updates

2024-10-28 13:38:50 +00:00 · 2024-10-28 13:38:50 +00:00 · 5765da7ecc
commit 5765da7ecc
parent 17e7113a8c
22 changed files with 2814 additions and 174 deletions
--- a/.gitignore
+++ b/.gitignore
@ -1,2 +1,6 @@
 __pycache__
-.DS_Store
+.DS_Store
+config.yaml
+.venv
+*.json
+raw_list
--- a/backend/destinE_schema
+++ b/backend/destinE_schema
@ -0,0 +1,130 @@
+# * 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/main.py
+++ b/backend/main.py
@ -1,10 +1,21 @@
 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 os
+os.environ["FDB5_CONFIG_FILE"] = "/home/eouser/destine_remoteFDB_config.yaml"
+
+import pyfdb
+
+fdb = pyfdb.FDB()

 app = FastAPI()
 app.add_middleware(
@ -16,17 +27,30 @@ app.add_middleware(
 )

 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)
+
+
+@app.get("/")
+async def redirect_to_app(request: Request):
+    return templates.TemplateResponse("index.html", {"request": request, "config": config})


-language_yaml = "./language.yaml"
 import yaml

-with open(language_yaml, "r") as f:
+with open(config["mars_language"], "r") as f:
    mars_language = yaml.safe_load(f)["_field"]

 ###### Load FDB Schema
-schema = FDBSchemaFile("./standard_fdb_schema")
-# schema = FDBSchemaFile("./test_schema")
+schema = FDBSchemaFile(config["fdb_schema"])

 def request_to_dict(request: Request) -> Dict[str, Any]:
    # Convert query parameters to dictionary format
@ -37,42 +61,6 @@ def request_to_dict(request: Request) -> Dict[str, Any]:
            request_dict[key] = value.split(",")
    return request_dict

-@app.get("/simple")
-async def get_tree(request: Request):
-    request_dict = request_to_dict(request)
-    print(request_dict)
-    target = next((k for k,v in request_dict.items() if v == "????"), None)
-    if not target:
-        return {"error": "No target found in request, there must be one key with value '????'"}
-
-    current_query_params = "&".join(f"{k}={v}" for k, v in request_dict.items() if k != target)
-    if len(current_query_params) > 1:
-        current_query_params += "&"
-
-    stac_collection = {
-        "type": "Collection",
-        "stac_version": "1.0.0",
-        "id": target,
-        "title" : target.capitalize(),
-        "key_type": mars_language.get(target, {}).get("type", ""),
-        "description": mars_language.get(target, {}).get("description", ""),
-        "values": mars_language.get(target, {}).get("values", ""),
-        "links": [
-            {
-                "title": str(value[-1] if isinstance(value, list) else value),
-                "href": f"/tree?{current_query_params}{target}={value[0] if isinstance(value, list) else value}",
-                "rel": "child",
-                "type": "application/json",
-
-            }
-
-            for value in mars_language.get(target, {}).get("values", [])
-        ]
-    }
-
-    return stac_collection
-    
-
@app.get("/tree")
 async def get_tree(request: Request):
    # Convert query parameters to dictionary format
@ -97,24 +85,53 @@ async def get_tree(request: Request):
    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 = f"/simple?{'&'.join(first_path)}{'&' if first_path else ''}{key_name}=????"
+        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,
-                "optional": optional_str,
-                # "optional_by_path": optional,
-                "href": href,
+                "generalized_datacube:href_template": href_template,
                "rel": "child",
                "type": "application/json",
-                "paths": set(tuple(f"{m.key}={m.value}" for m in p) for p in paths),
-                # "description": mars_language.get(key_name, {}).get("description", ""),
-                # "values": mars_language.get(key_name, {}).get("values", "")
+                "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",
@ -124,7 +141,19 @@ async def get_tree(request: 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/webapp/app.js
+++ b/backend/webapp/app.js
@ -65,26 +65,24 @@ function goToNextUrl() {
    const key_type = item.dataset.keyType;
    let values = [];

-    if (key === "date") {
-      const datePicker = item.querySelector("input[type='date']");
-      //format date as YYYYMMDD
+    const datePicker = item.querySelector("input[type='date']");
+    if (datePicker) {
      values.push(datePicker.value.replace(/-/g, ""));
-    } else if (key === "time") {
-      const timePicker = item.querySelector("input[type='time']");
-      //format time as HHMM
-      console.log("replace", timePicker.value.replace(":", ""));
+    }
+
+    const timePicker = item.querySelector("input[type='time']");
+    if (timePicker) {
      values.push(timePicker.value.replace(":", ""));
-    } else if (key_type === "enum") {
-      values.push(
-        ...Array.from(
-          item.querySelectorAll("input[type='checkbox']:checked")
-        ).map((checkbox) => checkbox.value)
-      );
-    } else {
-      const any = item.querySelector("input[type='text']");
-      if (any.value !== "") {
-        values.push(any.value);
-      }
+    }
+
+    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
@ -127,53 +125,27 @@ async function createCatalogItem(link, itemsContainer) {
  itemsContainer.appendChild(itemDiv);

  try {
-    // Fetch details for each item/collection asynchronously
-    let base_url = new URL(window.location.href);
-    base_url.pathname = "/tree";
-    let url = new URL(link.href, base_url);
-    console.log("Fetching item details:", url);
-    const response = await fetch(url);
-    const itemData = await response.json();

    // Update the item div with real content
    itemDiv.classList.remove("loading");
-    itemDiv.innerHTML = ""; // Clear "Loading..." text
+
+    const dimension = link["generalized_datacube:dimension"];

    // add data-key attribute to the itemDiv
-    itemDiv.dataset.key = itemData.id;
-    itemDiv.dataset.keyType = itemData.key_type;
+    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>
+    `;

-    const title = document.createElement("h3");
-    title.className = "item-title";
-    title.textContent = itemData.title || "No title available";
-    itemDiv.appendChild(title);

-    const key_type = document.createElement("p");
-    key_type.className = "item-type";
-    key_type.textContent = `Key Type: ${itemData.key_type || "Unknown"}`;
-    itemDiv.appendChild(key_type);
-
-    const optional = document.createElement("p");
-    optional.className = "item-type";
-    optional.textContent = `Optional: ${link.optional || "Unknown"}`;
-    itemDiv.appendChild(optional);
-
-    // const id = document.createElement("p");
-    // id.className = "item-id";
-    // id.textContent = `ID: ${itemData.id || link.href.split("/").pop()}`;
-    // itemDiv.appendChild(id);
-
-    const description = document.createElement("p");
-    description.className = "item-description";
-    const descText = itemData.description
-      ? itemData.description.slice(0, 100)
-      : "No description available";
-    description.textContent = `${descText}...`;
-    itemDiv.appendChild(description);
-
-    if (itemData.key_type === "date" || itemData.key_type === "time") {
+    if (dimension.type === "date" || dimension.type === "time") {
      // Render a date picker for the "date" key
-      const picker = `<input type="${itemData.id}" name="${itemData.id}">`;
+      const picker = `<input type="${link.title}" name="${link.title}">`;
      //convert picker to HTML node
      const pickerNode = document
        .createRange()
@ -182,25 +154,49 @@ async function createCatalogItem(link, itemsContainer) {
    }
    // Otherwise create a scrollable list with checkboxes for values if available
    else if (
-      itemData.key_type === "enum" &&
-      itemData.values &&
-      itemData.values.length > 0
+    //   dimension.type === "enum" &&
+      dimension.values &&
+      dimension.values.length > 0
    ) {
-      const listContainer = renderCheckboxList(itemData);
+      const listContainer = renderCheckboxList(link);
      itemDiv.appendChild(listContainer);
    } else {
-      const any = `<input type="text" name="${itemData.id}">`;
+      const any = `<input type="text" name="${link.title}">`;
      const anyNode = document.createRange().createContextualFragment(any);
      itemDiv.appendChild(anyNode);
    }
  } catch (error) {
    console.error("Error loading item data:", error);
-
-    // In case of an error, display an error message
-    itemDiv.innerHTML = "<p>Error loading item details</p>";
+    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");
@ -217,39 +213,57 @@ function renderCatalogItems(links) {
  });
 }

-// Fetch and display item details
-async function loadItemDetails(url) {
-  try {
-    const resolved_url = new URL(url, API_BASE_URL);
-    const response = await fetch(resolved_url);
-    const item = await response.json();
-
-    // Show details in the 'details' panel
-    const itemDetails = document.getElementById("item-details");
-    itemDetails.textContent = JSON.stringify(item, null, 2);
-  } catch (error) {
-    console.error("Error loading item details:", error);
+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 show_resp_in_sidebar(catalog) {
-  const itemDetails = document.getElementById("item-details");
+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(stacUrl) {
+async function fetchCatalog(request, stacUrl) {
  try {
    const response = await fetch(stacUrl);
    const catalog = await response.json();
-    // Always load the most recently clicked item on the right-hand side
-    show_resp_in_sidebar(catalog);
+
+    // 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);
  }
@ -258,10 +272,11 @@ async function fetchCatalog(stacUrl) {
 // 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(stacUrl);
+    fetchCatalog(request, stacUrl);
  } else {
    console.error("No STAC URL provided in the query string.");
  }
@ -280,36 +295,3 @@ function initializeViewer() {

 // Call initializeViewer on page load
 initializeViewer();
-
-function renderCheckboxList(itemData) {
-  const listContainer = document.createElement("div");
-  listContainer.className = "item-list-container";
-
-  const listLabel = document.createElement("label");
-  listLabel.textContent = "Select values:";
-  listLabel.className = "list-label";
-
-  const scrollableList = document.createElement("div");
-  scrollableList.className = "scrollable-list";
-
-  const checkboxesHtml = itemData.values
-    .map((valueArray) => {
-      const value = Array.isArray(valueArray) ? valueArray[0] : valueArray;
-      const labelText = Array.isArray(valueArray)
-        ? valueArray.join(" - ")
-        : valueArray;
-      return `
-        <div class="checkbox-container">
-          <input type="checkbox" class="item-checkbox" value="${value}">
-          <label class="checkbox-label">${labelText}</label>
-        </div>
-      `;
-    })
-    .join("");
-
-  scrollableList.innerHTML = checkboxesHtml;
-
-  listContainer.appendChild(listLabel);
-  listContainer.appendChild(scrollableList);
-  return listContainer;
-}
--- a/backend/webapp/index.html
+++ b/backend/webapp/index.html
@ -4,7 +4,11 @@
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>STAC Viewer</title>
-    <link rel="stylesheet" href="styles.css" />
+    <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>
 </head>
 <body>
    <div id="viewer">
@ -23,11 +27,18 @@
            </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 id="item-details"></pre>
+            <pre><code id="raw-stac" class="language-json"></code></pre>
        </div>
    </div>

-    <script src="app.js"></script>
+    <script src="/app/app.js"></script>
 </body>
 </html>
--- a/backend/webapp/run.sh
+++ b/backend/webapp/run.sh
--- a/backend/webapp/styles.css
+++ b/backend/webapp/styles.css
@ -85,7 +85,7 @@ canvas {
    border-color: #003399;      /* Keep the original ECMWF blue for the border */
 }

-#item-details {
+#raw-stac {
    white-space: pre-wrap;
    background-color: #f9f9f9;
    padding: 10px;
@ -147,7 +147,20 @@ button:hover {

 .list-label {
    font-weight: bold;
-    margin-bottom: 5px;
+    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/cache.py
+++ b/cache/cache.py
@ -0,0 +1,123 @@
+#! 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 compress_tree import print_schema_tree, compress_tree
+
+request = {
+    "class": "d1",
+    # "dataset": "climate-dt",
+    "dataset" : "extremes-dt",
+    "date" : "-14/-1",
+    # "time": "0000"
+    # "activity": 'cmip6',
+    # "expver": "0001",
+    "stream": "oper",
+    # "date": "-1",
+    # "time": "0000",
+    # "type": "fc",
+    # "levtype": "sfc",
+    "step": "0",
+    # "param": ""
+}
+
+request = {
+    "class": "d1",
+    # "dataset": "climate-dt",
+    # "date" : "19920422",
+    # "time": "0000"
+    # "activity": 'cmip6',
+    # "expver": "0001",
+    # "stream": "oper",
+    # "date": "-1",
+    # "time": "0000",
+    # "type": "fc",
+    # "levtype": "sfc",
+    # "step": "0",
+    # "param": "129"
+}
+
+t0 = time.time()
+
+fdb = pyfdb.FDB()
+# spans = defaultdict(Counter)
+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)
+
+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]
+    # print(request)
+    # print(m)
+    # sys.exit()
+
+    total += 1
+    # for k, v in request.items():
+    #     # spans[k][v] += 1
+    #     spans[k].add(v)
+
+    if total % 1000 == 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: {total}")
+        print(f"Runtime: {(time.time() - t0):.0f} s")
+        # print_tree(tree, max_depth = 7)
+        print_schema_tree(compressed_tree)
+
+
+
+
+os.system("clear")
+print(f"Total: {total}")
+print(f"Runtime: {(time.time() - t0) / 60:.0f} mins")
+print_tree(tree, max_depth = 4)
+
+with open("cache.json", "w") as f:
+    json.dump(tree, f)
--- a/cache/climate-dt-cache.json
+++ b/cache/climate-dt-cache.json
--- a/cache/compress_tree.py
+++ b/cache/compress_tree.py
@ -0,0 +1,87 @@
+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 print_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)
+    
+    for k, v in sorted(name_cache.items()):
+        # print(f"{k} : {','.join(sorted(v.split(","), key = int))}")
+        print(f"{v} : {k}")
+    
+    print()
+    
+    print(schema_tree)
--- a/cache/demo.cast
+++ b/cache/demo.cast
@ -0,0 +1,479 @@
+{"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"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[26.617001, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
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+[26.685301, "o", "                           └──stream=clte\r\n                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[28.526831, "o", "\u001b[H\u001b[2J\u001b[3J"]
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+[28.527497, "o", "                                 └──resolution=high\r\n"]
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+[28.611001, "o", "                              └──date=19920422\r\n                                 └──resolution=high\r\n"]
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+[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"]
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+[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"]
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+[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"]
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+[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"]
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+[31.619249, "o", "\u001b[H\u001b[2J\u001b[3J"]
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+[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"]
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+[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/backend/fdb_schema/init.py
+++ b/backend/fdb_schema/init.py
--- a/backend/fdb_schema/fdb_schema_parser.py
+++ b/backend/fdb_schema/fdb_schema_parser.py
@ -111,9 +111,10 @@ fdb_schema = pe.compile(
    KeySpec <- key:String (flag:Flag)? (type:Type)? (values:Values)? ([ ]* comment:Comment)?
    Flag <- ~("?" / "-" / "*")
    Type <- ":" [ ]* String
-    Values <- "=" String ("/" String)*
+    Values <- "=" Value ("/" Value)*

    # Low level stuff 
+    Value   <- ~([-a-zA-Z0-9_]+)
    String   <- ~([a-zA-Z0-9_]+)
    EOF  <- !.
    empty <- ""
@ -161,6 +162,9 @@ class Key:
    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"}

@ -178,7 +182,7 @@ class Key:
    def as_json(self):
        return dict(
            key=self.key,
-            value=self.as_string(),
+            value=self.str_value(),
            reason=self.reason,
        )

--- a/backend/fdb_schema/fdb_types.py
+++ b/backend/fdb_schema/fdb_types.py
--- a/cache/raw_to_tree.py
+++ b/cache/raw_to_tree.py
@ -0,0 +1,41 @@
+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
@ -0,0 +1,12 @@
+from compress_tree import print_schema_tree, compress_tree
+import json
+
+print("Loading tree json...")
+with open("cache.json", "r") as f:
+    tree = json.load(f)
+
+print("Compresssing...")
+compressed_tree = compress_tree(tree, max_level = None)
+
+print("Outputting")
+print_schema_tree(compressed_tree)
--- a/fdb_schema/init.py
+++ b/fdb_schema/init.py
@ -0,0 +1 @@
+from .fdb_schema_parser import FDBSchema, FDBSchemaFile, KeySpec, Key
--- a/fdb_schema/fdb_schema_parser.py
+++ b/fdb_schema/fdb_schema_parser.py
@ -0,0 +1,375 @@
+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/fdb_schema/fdb_types.py
+++ b/fdb_schema/fdb_types.py
@ -0,0 +1,83 @@
+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/run.sh
+++ b/run.sh
@ -1,2 +1,7 @@
 cd backend
-fastapi dev main.py
+# ../.venv/bin/fastapi dev main.py
+../.venv/bin/uvicorn main:app --reload \
+    --reload-include="*.html" \
+    --reload-include="*.css" \
+    --reload-include="*.js" \
+    --reload-include="*.yaml" 
--- a/run_prod.sh
+++ b/run_prod.sh
@ -0,0 +1,7 @@
+cd backend
+# sudo ../.venv/bin/fastapi dev main.py --port 80 
+sudo ../.venv/bin/uvicorn main:app --port 80 --host 0.0.0.0 --reload\
+    --reload-include="*.html" \
+    --reload-include="*.css" \
+    --reload-include="*.js" \
+    --reload-include="*.yaml"
				`@ -0,0 +1 @@`
				`from .fdb_schema_parser import FDBSchema, FDBSchemaFile, KeySpec, Key`