                     └──realization=1\r\n                        └──expver=0001\r\n                           └──stream=clte\r\n                              └──date=19920422\r\n"]
 [34.079052, "o", "\u001b[?2004h\u001b]0;eouser@stac-test: ~/catalogs/backend\u0007\u001b[01;32meouser@stac-test\u001b[00m:\u001b[01;34m~/catalogs/backend\u001b[00m$ "]
 [37.231121, "o", "\u001b[?2004l\r\r\nexit\r\n"]
--- a/cache/fdb_schema/init.py
+++ b/cache/fdb_schema/init.py
@ -1 +0,0 @@
 from .fdb_schema_parser import FDBSchema, FDBSchemaFile, KeySpec, Key
--- a/cache/fdb_schema/fdb_schema_parser.py
+++ b/cache/fdb_schema/fdb_schema_parser.py
@ -1,375 +0,0 @@
 import dataclasses
 import json
 from dataclasses import dataclass, field
 from typing import Any
 import pe
 from pe.actions import Pack
 from pe.operators import Class, Star
 from .fdb_types import FDB_type_to_implementation, FDBType
@dataclass(frozen=True)
 class KeySpec:
    """
    Represents the specification of a single key in an FDB schema file. For example in
    ```
    [ class, expver, stream=lwda, date, time, domain?
       [ type=ofb/mfb/oai
               [ obsgroup, reportype ]]]
    ```
    class, expver, type=ofdb/mfb/oai etc are the KeySpecs
    These can have additional information such as: flags like `domain?`, allowed values like `type=ofb/mfb/oai`
    or specify type information with `date: ClimateMonthly`
    """
    key: str
    type: FDBType = field(default_factory=FDBType)
    flag: str | None = None
    values: tuple = field(default_factory=tuple)
    comment: str = ""
    def __repr__(self):
        repr = self.key
        if self.flag:
            repr += self.flag
        # if self.type:
        #     repr += f":{self.type}"
        if self.values:
            repr += "=" + "/".join(self.values)
        return repr
    def matches(self, key, value):
        # Sanity check!
        if self.key != key:
            return False
        # Some keys have a set of allowed values type=ofb/mfb/oai
        if self.values:
            if value not in self.values:
                return False
        # Check the formatting of values like Time or Date
        if self.type and not self.type.validate(value):
            return False
        return True
    def is_optional(self):
        if self.flag is None:
            return False
        return "?" in self.flag
    def is_allable(self):
        if self.flag is None:
            return False
        return "*" in self.flag
@dataclass(frozen=True)
 class Comment:
    "Represents a comment node in the schema"
    value: str
@dataclass(frozen=True)
 class FDBSchemaTypeDef:
    "Mapping between FDB schema key names and FDB Schema Types, i.e expver is of type Expver"
    key: str
    type: str
 # This is the schema grammar written in PEG format
 fdb_schema = pe.compile(
    r"""
    FDB < Line+ EOF
    Line < Schema / Comment / TypeDef / empty
    # Comments
    Comment <- "#" ~non_eol*
    non_eol              <- [\x09\x20-\x7F] / non_ascii
    non_ascii            <- [\x80-\uD7FF\uE000-\U0010FFFF]
    # Default Type Definitions
    TypeDef < String ":" String ";"
    # Schemas are the main attraction
    # They're a tree of KeySpecs.
    Schema < "[" KeySpecs (","? Schema)* "]"
    # KeySpecs can be just a name i.e expver
    # Can also have a type expver:int
    # Or a flag expver?
    # Or values expver=xxx
    KeySpecs < KeySpec_ws ("," KeySpec_ws)*
    KeySpec_ws < KeySpec
    KeySpec <- key:String (flag:Flag)? (type:Type)? (values:Values)? ([ ]* comment:Comment)?
    Flag <- ~("?" / "-" / "*")
    Type <- ":" [ ]* String
    Values <- "=" Value ("/" Value)*
    # Low level stuff 
    Value   <- ~([-a-zA-Z0-9_]+)
    String   <- ~([a-zA-Z0-9_]+)
    EOF  <- !.
    empty <- ""
    """,
    actions={
        "Schema": Pack(tuple),
        "KeySpec": KeySpec,
        "Values": Pack(tuple),
        "Comment": Comment,
        "TypeDef": FDBSchemaTypeDef,
    },
    ignore=Star(Class("\t\f\r\n ")),
    # flags=pe.DEBUG,
 )
 def post_process(entries):
    "Take the raw output from the PEG parser and split it into type definitions and schema entries."
    typedefs = {}
    schemas = []
    for entry in entries:
        match entry:
            case c if isinstance(c, Comment):
                pass
            case t if isinstance(t, FDBSchemaTypeDef):
                typedefs[t.key] = t.type
            case s if isinstance(s, tuple):
                schemas.append(s)
            case _:
                raise ValueError
    return typedefs, tuple(schemas)
 def determine_types(types, node):
    "Recursively walk a schema tree and insert the type information."
    if isinstance(node, tuple):
        return [determine_types(types, n) for n in node]
    return dataclasses.replace(node, type=types.get(node.key, FDBType()))
@dataclass
 class Key:
    key: str
    value: Any
    key_spec: KeySpec
    reason: str
    def str_value(self):
        return self.key_spec.type.format(self.value)
    def __bool__(self):
        return self.reason in {"Matches", "Skipped", "Select All"}
    def emoji(self):
        return {"Matches": "✅", "Skipped": "⏭️", "Select All": "★"}.get(
            self.reason, "❌"
        )
    def info(self):
        return f"{self.emoji()} {self.key:<12}= {str(self.value):<12} ({self.key_spec}) {self.reason if not self else ''}"
    def __repr__(self):
        return f"{self.key}={self.key_spec.type.format(self.value)}"
    def as_json(self):
        return dict(
            key=self.key,
            value=self.str_value(),
            reason=self.reason,
        )
 class FDBSchema:
    """
    Represents a parsed FDB Schema file.
    Has methods to validate and convert request dictionaries to a mars request form with validation and type information.
    """
    def __init__(self, string, defaults: dict[str, str] = {}):
        """
        1. Use a PEG parser on a schema string,
        2. Separate the output into schemas and typedefs
        3. Insert any concrete implementations of types from fdb_types.py defaulting to generic string type
        4. Walk the schema tree and annotate it with type information.
        """
        m = fdb_schema.match(string)
        g = list(m.groups())
        self._str_types, schemas = post_process(g)
        self.types = {
            key: FDB_type_to_implementation[type]
            for key, type in self._str_types.items()
        }
        self.schemas = determine_types(self.types, schemas)
        self.defaults = defaults
    def __repr__(self):
        return json.dumps(
            dict(schemas=self.schemas, defaults=self.defaults), indent=4, default=repr
        )
    @classmethod
    def consume_key(
        cls, key_spec: KeySpec, request: dict[str, Any]
    ) -> Key:
        key = key_spec.key
        try:
            value = request[key]
        except KeyError:
            if key_spec.is_optional():
                return Key(key_spec.key, "", key_spec, "Skipped")
            if key_spec.is_allable():
                return Key(key_spec.key, "", key_spec, "Select All")
            else:
                return Key(
                    key_spec.key, "", key_spec, "Key Missing"
                )
        if key_spec.matches(key, value):
            return Key(
                key_spec.key,
                key_spec.type.parse(value),
                key_spec,
                "Matches",
            )
        else:
            return Key(
                key_spec.key, value, key_spec, "Incorrect Value"
            )
    @classmethod
    def _DFS_match(
        cls, tree: list, request: dict[str, Any]
    ) -> tuple[bool | list, list[Key]]:
        """Do a DFS on the schema tree, returning the deepest matching path
        At each stage return whether we matched on this path, and the path itself.
        When traversing the tree there are three cases to consider:
        1. base case []
        2. one schema [k, k, k, [k, k, k]]
        3. list of schemas [[k,k,k], [k,k,k], [k,k,k]]
        """
        #  Case 1: Base Case
        if not tree:
            return True, []
        # Case 2: [k, k, k, [k, k, k]]
        if isinstance(tree[0], KeySpec):
            node, *tree = tree
            # Check if this node is in the request
            match_result = cls.consume_key(node, request)
            # If if isn't then terminate this path here
            if not match_result:
                return False, [match_result,]  # fmt: skip
            # Otherwise continue walking the tree and return the best result
            matched, path = cls._DFS_match(tree, request)
            # Don't put the key in the path if it's optional and we're skipping it.
            if match_result.reason != "Skipped":
                path = [match_result,] + path  # fmt: skip
            return matched, path
        # Case 3: [[k, k, k], [k, k, k]]
        branches = []
        for branch in tree:
            matched, branch_path = cls._DFS_match(branch, request)
            # If this branch matches, terminate the DFS and use this.
            if matched:
                return branch, branch_path
            else:
                branches.append(branch_path)
        # If no branch matches, return the one with the deepest match
        return False, max(branches, key=len)
    @classmethod
    def _DFS_match_all(
        cls, tree: list, request: dict[str, Any]
    ) -> list[list[Key]]:
        """Do a DFS on the schema tree, returning all matching paths or partial matches.
        At each stage return all matching paths and the deepest partial matches.
        When traversing the tree there are three cases to consider:
        1. base case []
        2. one schema [k, k, k, [k, k, k]]
        3. list of schemas [[k,k,k], [k,k,k], [k,k,k]]
        """
        # Case 1: Base Case
        if not tree:
            return [[]]
        # Case 2: [k, k, k, [k, k, k]]
        if isinstance(tree[0], KeySpec):
            node, *tree = tree
            # Check if this node is in the request
            request_values = request.get(node.key, None)
            if request_values is None:
                # If the key is not in the request, return a partial match with Key Missing
                return [[Key(node.key, "", node, "Key Missing")]]
            # If the request value is a list, try to match each value
            if isinstance(request_values, list):
                all_matches = []
                for value in request_values:
                    match_result = cls.consume_key(node, {node.key: value})
                    if match_result:
                        sub_matches = cls._DFS_match_all(tree, request)
                        for match in sub_matches:
                            if match_result.reason != "Skipped":
                                match.insert(0, match_result)
                            all_matches.append(match)
                return all_matches if all_matches else [[Key(node.key, "", node, "No Match Found")]]
            else:
                # Handle a single value
                match_result = cls.consume_key(node, request)
                # If it isn't then return a partial match with Key Missing
                if not match_result:
                    return [[Key(node.key, "", node, "Key Missing")]]
                # Continue walking the tree and get all matches
                all_matches = cls._DFS_match_all(tree, request)
                # Prepend the current match to all further matches
                for match in all_matches:
                    if match_result.reason != "Skipped":
                        match.insert(0, match_result)
                return all_matches
        # Case 3: [[k, k, k], [k, k, k]]
        all_branch_matches = []
        for branch in tree:
            branch_matches = cls._DFS_match_all(branch, request)
            all_branch_matches.extend(branch_matches)
        # Return all of the deepest partial matches or complete matches
        return all_branch_matches
    def match_all(self, request: dict[str, Any]):
        request = request | self.defaults
        return self._DFS_match_all(self.schemas, request)
    def match(self, request: dict[str, Any]):
        request = request | self.defaults
        return self._DFS_match(self.schemas, request)
 class FDBSchemaFile(FDBSchema):
    def __init__(self, path: str):
        with open(path, "r") as f:
            return super().__init__(f.read())
--- a/cache/fdb_schema/fdb_types.py
+++ b/cache/fdb_schema/fdb_types.py
@ -1,83 +0,0 @@
 from dataclasses import dataclass
 from typing import Any
 import re
 from collections import defaultdict
 from datetime import datetime, date, time
@dataclass(repr=False)
 class FDBType:
    """
    Holds information about how to format and validate a given FDB Schema type like Time or Expver
    This base type represents a string and does no validation or formatting. It's the default type.
    """
    name: str = "String"
    def __repr__(self) -> str:
        return self.name
    def validate(self, s: Any) -> bool:
        try:
            self.parse(s)
            return True
        except (ValueError, AssertionError):
            return False
    def format(self, s: Any) -> str:
        return str(s).lower()
    def parse(self, s: str) -> Any:
        return s
@dataclass(repr=False)
 class Expver_FDBType(FDBType):
    name: str = "Expver"
    def parse(self, s: str) -> str:
        assert bool(re.match(".{4}", s))
        return s
@dataclass(repr=False)
 class Time_FDBType(FDBType):
    name: str = "Time"
    time_format = "%H%M"
    def format(self, t: time) -> str:
        return t.strftime(self.time_format)
    def parse(self, s: datetime | str | int) -> time:
        if isinstance(s, str):
            assert len(s) == 4
            return datetime.strptime(s, self.time_format).time()
        if isinstance(s, datetime):
            return s.time()
        return self.parse(f"{s:04}")
@dataclass(repr=False)
 class Date_FDBType(FDBType):
    name: str = "Date"
    date_format: str = "%Y%m%d"
    def format(self, d: Any) -> str:
        if isinstance(d, date):
            return d.strftime(self.date_format)
        if isinstance(d, int):
            return f"{d:08}"
        else:
            return d
    def parse(self, s: datetime | str | int) -> date:
        if isinstance(s, str):
            return datetime.strptime(s, self.date_format).date()
        elif isinstance(s, datetime):
            return s.date()
        return self.parse(f"{s:08}")
 FDB_type_to_implementation = defaultdict(lambda: FDBType()) | {
    cls.name: cls() for cls in [Expver_FDBType, Time_FDBType, Date_FDBType]
 }
--- a/cache/list_entire_fdb.py
+++ b/cache/list_entire_fdb.py
@ -1,77 +0,0 @@
 #! catalogs/.venv/bin/python
 import time
 from collections import defaultdict
 import os
 from fdb_schema import FDBSchemaFile
 os.environ["FDB5_CONFIG_FILE"] = "/home/eouser/prod_remoteFDB.yaml"
 import json
 schema = FDBSchemaFile("/home/eouser/catalogs/backend/destinE_schema")
 import pyfdb
 from collections import Counter
 import os, sys
 from pathlib import Path
 from datetime import datetime
 from compress_tree import print_schema_tree, compress_tree
 request = {
    "class": "d1",
 }
 t0 = time.time()
 fdb = pyfdb.FDB()
 spans = defaultdict(set)
 tree = {}
 total = 0
 for item in fdb.list(request, keys = True):
    request = item["keys"]
    _, m = schema.match(request)
    loc = tree
    for kv in m:
        k = f'{kv.key}={kv.str_value()}'
        # loc["_count"] = loc.get("_count", 0) + 1
        if k not in loc: loc[k] = {}
        loc = loc[k]
    total += 1
    if total % 10_000 == 0:
        os.system("clear")
        print(f"Total: {total/1e3:.0f} thousand")
        print(f"Runtime: {(time.time() - t0):.0f} s")
        print()
        print(f"Last request:")
        for k, v in request.items():
            print(f"{k} : {v}")
        # sys.exit()
    if total % 1000_000 == 0:
        print("Dumping cache to cache.json")
        with open("cache.json", "w") as f:
            json.dump(tree, f)
 os.system("clear")
 print(f"Total: {total}")
 print(f"Runtime: {(time.time() - t0) / 60:.0f} mins")
 cache = Path("cache.json")
 if cache.exists():
    backup = Path(f"backups/cache.json.backup.{datetime.now().strftime('%d.%m.%Y')}")
    print(f"Moving cache to {backup}")
    cache.rename(backup)
 print("Dumping cache to cache.json")
 with open("cache.json", "w") as f:
    json.dump(tree, f)
 print("Done")
 sys.exit()
--- a/cache/pretty_compressed_cache.txt
+++ b/cache/pretty_compressed_cache.txt
@ -1,305 +0,0 @@
 date_0 : date=19910410,19920514,19920519,19920527,19920617,19920625,19920626,19920629,19920720,19920724
 date_1 : date=19910614,19920430,19920517
 date_2 : date=19910703,19920525,19920601,19920605
 date_3 : date=19910723,19920619,19920702,19920713,19920715
 date_4 : date=19920423,19920529,19920618,19920704
 date_5 : date=19920424,19920511,19920603,19920620,19920726
 date_6 : date=19920425,19920428,19920507,19920607,19920611,19920701,19920712,19920721,19920725
 date_7 : date=19920426,19920502,19920503,19920510,19920628,19920716,19920718
 date_8 : date=19920427,19920508,19920516,19920622,19920708,19920801
 date_9 : date=19920429,19920614,19920703,19920710,19920727
 date_10 : date=19920501,19920512,19920522,19920524
 date_11 : date=19920504,19920623,19920709,19920711
 date_12 : date=19920505,19920515,19920531,19920610,19920612,19920615
 date_13 : date=19920506,19920717,19920722
 date_14 : date=19920509,19920608,19920627
 date_15 : date=19920513,19920520,19920613
 date_16 : date=19920518,19920602,19920719
 date_17 : date=20200102,20200103,20200104,20200105,20200106,20200107,20200108,20200109,20200110,20200111,20200112,20200113,20200114,20200115,20200116,20200117,20200118,20200119,20200120,20200121,20200122,20200123,20200124,20200125,20200126,20200127,20200128,20200129,20200130,20200131,20200201,20200202,20200203,20200204,20200205,20200206,20200207,20200208,20200209,20200210,20200211,20200212,20200213,20200214,20200215,20200216,20200217,20200218,20200219,20200220,20200221,20200222,20200223,20200224,20200225,20200226,20200227,20200228,20200229,20200301,20200302,20200303,20200304,20200305,20200306,20200307,20200308,20200309,20200310,20200311,20200312,20200313,20200314,20200315,20200316,20200317,20200318,20200319,20200320,20200321,20200322,20200323,20200324,20200325,20200326,20200327,20200328,20200329,20200330,20200331,20200401,20200402,20200403,20200404,20200405,20200406,20200407,20200408,20200409,20200410,20200411,20200412,20200413,20200414,20200415,20200416,20200417,20200418,20200419,20200420,20200421,20200422,20200423,20200424,20200425,20200426,20200427,20200428,20200429,20200430,20200501,20200502,20200503,20200504,20200505,20200506,20200507,20200508,20200509,20200510,20200511,20200512,20200513,20200514,20200515,20200516,20200517,20200518,20200519,20200520,20200521,20200522,20200523,20200524,20200525,20200526,20200527,20200528,20200529,20200530,20200531,20200601,20200602,20200603,20200604,20200605,20200606,20200607,20200608,20200609,20200610,20200611,20200612,20200613,20200614,20200615,20200616,20200617,20200618,20200619,20200620,20200621,20200622,20200623,20200624,20200625,20200626,20200627,20200628,20200629,20200630,20200701,20200702,20200703,20200704,20200705,20200706,20200707,20200708,20200709,20200710,20200711,20200712,20200713,20200714,20200715,20200716,20200717,20200718,20200719,20200720,20200721,20200722,20200723,20200724,20200725,20200726,20200727,20200728,20200729,20200730,20200731,20200801,20200802,20200803,20200804,20200805,20200806,20200807,20200808,20200809,20200810,20200811,20200812,20200813,20200814,20200815,20200816,20200817,20200818,20200819,20200820,20200821,20200822,20200823,20200824,20200825,20200826,20200827,20200828,20200829,20200830,20200831,20200901,20200902,20200903,20200904,20200905,20200906,20200907,20200908,20200909,20200910,20200911,20200912,20200913,20200914,20200915,20200916,20200917,20200918,20200919,20200920,20200921,20200922,20200923,20200924,20200925,20200926,20200927,20200928,20200929,20200930,20201001,20201002,20201003,20201004,20201005,20201006,20201007,20201008,20201009,20201010,20201011,20201012,20201013,20201014,20201015,20201016,20201017,20201018,20201019,20201020,20201021,20201022,20201023,20201024,20201025,20201026,20201027,20201028,20201029,20201030,20201031,20201101,20201102,20201103,20201104,20201105,20201106,20201107,20201108,20201109,20201110,20201111,20201112,20201113,20201114,20201115,20201116,20201117,20201118,20201119,20201120,20201121,20201122,20201123,20201124,20201125,20201126,20201127,20201128,20201129,20201130,20201201,20201202,20201203,20201204,20201205,20201206,20201207,20201208,20201209,20201210,20201211,20201212,20201213,20201214,20201215,20201216,20201217,20201218,20201219,20201220,20201221,20201222,20201223,20201224,20201225,20201226,20201227,20201228,20201229,20201230,20201231,20210101,20210102,20210103,20210104,20210105,20210106,20210107,20210108,20210109,20210110,20210111,20210112,20210113,20210114,20210115,20210116,20210117,20210118,20210119,20210120,20210121,20210122,20210123,20210124,20210125,20210126,20210127,20210128,20210129,20210130,20210131,20210201,20210202,20210203,20210204,20210205,20210206,20210207,20210208,20210209,20210210,20210211,20210212,20210213,20210214,20210215,20210216,20210217,20210218,20210219,20210220,20210221,20210222,20210223,20210224,20210225,20210226,20210227,20210228,20210301,20210302,20210303,20210304,20210305,20210306,20210307,20210308,20210309,20210310,20210311,20210312,20210313,20210314,20210315,20210316,20210317,20210318,20210319,20210320,20210321,20210322,20210323,20210324,20210325,20210326,20210327,20210328,20210329,20210330,20210331,20210401,20210402,20210403,20210404,20210405,20210406,20210407,20210408,20210409,20210410,20210411,20210412,20210413,20210414,20210415,20210416,20210417,20210418,20210419,20210420,20210421,20210422,20210423,20210424,20210425,20210426,20210427,20210428,20210429,20210430,20210501,20210502,20210503,20210504,20210505,20210506,20210507,20210508,20210509,20210510,20210511,20210512,20210513,20210514,20210515,20210516,20210517,20210518,20210519,20210520,20210521,20210522,20210523,20210524,20210525,20210526,20210527,20210528,20210529,20210530,20210531,20210601,20210602,20210603,20210604,20210605,20210606,20210607,20210608,20210609,20210610,20210611,20210612,20210613,20210614,20210615,20210616,20210617,20210618,20210619
 levelist_1 : levelist=10,11,12,13,14,15,16,17,18,19,1,20,21,22,23,24,25,26,27,28,29,2,30,31,32,33,34,35,36,37,38,39,3,40,41,42,43,44,45,46,47,48,49,4,50,51,52,53,54,55,56,57,58,59,5,60,61,62,63,64,65,66,67,68,69,6,70,71,72,7,8,9
 levelist_2 : levelist=10,11,12,13,14,15,16,17,18,19,1,20,21,22,23,24,25,26,27,28,29,2,30,31,32,33,34,35,36,37,38,39,3,40,41,42,43,44,45,46,47,48,49,4,50,51,52,53,54,55,56,57,58,59,5,60,61,62,63,64,65,66,67,68,69,6,70,71,72,73,7,8,9
 levelist_6 : levelist=10,11,12,13,14,15,16,17,18,19,1,20,21,22,23,24,25,26,27,28,29,2,30,31,32,33,34,35,36,37,38,39,3,40,41,42,43,44,45,46,47,48,49,4,50,51,52,53,54,55,56,57,58,59,5,60,61,62,63,64,65,66,67,68,69,6,70,71,72,73,74,75,7,8,9
 levelist_3 : levelist=100,10,1,20,30,50,5,70
 levelist_4 : levelist=100,10,150,1,20,30,50,5,70
 levelist_5 : levelist=100,10,150,1,200,20,250,300,30,50,5,70
 levelist_0 : levelist=1000,100,10,150,1,200,20,250,300,30,400,500,50,5,600,700,70,850,925
 param_2 : param=0,263500,263501,263505,263506
 param_1 : param=129,130,131,132,133,135,157,246
 param_9 : param=129,130,131,132,133,135,157,246,60
 param_11 : param=129,172,134,137,141,144,146,147,148,151,159,164,165,166,167,168,169,175,176,177,178,179,180,181,182,186,187,188,212,228,235,260048,78,79,8,9
 param_0 : param=130,134,137,146,147,151,165,166,167,168,169,175,176,177,178,179,228164,235,260048,260654,260655,78,79
 param_12 : param=134,137,141,144,146,147,148,151,159,164,165,166,167,168,169,175,176,177,178,179,180,181,182,186,187
 param_8 : param=134,137,141,144,146,147,148,151,159,164,165,166,167,168,169,175,176,177,178,179,180,181,182,186,187,188,212,228,235,260048,78,79,8,9
 param_10 : param=263000,263001,263003,263004,263008,263009,263021,263022,263100,263101,263121,263122,263124
 param_7 : param=263000,263001,263003,263004,263008,263009,263100,263101,263121,263122,263124
 param_3 : param=263000,263001,263003,263004,263009,263114,263124
 param_4 : param=263500,263501,263505,263506
 param_6 : param=263500,263501,263505,263506,263507
 param_5 : param=263500,263501,263505,263506,263507,0
 time_1 : time=0000,0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100,1200,1300,1400,1500,1600,1700,1800,1900
 time_6 : time=0000,0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100,1200,1300,1400,1500,1600,1700,1800,1900,2000,2100
 time_2 : time=0000,0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100,1200,1300,1400,1500,1600,1700,1800,1900,2000,2100,2200
 time_0 : time=0000,0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100,1200,1300,1400,1500,1600,1700,1800,1900,2000,2100,2200,2300
 time_4 : time=0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100
 time_3 : time=0100,0200,0300,0400,0500,0600,0700,0800,0900,1000,1100,1200,1300,1400,1500,1600,1700,1800,1900,2000,2100,2200,2300
 time_5 : time=1200,1300,1400,1500,1600,1700,1800,1900,2000,2100,2200,2300
 [class=d1, dataset=climate-dt, 
    [ activity=cmip6, experiment=hist, generation=1, 
          [ model=icon, realization=1, 
              [ expver=0001, stream=clte, 
                  [ date_0, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_1, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_2, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_3, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                  [ date=19920420,19920616, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920421, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                  [ date=19920422, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                  [ date_4, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_5, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                  [ date_6, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_7, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_8, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_9, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_10, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                  [ date_11, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                  [ date_12, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_13, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                  [ date_14, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                  [ date_15, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date_16, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920521,19920523, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                  [ date=19920526,19920706, resolution=high, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                  [ date=19920528, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                        [ levtype=pl, 
                          [ time=0000, levelist_0, param_1, 
                          [ time=0100, 
                            [ levelist_3, param_1, 
                            [ levelist=150, param=129,130,131,132,133,135, 
                  [ date=19920530,19920609, resolution=high, type=fc, levtype=o3d, time=0000, levelist_2, param=0, 
                  [ date=19920604,19920723, resolution=high, type=fc, levtype=pl, time_0, levelist_0, param_1, 
                  [ date=19920606, resolution=high, type=fc, levtype=o2d, time=0000, param_3, 
                  [ date=19920621, resolution=high, type=fc, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=pl, 
                          [ time_1, levelist_0, param_1, 
                          [ time=2000, 
                            [ levelist_4, param_1, 
                            [ levelist=200, param=129,130,131,132,133,135, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920624,19920707, resolution=high, type=fc, 
                        [ levtype=o3d, time=0000, levelist_1, param_4, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920630, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, 
                          [ time_2, levelist_0, param_1, 
                          [ time=2300, levelist=1, param=129,130,131, 
                        [ levtype=o3d, time=0000, levelist_2, param=0, 
                  [ date=19920705, resolution=high, type=fc, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920714, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, 
                          [ time_2, levelist_0, param_1, 
                          [ time=2300, 
                            [ levelist_5, param_1, 
                            [ levelist=400, param=129,130,131,132, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_2, 
                            [ levelist=73, param=0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920728,19920731, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_5, 
                            [ levelist=73, param=263507,0, 
                        [ levtype=o2d, time=0000, param_3, 
                  [ date=19920729,19920730, resolution=high, type=fc, 
                        [ levtype=sfc, time_0, param_0, 
                        [ levtype=pl, time_0, levelist_0, param_1, 
                        [ levtype=o3d, time=0000, 
                            [ levelist_1, param_6, 
                            [ levelist=73, param=263507, 
                        [ levtype=o2d, time=0000, param_3, 
              [ expver=t002, stream=clte, date=19900101, resolution=standard, type=fc, levtype=o2d, time=0000, param_7, 
          [ model=ifs-nemo, realization=1, 
              [ expver=0001, stream=clte, date=19900101, resolution=standard,high, type=fc, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=sfc, time_0, param_8, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
              [ expver=a0tn, stream=clte, 
                  [ date=20200101, 
                    [ resolution=standard, type=fc, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=sfc, time_0, param_8, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                    [ resolution=high, type=fc, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                  [ date=20200102, resolution=standard, type=fc, levtype=hl, time_0, levelist=100, param=228246,228247, 
              [ expver=t001, stream=clte, 
                  [ date=19900101, 
                    [ resolution=standard, type=fc, 
                        [ levtype=o2d, time=0000, param=263000,263001, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=sfc, time_0, param_8, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                    [ resolution=high, type=fc, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                  [ date=19900102, 
                    [ resolution=standard, type=fc, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=sfc, time_0, param_8, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                    [ resolution=high, type=fc, levtype=o3d, time=0000, levelist_6, param_6, 
                  [ date=19900103,19900104, resolution=standard, type=fc, levtype=hl, time_0, levelist=100, param=228246,228247, 
              [ expver=t002, stream=clte, date=19900101, resolution=standard,high, type=fc, levtype=o2d, time=0000, param_7, 
              [ expver=t003, stream=clte, date=19900101, resolution=standard, type=fc, levtype=o2d, time=0000, param_7, 
    [ activity=scenariomip, experiment=ssp3-7.0, generation=1, 
          [ model=icon, realization=1, expver=t004, stream=clte, date=20200101, resolution=high, type=fc, levtype=sfc, time_2, param=228004,167, 
          [ model=ifs-nemo, realization=1, expver=0001, stream=clte, 
                  [ date=20200101, 
                    [ resolution=standard, type=fc, 
                        [ levtype=sfc, 
                          [ time=0000, param_11, 
                          [ time_3, param_8, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                    [ resolution=high, type=fc, 
                        [ levtype=sfc, 
                          [ time=0000, 
                            [ param_11, 
                            [ levelist=150,5, param=60, 
                            [ levelist=500,70, param=135, 
                          [ time_4, 
                            [ param_8, 
                            [ levelist=150,5, param=60, 
                            [ levelist=500,70, param=135, 
                          [ time_5, 
                            [ param_8, 
                            [ levelist=10, param=157, 
                            [ levelist=150,5, param=60, 
                            [ levelist=500,70, param=135, 
                        [ levtype=sol, 
                          [ time_6, levelist=1,2,3,4,5, param=228141, 
                          [ time=2200,2300, 
                            [ levelist=1,2,3,4,5, param=228141, 
                            [ param=181, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                  [ date_17, resolution=standard,high, type=fc, 
                        [ levtype=sfc, 
                          [ time=0000, param_11, 
                          [ time_3, param_8, 
                        [ levtype=sol, time_0, levelist=1,2,3,4,5, param=228141, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=o3d, time=0000, levelist_6, param_6, 
                        [ levtype=o2d, time=0000, param_10, 
                        [ levtype=hl, time_0, levelist=100, param=228246,228247, 
                  [ date=20210620, 
                    [ resolution=standard, type=fc, 
                        [ levtype=pl, time_0, levelist_0, param_9, 
                        [ levtype=sfc, 
                          [ time=0000, param_11, 
                          [ time=0100,0200,0300,0400,0500, param_8, 
                          [ time=0600, param_12, 
                    [ resolution=high, type=fc, levtype=sfc, time=0000, param=129,172, 
--- a/cache/raw_to_tree.py
+++ b/cache/raw_to_tree.py
@ -1,41 +0,0 @@
 import time
 from collections import defaultdict
 import os
 from fdb_schema import FDBSchemaFile
 import json
 from compress_tree import print_schema_tree, compress_tree
 schema = FDBSchemaFile("/home/eouser/catalogs/backend/destinE_schema")
 tree = {}
 i = 0
 t0 = time.time()
 with open("raw_list", "r") as f:
    for line in f.readlines():
        i += 1
        # if i > 100: break
        if not line.startswith("{"): continue
        line = line.strip().replace("{", "").replace("}", ",")
        # d = dict((k.split("=") for k in line.split(",") if k))
        # _, m = schema.match(d)
        loc = tree
        for k in line.split(","):
            if k:
                if k not in loc: loc[k] = {}
                loc = loc[k]
        if i % 10_000 == 0:
            # compressed_tree = compress_tree(tree, max_level = None)
            # with open("cache.json", "w") as f:
            #     json.dump(tree, f)
            os.system("clear")
            print(f"Total: {i}")
            print(f"Runtime: {(time.time() - t0):.0f} s")
            # print_tree(tree, max_depth = 7)
            # print_schema_tree(compressed_tree)
 with open("cache.json", "w") as f:
    json.dump(tree, f)
 print(tree)
--- a/cache/tree_to_compressed.py
+++ b/cache/tree_to_compressed.py
@ -1,25 +0,0 @@
 from compress_tree import pretty_schema_tree, compress_tree
 import json
 from pathlib import Path
 print("Loading tree json...")
 cache = Path("cache.json")
 print(f"cache.json size is {cache.stat().st_size/1e6:.0f} MB")
 with open(cache, "r") as f:
    tree = json.load(f)
 print("Compresssing...")
 compressed_tree = compress_tree(tree, max_level = None)
 print("Saving compressed_tree.json")
 compressed_cache = Path("compressed_cache.json")
 with open(compressed_cache, "w") as f:
    json.dump(compressed_tree, f)
 print(f"compressed_cache.json size is {compressed_cache.stat().st_size/1e3:.0f} KB")
 print("Pretty printing")
 pretty = pretty_schema_tree(compressed_tree)
 # print(pretty)
 with open("pretty_compressed_cache.txt", "w") as f:
    f.write(pretty)
--- a/cache/update_cache.py
+++ b/cache/update_cache.py
@ -1,99 +0,0 @@
 #! catalogs/.venv/bin/python
 import time
 from collections import defaultdict
 import os
 from fdb_schema import FDBSchemaFile
 os.environ["FDB5_CONFIG_FILE"] = "/home/eouser/prod_remoteFDB.yaml"
 import json
 schema = FDBSchemaFile("/home/eouser/catalogs/backend/destinE_schema")
 import pyfdb
 from collections import Counter
 import os, sys
 from pathlib import Path
 from datetime import datetime
 from compress_tree import print_schema_tree, compress_tree
 request = {
    "class": "d1",
    "date" : "-14/-1",
 }
 t0 = time.time()
 print("Loading cache.json")
 with open("cache.json", "r") as f:
    tree = json.load(f)
 print(f"That tooks {(time.time() - t0)/60:.0f} mins")
 fdb = pyfdb.FDB()
 spans = defaultdict(set)
 def print_tree(t : dict, last=True, header='', name='', depth = 0, max_depth = 9):
    elbow = "└──"
    pipe = "│  "
    tee = "├──"
    blank = "   "
    print(header + (elbow if last else tee) + name)
    # if depth == max_depth: return
    if t:
        subtrees = set()
        leaves = defaultdict(list)
        for k, v in t.items():
            if k == "_count": continue
            if depth < max_depth and isinstance(v, dict) and v:
                subtrees.add(k)
            else: 
                a, b = k.split("=")
                leaves[a].append(b)
        leaves = {n:m for n,m in leaves.items() if n != "_count"}
        for i, (name, vals) in enumerate(leaves.items()):
            last = 1 == (len(leaves)-1)
            print(header + blank + (tee if last else elbow) + f"{name}={','.join([str(v) for v in vals])}")
        for i, name in enumerate(subtrees):
            print_tree(t[name], header=header + (blank if last else pipe), last= i == len(subtrees) - 1, name= name, depth = depth + 1, max_depth = max_depth)
 total = 0
 for item in fdb.list(request, keys = True):
    request = item["keys"]
    _, m = schema.match(request)
    loc = tree
    for kv in m:
        k = f'{kv.key}={kv.str_value()}'
        if k not in loc: loc[k] = {}
        loc = loc[k]
    total += 1
    if total % 100 == 0:
        os.system("clear")
        print(f"Total: {total}")
        print(f"Runtime: {(time.time() - t0):.0f} s")
 os.system("clear")
 print(f"Total: {total}")
 print(f"Runtime: {(time.time() - t0) / 60:.0f} mins")
 print_tree(tree, max_depth = 4)
 print("Dumping tree to new_cache.json")
 with open("new_cache.json", "w") as f:
    json.dump(tree, f)
 print(f"Moving cache to backups/cache.json.backup.{datetime.now().strftime('%d.%m.%Y')}")
 Path("cache.json").rename(f"backups/cache.json.backup.{datetime.now().strftime('%d.%m.%Y')}")
 print(f"Renaming new_cache.json to cache.json")
 Path("new_cache.json").rename("cache.json")
 print(f"Done in {(time.time() - t0)/60:.0f} min")
--- a/cache/view_cache.py
+++ b/cache/view_cache.py
@ -1,42 +0,0 @@
 import json
 from compress_tree import print_schema_tree, compress_tree
 with open("./cache.json", "r") as f:
    list_cache = json.load(f)
 request = {
    "class" : "d1",
    "dataset" : "climate-dt",
    "activity": "cmip6",
    "experiment" : "hist",
    "generation" : "1",
    "model" : "icon",
    "realization" : "1",
    "expver" : "0001",
    "stream" : "clte",
    "date" : "19910410",
 }
 loc = list_cache
 while True:
    done = True
    for k, v in request.items():
        if f"{k}={v}" in loc:
            print(f"{k}={v}")
            loc = loc[f"{k}={v}"]
            done = False
            break
    if done: 
        break
 for k in loc.keys():
    k, v = k.split("=")
    print(f'"{k}" : "{v}",')
 # compressed_tree = compress_tree(loc, max_level = 3)
 # print_schema_tree(compressed_tree)
		`@ -1 +0,0 @@`
			`from .fdb_schema_parser import FDBSchema, FDBSchemaFile, KeySpec, Key`
		`@ -1,2 +0,0 @@`
			`# https://github.com/cytb/simple-autoreload-server`
			`autoreload-server . 8123`
		`@ -1 +0,0 @@`
			`{"class=d1": {"dataset=climate-dt": {"activity=cmip6": {"experiment=hist": {"generation=1": {"model=icon": {"realization=1": {"expver=0001": {"stream=clte": {"date=19910410": {"resolution=high": {"type=fc": {"levtype=sfc": {"time=0000": {"param=130": {}}}}}}}}}}}}}}}}`