7 Experiment Variations

This notebook runs many variations of AMR prediction experiments, combining Pocket for caching and metamorph.ml for pipeline composition and evaluation.

We grow the scope incrementally:

Within-site holdout — one scenario, multiple XGBoost configs
Cross-year — train on one year, test on another
Cross-site — train on one hospital, test on another
Multi-species sweep — all species and antibiotics
Bidirectional cross-site — A→C vs C→A transfer
K-fold cross-validation — robust estimates with standard deviations
Within-site at site C — how does a smaller hospital compare?
Comprehensive comparison — all experiment types side by side

(ns amr-book.experiment-variations
  (:require
   ;; AMR ML pipeline (prepare, train, predict, measure):
   [scicloj.amr.learning :as learning]
   ;; Experiment runners (within-site, cross-year, cross-site):
   [scicloj.amr.scenarios :as scenarios]
   ;; Diagnostic plots (ROC, PR, calibration):
   [scicloj.amr.visualization :as viz]
   ;; Bacterial species definitions:
   [scicloj.amr.data.bacteria :as bacteria]
   ;; Pocket filesystem caching (https://github.com/scicloj/pocket):
   [scicloj.pocket :as pocket]
   ;; Metamorph pipeline composition (https://github.com/scicloj/metamorph.ml):
   [scicloj.metamorph.core :as mm]
   [scicloj.metamorph.ml :as ml]
   [scicloj.metamorph.ml.loss :as loss]
   ;; Table processing (https://scicloj.github.io/tablecloth/):
   [tablecloth.api :as tc]
   ;; Column-level operations:
   [tablecloth.column.api :as tcc]
   ;; Interactive plotting (https://scicloj.github.io/tableplot/):
   [scicloj.tableplot.v1.plotly :as plotly]
   ;; Annotating kinds of visualizations:
   [scicloj.kindly.v4.kind :as kind]))

Shared parameters

Preprocessing and binning match the Weis et al. paper throughout.

Configuration

Pocket reads pocket.edn at project root on startup. The cache directory lives outside Dropbox (to avoid syncing ~15 GB), and the in-memory LRU threshold is low since each ML dataset is ~48 MB.

(pocket/config)

{:base-cache-dir "/workspace/.cache/pocket",
 :mem-cache {:policy :lru, :threshold 8},
 :storage :mem+disk,
 :filename-length-limit 240}

Part 1 — Within-site holdout

Start with the simplest case: one scenario, random holdout split, and compare XGBoost configurations using evaluate-pipelines.

Preparing the data

Pocket caches the expensive preprocessing. The first call takes minutes; subsequent calls return instantly.

(def example-ml-data
  (learning/get-ml-data {:site :A :year 2018
                         :species bacteria/E-coli
                         :antibiotic :Cefepime}))

OUT

16:18:09.693 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c

(when example-ml-data
  {:rows (tc/row-count example-ml-data)
   :features (dec (count (tc/column-names example-ml-data)))})

{:rows 1400, :features 6000}

Comparing XGBoost configurations

Three XGBoost configurations varying the number of boosting rounds:

(def xgboost-round-values [10 50 100])

(def holdout-splits
  (when example-ml-data
    (tc/split->seq example-ml-data :holdout {:seed 1})))

(def eval-results
  (when holdout-splits
    (ml/evaluate-pipelines
     (mapv #(learning/make-pipeline {:rounds %}) xgboost-round-values)
     holdout-splits
     loss/classification-accuracy
     :accuracy
     {:return-best-pipeline-only false
      :return-best-crossvalidation-only false})))

OUT

16:18:11.040 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d4/d4b80012c8d4aa67647562330176f329ce15f7bb
16:18:12.405 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c5/c5ab80eaca556ab8ca8322eaa764eb16d1149644
16:18:13.724 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/5611c61eb59e6ffcfbc8a336aadfaac9f095ccd8

Results by boosting rounds

(defn rocauc-from-eval-result
  "Extract ROCAUC from an evaluate-pipelines result entry."
  [eval-entry test-actuals]
  (let [prob-dist (get-in eval-entry [:test-transform :probability-distribution])]
    (when prob-dist
      (learning/compute-rocauc test-actuals (get prob-dist 1)))))

(def within-site-metrics
  (when eval-results
    (let [test-actuals (:ri (:test (first holdout-splits)))]
      (->> eval-results
           (map-indexed
            (fn [i pipe-results]
              (let [r (first pipe-results)]
                {:rounds (nth xgboost-round-values i)
                 :accuracy (get-in r [:test-transform :metric])
                 :ROCAUC (rocauc-from-eval-result r test-actuals)})))
           tc/dataset))))

within-site-metrics

_unnamed [3 3]:

:rounds	:accuracy	:ROCAUC
10	0.87580300	0.88213736
50	0.87794433	0.88167539
100	0.86723769	0.86504466

Diagnostic curves (within-site, 50 rounds)

The curves below visualize the 50-round classifier in more detail than a single ROCAUC number.

(def within-site-plot-data
  (when eval-results
    (let [test-actuals (:ri (:test (first holdout-splits)))
          ;; 50-round pipeline is index 1
          r (first (nth eval-results 1))
          prob-dist (get-in r [:test-transform :probability-distribution])]
      (when prob-dist
        {:actuals (vec test-actuals)
         :probabilities (vec (get prob-dist 1))}))))

(when within-site-plot-data
  (viz/diagnostic-plots (:actuals within-site-plot-data)
                        (:probabilities within-site-plot-data)))

Release large Phase 1 intermediates (each ~48 MB) so they can be garbage-collected before the sweeps.

(def example-ml-data nil)

(def holdout-splits nil)

(def eval-results nil)

Part 2 — Cross-year experiment

Does a model trained on 2017 data generalize to 2018? Same species, same antibiotic, same hospital — different year.

We compose two independently cached datasets as train and test, instead of splitting one dataset randomly.

(def cross-year-result
  (let [train-data (learning/get-ml-data {:site :A :year 2017
                                          :species bacteria/E-coli
                                          :antibiotic :Cefepime})
        test-data (learning/get-ml-data {:site :A :year 2018
                                         :species bacteria/E-coli
                                         :antibiotic :Cefepime})]
    (when (and train-data test-data)
      (let [pipe (learning/make-pipeline {:rounds 50})
            fitted (mm/fit-pipe train-data pipe)
            predicted (mm/transform-pipe test-data pipe fitted)
            pred-ds (:metamorph/data predicted)
            test-actuals (:ri test-data)
            prob-col (get pred-ds 1)]
        {:n-train (tc/row-count train-data)
         :n-test (tc/row-count test-data)
         :ROCAUC (learning/compute-rocauc test-actuals prob-col)
         :actuals (vec test-actuals)
         :probabilities (vec prob-col)}))))

OUT

16:18:14.081 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a8/a8124a27dcb2f6a50a1cef3993dd6103a28dc755
16:18:16.479 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/12/12968f6fb8d12a87077add260bcf2da619e9cc59

(when cross-year-result
  (select-keys cross-year-result [:n-train :n-test :ROCAUC]))

{:n-train 2109, :n-test 1400, :ROCAUC 0.8429167981830763}

Diagnostic curves (cross-year)

(when cross-year-result
  (viz/diagnostic-plots (:actuals cross-year-result)
                        (:probabilities cross-year-result)))

Within-year vs cross-year

(let [within (some-> within-site-metrics
                     (tc/select-rows #(= 50 (:rounds %)))
                     (tc/rows :as-maps)
                     first)]
  (tc/dataset
   (cond-> []
     within
     (conj {:experiment "within-year holdout (A 2018)"
            :ROCAUC (:ROCAUC within)})
     (:ROCAUC cross-year-result)
     (conj {:experiment "cross-year (A 2017→2018)"
            :ROCAUC (:ROCAUC cross-year-result)}))))

_unnamed [2 2]:

:experiment	:ROCAUC
within-year holdout (A 2018)	0.88167539
cross-year (A 2017→2018)	0.84291680

Part 3 — Cross-site experiment

Does a model trained at hospital A generalize to hospital C? Same species, same antibiotic, same year — different hospital.

Not every site has data for every combination. The runner reports :status so we can trace why.

(def cross-site-result
  (let [train-data (learning/get-ml-data {:site :A :year 2018
                                          :species bacteria/E-coli
                                          :antibiotic :Cefepime})
        test-data (learning/get-ml-data {:site :C :year 2018
                                         :species bacteria/E-coli
                                         :antibiotic :Cefepime})]
    (when (and train-data test-data)
      (let [pipe (learning/make-pipeline {:rounds 50})
            fitted (mm/fit-pipe train-data pipe)
            predicted (mm/transform-pipe test-data pipe fitted)
            pred-ds (:metamorph/data predicted)
            test-actuals (:ri test-data)
            prob-col (get pred-ds 1)]
        {:n-train (tc/row-count train-data)
         :n-test (tc/row-count test-data)
         :ROCAUC (learning/compute-rocauc test-actuals prob-col)
         :actuals (vec test-actuals)
         :probabilities (vec prob-col)}))))

OUT

16:18:16.860 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:18:18.483 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/857fb110217f00c7f49c0b204d5606b5eb9869dd

(when cross-site-result
  (select-keys cross-site-result [:n-train :n-test :ROCAUC]))

{:n-train 1400, :n-test 622, :ROCAUC 0.6599142345110092}

Diagnostic curves (cross-site)

(when cross-site-result
  (viz/diagnostic-plots (:actuals cross-site-result)
                        (:probabilities cross-site-result)))

All three experiment types compared

(let [within (some-> within-site-metrics
                     (tc/select-rows #(= 50 (:rounds %)))
                     (tc/rows :as-maps)
                     first)]
  (tc/dataset
   (cond-> []
     within
     (conj {:experiment "within-site (A 2018)"
            :ROCAUC (:ROCAUC within)})
     (:ROCAUC cross-year-result)
     (conj {:experiment "cross-year (A 2017→2018)"
            :ROCAUC (:ROCAUC cross-year-result)})
     (:ROCAUC cross-site-result)
     (conj {:experiment "cross-site (A→C 2018)"
            :ROCAUC (:ROCAUC cross-site-result)}))))

_unnamed [3 2]:

:experiment	:ROCAUC
within-site (A 2018)	0.88167539
cross-year (A 2017→2018)	0.84291680
cross-site (A→C 2018)	0.65991423

Note: the within-site experiment uses a holdout split, while cross-year and cross-site use the full source dataset for training.

Part 4 — Sweeping across species and antibiotics

We scale up to all three species in Weis et al., running three experiment types for each species–antibiotic combination. Every result carries a :status so we can distinguish successful experiments from insufficient data.

Helper: sweep one species

(defn sweep-species
  "Run within-site, cross-year, and cross-site experiments
  for all antibiotics of a given species. Returns a dataset."
  [species]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> (concat
          (mapv (fn [ab]
                  (scenarios/run-within-site {:species species
                                              :antibiotic ab
                                              :site :A :year 2018}))
                antibiotics)
          (mapv (fn [ab]
                  (scenarios/run-cross-year {:species species
                                             :antibiotic ab
                                             :site :A
                                             :train-year 2017
                                             :test-year 2018}))
                antibiotics)
          (mapv (fn [ab]
                  (scenarios/run-cross-site {:species species
                                             :antibiotic ab
                                             :train-site :A
                                             :test-site :C
                                             :year 2018}))
                antibiotics))
         tc/dataset)))

Running the sweep

(def sweep-species-list
  bacteria/important-bacteria)

(def all-sweep-results
  (->> sweep-species-list
       (mapv sweep-species)
       (apply tc/concat)))

OUT

16:18:18.647 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:18:19.856 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a4/a443989c06c12f9d44403414cb86c9bf19ff4e04
16:18:21.148 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c5/c5ab80eaca556ab8ca8322eaa764eb16d1149644
16:18:21.304 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28fb26f074cccb7a44cc690b4c37f3e22e510488
16:18:22.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/75/75aa466c799d1b63f4b095b1bab408c18465e84e
16:18:22.599 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:18:23.889 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/993d2b49f90c921c8979f747074a22a2dd67ff0e
16:18:24.019 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:18:25.269 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/64/6400eb7fad0efa9dc2a801b05723ba7e80246eba
16:18:25.397 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:18:26.595 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d8fb9629b5a0234835d4632d7bdc4dd6e99032ee
16:18:26.722 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:18:27.982 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/638f4d04df6ab9f5c99ffcf974ecefacb54feb8c
16:18:28.112 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:18:29.363 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f9/f96751a4de6118f6e91644822f5a49166319a5c3
16:18:29.491 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a5/a5a922a574d57a4bcb48481349d8e10e864b6a8c
16:18:29.634 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:18:31.983 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5b3758b734b26de5eaffd4e389d6e27ae791dab5
16:18:32.338 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a8/a8124a27dcb2f6a50a1cef3993dd6103a28dc755
16:18:32.543 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c
16:18:34.933 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/12/12968f6fb8d12a87077add260bcf2da619e9cc59
16:18:35.299 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/47/4771135dc2ada79d4475ba8273415827b34adcfd
16:18:35.437 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28fb26f074cccb7a44cc690b4c37f3e22e510488
16:18:37.791 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/34/3477b51283304934fc277786cf90b9175d2e4dc4
16:18:38.129 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/3b/3b735ff8d21f215c1ee93ed7fa72db1fe0308822
16:18:38.268 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:18:40.651 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a642f5edae666fc07df6a4394c89e7c0185b3ff6
16:18:40.987 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/953b151e3a565ab74a6de5ea63e07ff57275ba76
16:18:41.125 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:18:43.479 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1e94028738a609b1bfbb8b4f4b7aa401eb2dc92d
16:18:43.828 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6a/6ae23f04d2b5a8843a9cf3d7e1e0813e4d9330ab
16:18:43.972 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:18:46.404 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1a/1ae2321e7471ee79b14af2d6d92b448a9139b07c
16:18:46.754 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bd/bd652f7ce9821b1de9826365560ada1c3cc8991d
16:18:46.895 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:18:49.243 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb499ce9c738720dcd60cfaf3810f85dd15af27e
16:18:49.587 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7d/7d7b80b724873e91ead476e335c530ac410dd67f
16:18:49.727 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:18:52.028 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/0201691cd9c917251d280bf53c35a41c004eb515
16:18:52.335 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:18:52.439 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4e/4e720c92083a0584abdae90cddfa86c25ef8a264
16:18:53.937 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/be74de0d078d3e069b33f1c375dac405fcc86112
16:18:54.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c
16:18:54.196 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:18:55.733 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/857fb110217f00c7f49c0b204d5606b5eb9869dd
16:18:55.868 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28fb26f074cccb7a44cc690b4c37f3e22e510488
16:18:55.976 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e2a31c175b1633b0f6fafaeefdecd2ac54a50c8
16:18:57.615 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/66/664f23a0b5c329265a9042ba1078f49aec802d68
16:18:57.781 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:18:57.919 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/51/519022ba6582dd54614ce80ac20182a2a9922bd6
16:18:59.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c4/c4145b7baeddee3444ca93e125f003b3ded02520
16:18:59.657 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:18:59.756 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/9544d339172dfe9b1bbc463a645488a599d2fbea
16:19:01.335 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/57e50329d7a44804145a05cea76d6e8fdd6c220d
16:19:01.464 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:19:01.569 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/22/22cb9c6ed61e4e8628950bd345e9768df10333d5
16:19:03.081 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/5260e017a83b68ba4a0312c81b6af6b61a9d0c76
16:19:03.172 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:19:03.274 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/62/622d29f81f18c0f32a9221ee532137630b54d2f1
16:19:03.301 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:19:03.402 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/89/89bbbb2dc2380c86a38c5d169ccad8722b66e626
16:19:03.431 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/27/27e35c611a2ea0bf7dab46f6e182c1fb5936e88a
16:19:04.561 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad45c4be7c92840d24351629d2ddd2424df8f0e1
16:19:04.657 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:19:05.704 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/07/07bacef0f5abe739301c87309e76ed8af142ccc6
16:19:05.781 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:19:06.882 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/22/22c2e13d483ea40cf9efd1cb5d62c214a87b05e9
16:19:06.962 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:19:08.094 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c3/c375f2952247172510085b183619c2cc321f0fe4
16:19:08.187 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:19:09.191 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b921e935c338151b0caa2985ee97ea1e7865ebe9
16:19:09.266 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:19:10.303 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/808906282f5c512d0b04d370549b0be3e48f37c8
16:19:10.385 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1b/1b1a30e06a6798fa5435962f9b18cc16e6bfcbb8
16:19:11.376 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6fbc8e87ec2110634e4c6ff3c4cf37db41b74079
16:19:11.452 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:19:12.563 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/77/77e86952e1ddf928406648d714f33c609767fa32
16:19:12.649 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/92/9245060fe7762c3206f629c64c8326a1fc1ad146
16:19:13.722 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f5/f51de9706a7a547aa299ac2aa5dd9acf6a901d44
16:19:13.801 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:19:14.905 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad1c65d241318fb87f2bdf5847c6e99dbdec4b8f
16:19:14.986 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:19:16.101 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d9/d9436eb96761ba6e432fdbbf46e076a37356226e
16:19:16.191 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:19:17.222 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/808906282f5c512d0b04d370549b0be3e48f37c8
16:19:17.320 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:19:18.388 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55d52fb64f3a578743345ad0b86dac71fd8e739e
16:19:18.463 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:19:19.608 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3ff310513290063bc8ff90db3aa6977283eeefc3
16:19:19.703 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/23/233a3a03303a29f635aad29bded12e4d8e1ca6f4
16:19:19.815 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/27/27e35c611a2ea0bf7dab46f6e182c1fb5936e88a
16:19:21.450 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/90/9090f445da865a8ee459ea4e6f130e8d35b3aa72
16:19:21.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/55/55591d94c7149bf2910b13c4c7a9210fb82a439c
16:19:21.876 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:19:23.556 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/45/45bfb461bb933f31c72975c16779d6737a4b02f2
16:19:23.899 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/10/1053a37b05875fc6a683beb534f0d7760652415d
16:19:24.003 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:19:25.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8b/8b2945a1ded69879bde4311d1a63294446d39445
16:19:25.973 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a3/a39f705aee4f1f8dd8d0f5fee66e84f78ff06608
16:19:26.129 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:19:27.835 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/13/13e0487aff54f449f205e746f7527b3dd83bf7ff
16:19:28.127 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/35/35bdf27a44e680b901a083a58774eb27a8cf9798
16:19:28.233 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:19:29.922 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d5/d5fe9affdd4116bb018853a3a3fd7a418f107650
16:19:30.207 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f4/f487a2a68a4f0f1a580d4952e5c8f43dc7d89b27
16:19:30.312 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:19:31.887 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ea/ea5e24d4772202d3013551419f83478f1e18e63c
16:19:32.169 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/15/1594a04aae2444dee50876893917690f708b3ee4
16:19:32.271 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1b/1b1a30e06a6798fa5435962f9b18cc16e6bfcbb8
16:19:33.895 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b9d9c81ce27231e38d19d99cd054f42b5fdf6abf
16:19:34.177 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/eb2d215b8995789f9b35072148d13e7a8b1891cd
16:19:34.285 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:19:35.923 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d84843f9e8f66f37b9d912f73494cf52fd4a635b
16:19:36.208 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c9/c917c3d7854074ef03f81ef251d7717d4bda46b4
16:19:36.323 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/92/9245060fe7762c3206f629c64c8326a1fc1ad146
16:19:38.022 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/72/7263021e6d8f0e00f151f75a95e7335d832ec2da
16:19:38.304 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e8/e8a6a06759b70e2d4123663a43c1abbcea0778fb
16:19:38.409 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:19:40.075 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0f/0f17a067667030b6d9a9a6a49d113b025b45446b
16:19:40.383 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/193395e7bb628e5581256b374c2c2c5ce0a2ae85
16:19:40.486 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:19:42.064 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/83ad07f02fc36fc3865b4d2f57ae5df8af609c21
16:19:42.341 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/78b27256518f1be20d4548fe64280eeca83973aa
16:19:42.443 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:19:44.092 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ea/ea5e24d4772202d3013551419f83478f1e18e63c
16:19:44.376 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/34/341af9aa2d045be9988bf0e8e606eec84943a82b
16:19:44.482 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:19:46.145 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba54d64f9a2c0be4928af159edf859dff68be9c9
16:19:46.433 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c7/c7ea6de3be98ff6b56b49d007c357265934b6dce
16:19:46.546 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:19:48.156 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7b/7b6b370d409d987c84f2c2723d779532e8811f23
16:19:48.440 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/27/27e35c611a2ea0bf7dab46f6e182c1fb5936e88a
16:19:48.531 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/586ba4e21198e9f350106083be83f3453d8451c4
16:19:49.854 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9a/9a4cee30aa054420d13143ce7128ec42df85e169
16:19:49.975 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:19:50.053 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c6/c693a59fa9039bfc088d5af15247947f5918f520
16:19:51.336 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/70/70ccc7047c4f9b0472f836ceacef705c8ac9f4c9
16:19:51.453 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:19:51.530 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17ce198025a000f16150e9e9e5c5b73ead04ecec
16:19:52.840 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cc/cc36525235992596c6513a004ef6b1faa9cd1ab1
16:19:52.961 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:19:53.038 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/401cafe90c06ac7d427ce197951fedb45983b201
16:19:54.317 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6affa0c8a5a3042b060d0f7b023b53b39edd5687
16:19:54.434 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:19:54.511 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e4f6d1a83b282a5570b3db89ef5c5e8e3e1aba1
16:19:54.511 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:19:54.587 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/792468aff4c80c58315d93081cb5ed31360f444c
16:19:55.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b7/b7ef0995f566f6613dd62b36f423bb3606e57533
16:19:56.027 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1b/1b1a30e06a6798fa5435962f9b18cc16e6bfcbb8
16:19:56.105 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ce/ceae83ba2d3d42bff8d1a4abf75b775af684246e
16:19:56.106 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:19:56.183 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ec/ec99052615da02f171f89623f10b512c797acb98
16:19:57.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/24/24db7da5f103113602097dd26d2a1b555045f504
16:19:57.665 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/92/9245060fe7762c3206f629c64c8326a1fc1ad146
16:19:57.745 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/add0a1669eaed8a8441813c1d3fac844d703793b
16:19:59.020 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f4/f41ce11cfb47c25f7d878678496ceec70e60f0c1
16:19:59.127 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:19:59.205 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/36/360ac2007b2c06f05dab7e0291ac4540bdc5ae60
16:20:00.544 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3a/3a7d42881ba32dc2d8110238e4c49209eab2e386
16:20:00.667 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:20:00.749 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:20:02.052 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ac/acea9033466e9177e1762e50f6ed3c9cd3e5ee77
16:20:02.192 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:20:02.270 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d3/d36dc645ce863a0cc195508954afe9d511687576
16:20:02.270 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:20:02.348 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6c/6c835100e55ce4db69c2fbd36245c462731a9edb
16:20:03.700 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/61/616d5be51cff1bfcff66c766a3900d447cd194c6
16:20:03.812 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:20:03.890 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/53/53e30856963dd087022975833483432bbd004def
16:20:03.918 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:20:04.629 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba79198b5b2d11a00c8d090835efb7863174c7c8
16:20:04.688 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:20:05.369 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/63aa2a0ba9bdc9a90e14c7ad963a8fb221b76842
16:20:05.457 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9b/9b67af70a8147a01a4e57f0324e0b379a3031a03
16:20:06.161 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/5257b26952f8f2a45bca73c863c786d1c8f034bc
16:20:06.219 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:20:06.907 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/53/5328cbe1de8811c3c46ecc55c3b02c0d2cece825
16:20:06.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:20:07.685 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bf/bf0103a4840b0072f7342f811008c60fa6929f01
16:20:07.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:20:08.422 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/adf4f3db2c822b1ae74eabfcd81324581ddc77d1
16:20:08.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:20:09.147 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/84/84f104db413a564f5448335c36f54d4512b5d863
16:20:09.202 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:20:09.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/77/77a6269e193e80a7709f381b5af2a559fe66457f
16:20:09.966 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c0d37ffce93301e86dc9b843e159b5658e025e8c
16:20:10.061 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:20:11.548 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/11/1101bc5d906e7326ba67a37c308f163011dfd8b6
16:20:11.737 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5d/5d95126da5e305867efd755c013643d3e7592e6c
16:20:11.836 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:20:13.305 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ee/eeb0f2a1522a338777d7b2b5839f511a77e8eb0c
16:20:13.431 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d3/d3919ccea78a33d8f9836f7d454f87b3937374ce
16:20:13.525 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9b/9b67af70a8147a01a4e57f0324e0b379a3031a03
16:20:14.987 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/df8412187da306c7ba3b265ef76450a8aed0e841
16:20:15.123 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b274db842a5c267c02e1f1f6ccc0fa68a6884b60
16:20:15.213 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:20:16.688 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/56a1679fa30c19208c3f0c64a27c96effa33e20a
16:20:16.818 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f434f28f10db366088355e5c33c49491146ac8d
16:20:16.952 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:20:18.436 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3d/3d2ea422c919c6ad031ad1252f28cc31bf30170a
16:20:18.572 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4f/4f0d5e4e7c6cf1b82d2c6a80c0a8bb8937c7368e
16:20:18.717 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:20:20.074 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0c/0cc5634e778e84ad1130eed5237eee6cf12c9972
16:20:20.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/03/03728a0cc0f538d2977f56795c017e66fde6d025
16:20:20.342 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:20:21.885 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bb/bbb597b817da145baef7ff7a3daa43f4ac1466b6
16:20:22.037 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fd/fda4f9908f3399c580014f8dca574466e3810509
16:20:22.182 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:20:23.579 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dd/ddf993ad7f55b5b14d87ac9dfe5a167d0ea7e10d
16:20:23.706 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:20:23.765 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/ad94c012110635a3cc5d43e74c7860680b1d04d1
16:20:24.680 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/43/43c646986936e3fa3a23a920b232d736cd5f6e25
16:20:24.750 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:20:24.810 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:20:25.677 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/bee75da2469873c625429d3618f99ff796175e24
16:20:25.724 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9b/9b67af70a8147a01a4e57f0324e0b379a3031a03
16:20:25.783 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b0/b0e74e535aae2d9e4c7496adb4ec5652a0a6f9b5
16:20:26.629 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c2242936199cbd02b00e2af003a849ea94ebe03
16:20:26.700 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:20:26.795 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bfc5783d03596c7a131910bbc648c83a24d18755
16:20:27.680 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fd/fd4bb101edcb673fc0a62eba0458c1e69f546e85
16:20:27.751 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:20:27.811 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d9ddfdbe0506afc45b63003ab99e49224b7510b
16:20:28.688 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/06/063169e8f0fcc98cc5dcabe510c08e04e3c0d0bb
16:20:28.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:20:28.819 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/99/99835e743094ff51048597a933b7bef061d73aa4
16:20:29.719 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/89/89b141191579f6367631df24993a78e162a4445b
16:20:29.788 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:20:29.852 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28987f85d67b2b3f5f846f28ece31d445e225243
16:20:29.852 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:20:29.912 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c1/c17f6d1f0430c852c7a0ebb0f4ef0fbd82e5be01
16:20:30.782 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/33/33a390854e6ae02a642428af6fb17b66bd1a47b6
16:20:30.827 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:20:31.729 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/2674eb0cb388422ae59607696c884ac8916bc1ca
16:20:31.797 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:20:32.619 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/de4b570207fa06358fd537d76e4714e54384d491
16:20:32.694 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:20:33.558 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3a/3a8afcb300732783cc64659302c15a3cc96de48f
16:20:33.628 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:20:34.454 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f3/f367d0b23d3b1f75d39feac30865b3bf6dfbdaeb
16:20:34.521 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:20:35.336 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/152850ce3ade3da1e204b9482a57aeb2495cab54
16:20:35.435 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:20:36.295 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/91/918c34ff3104362553567428ee888a468a0193f5
16:20:36.373 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:20:37.229 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e7/e7e6676fbcda4f1cf56c1738ba7e2a1ab93f0c7f
16:20:37.295 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:20:38.218 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c9/c9ddc5b8202a7b9f38b42452d6430a3a03fb3a0e
16:20:38.282 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8fe54da7a428fa04e1012121c8449cc9045ea31d
16:20:38.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:20:40.025 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/262997e66d2e7f2a13e70e0f0553626e57beb13b
16:20:40.228 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/44/448236e1fd53a4678038cc83071d209ea2bb0aa5
16:20:40.368 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:20:41.735 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5c/5c8189a3132049a760284c01b10368cd73b0b832
16:20:41.905 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a6/a6aa091522aa475fbc5cee402dd1a5e461dd4d62
16:20:41.997 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:20:43.473 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c2/c2eef9947fe0f9d7ecee2998bf6cd2d8edbf1ede
16:20:43.642 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/62/62fb67094438efec1c1d4ec37cf32badcdbd2de6
16:20:43.733 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:20:45.114 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6f0ee4c9f4d84f7acd4b19d7b8f901a299b48bb9
16:20:45.278 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a2/a26a719d7e7b75be71d6f4a9e83657510df1b3b6
16:20:45.375 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:20:46.821 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/09/097519363fab3e3b2b91385dfb45800573a6b25b
16:20:46.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/29/29639788797ba2554fc5b548d0ae8389d477aad1
16:20:47.086 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:20:48.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/dfd4cfb06faccc7241c0716bcc1424a04be1aa5c
16:20:48.644 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/43/43235546e42b1a0126094129caf0fdb9db68f040
16:20:48.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:20:50.223 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/632f5761184c38253825dcda4e5c413ca5888846
16:20:50.387 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/55/5551da33e6a87cac04e3cbece71b08a2b09f34bc
16:20:50.479 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:20:51.888 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c0/c042db88e7ae258c9202113940c265dbc4da09e8
16:20:52.049 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:20:52.116 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/adcd63f25ae6a8b8713ba2368bd6acbafd707f9a
16:20:53.165 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7c/7cc86d470a98faeaa8d8d8f08db7bb89d2c54ec9
16:20:53.234 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:20:53.310 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b6dfc882b5192d6125eef94f44a9e69dbfe148d
16:20:54.333 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/df754798f03611b1063a5ed0c4d503bac68698d3
16:20:54.401 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:20:54.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d5/d5da80e1f12de6b2bea65b666b436357a9e9b86e
16:20:55.562 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e5885d5d27a2b32f449a7b65236ed319bd12d092
16:20:55.635 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:20:55.713 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8b/8b772d6deb0b3f012f9fcd3ddce91084628aac3b
16:20:55.738 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:20:55.815 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/337a9cbfc48f2a75601c35ebe793699fc20fbbe5
16:20:56.820 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd8600794fe1bd9d8cb923bc72e85b5ba4008c2a
16:20:56.887 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:20:56.966 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:20:57.968 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/41/41e338f457b8bc0826fc408707b30222a3e64706
16:20:58.036 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:20:58.115 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/96/967e9b4b6815535c9be1d72fd6471f91981c8101
16:20:58.140 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:20:58.216 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9fcb3b936d5d4ba089d7518c90572814e219125d
16:20:58.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:20:59.316 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e6/e6f6a4ca619065fa39421189359290b9021f0c27
16:20:59.405 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:21:00.411 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ed/ed7c86b4317b006a917a17ac4f2c54b131775953
16:21:00.500 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:21:01.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0f/0fc7f91ee1b48c082e6c85119e67f723c2f1ba6d
16:21:01.551 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:21:02.635 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6f89b6e4fb23315c834238c74d8536003563f0e7
16:21:02.718 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:21:03.753 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ec/ec4847d5bd59a87771ea1a6cfbb1709c22c3e4eb
16:21:03.835 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:21:04.849 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3f8346b631fb8f4221dda36dee733102e7aa8ecb
16:21:04.931 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:21:06.016 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/33/335f6ec75264bcee680ae3bc42ab51344bde78ea
16:21:06.103 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:21:07.149 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dc/dc154a66ec26e1bf933bdcea7a7b9061df8e6799
16:21:07.235 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:21:08.287 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/be296353b23d16f17beb9d59d35416db53c97dc0
16:21:08.378 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/be/bead0477fedf08c48753a30adf9350c4cce8649e
16:21:08.508 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:21:10.620 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/37/3707311a7832db38c62b4fe3be6de99e4d4ad440
16:21:10.944 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4b/4b3425059b24f2d5f73e87b0e8259f4cd82eadb7
16:21:11.072 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:21:13.076 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/36/36310502cb670ad3a3b3c0c760a6842d1911485f
16:21:13.372 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/77/772952f5f378037e5d78224d5b25784269c5e7b6
16:21:13.512 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:21:15.638 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8e/8e8226b200bf66f74a5d9c4ac3833005afc26878
16:21:15.936 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f5/f52f9db6ffc3541c5febfbeaad03e3d52c0da0ca
16:21:16.058 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:21:18.087 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9b/9bccc5f637ca64a2b77db68a0dd1c8f573fc9560
16:21:18.374 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/59975c9b00c17535a226580308098378f641b593
16:21:18.498 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:21:20.565 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/20/208187d31eef40b4582354cf0f37d0a23c24ace8
16:21:20.852 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6d7802a44798ccd3573fdc526eb11dcfce764e55
16:21:21.005 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:21:23.069 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7f/7fbba854e4ebf8dfc7e8eb61ff7b324c3f9c1193
16:21:23.359 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/400eb13d2dc507a2b0318680db5ba4cf05d0c2d7
16:21:23.481 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:21:25.547 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c799e1584918ad49e9fb553016e081a29770fa9
16:21:25.832 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71051e5a7ba030f74bbb128a31bf849115086dc5
16:21:25.978 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:21:27.990 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/35/35490388798a19ec4d00d33e436586bdaa22dc13
16:21:28.285 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e2/e2839acfe537816294205d60a1aca0862b1f4d08
16:21:28.410 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:21:30.429 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/9951067ae6658f6338d7ba7cb01c4508e1ac7832
16:21:30.713 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:21:30.801 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/669b878a5599cda842282191507ae62d49f4d8ba
16:21:30.828 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:21:30.915 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/7868ace0fdf4835e2792075ca4d8ff4b540b4bdd
16:21:30.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:21:31.067 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/73/736f4cd526e6b334434fa24c7023b4c3f177ba3e
16:21:31.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:21:31.174 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/192115cf39612fa48a17dcf85086da1d62d9b9b2
16:21:31.201 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:21:31.280 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2a/2ade7df1bb2099dd18e4f5f7509476de59011247
16:21:31.313 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:21:31.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d9/d9c24945c2735ae872fac8ae7743badc5effe8b8
16:21:31.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:21:31.469 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fe/fea416f68ff5f47b584619d958cfe956a101418b
16:21:31.470 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:21:31.547 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/599d74adb3ad477c814329888f65f6779305a20d
16:21:31.574 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:21:31.650 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e6/e627101086061ab66dd6f3f8d7c9670022f8aca8
16:21:31.678 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:21:32.090 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5bd2707ce9ea17cd4204be92fba44fc12fe9ca74
16:21:32.139 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:21:32.531 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55b36fa1f8327b2d18b5b33b098d842bcada7198
16:21:32.571 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:21:32.951 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c1/c18a6f3ecfd7e7102e72fec6838ae4d577b4a1a5
16:21:32.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:21:33.365 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/16/16766a9b1c46c1da9f2f65b459c58e6a417c80e4
16:21:33.402 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/18/180c4c0ddecc154dade8e3f6defe0348448f2cb4
16:21:33.823 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ae/aef2e2175df7be0e992efdcbbc36cbf67114cbd7
16:21:33.867 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:21:34.243 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/64/6498bcf45689ccde46a79b33e6e6a0a8e4523a8a
16:21:34.284 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f6/f653be9bf2ec49e23688c0fba4db1457f95fea20
16:21:34.674 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c4/c4bbcec6b319e4d8c6c524123d98a03317177fb2
16:21:34.715 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c51156b3abb16d541db65f67e07c935421b14708
16:21:35.135 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e2/e2fcdf3743c4212819a5d7579838d0ef56b27645
16:21:35.178 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d6/d6055f6a34e93fb558a25f75855e5ad7a1581a3d
16:21:35.224 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:21:35.804 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6d/6d6f296db800171c981935ab55e63ecfc2f5d929
16:21:35.883 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/3a/3a2deb1a27a1c94b7578c5f5b91a5864c8c1c13b
16:21:35.929 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:21:36.480 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/576bb32d413cf4179e565d7e0c3606c9e1d0a79b
16:21:36.552 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c497c9cadbc296771acb82f8a3c586af8a656c2
16:21:36.597 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:21:37.168 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/02e4ec3bcca28816430c57154eaf4c80964504d9
16:21:37.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/25/2555ba8260da5c860eafbb919e9f9312a3bfe78d
16:21:37.288 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:21:37.831 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/75/75c7fe4d9cf6934f31623312e6fcea24cc692699
16:21:37.901 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/77/77bf276d09147b2569d43c4285ad9537694fe5b6
16:21:37.947 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/18/180c4c0ddecc154dade8e3f6defe0348448f2cb4
16:21:38.545 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/92/92b2df09ac6b5b729b412ef403802128e914c44f
16:21:38.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e9bf7571b6dc42070e84e1e6bb1f848ce1f29ced
16:21:38.664 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:21:39.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f34e03b42c4f323f45d886fabee2bd75f345b66
16:21:39.324 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74531181711dbd83dfbda6ac0f1ed213ba137293
16:21:39.374 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f6/f653be9bf2ec49e23688c0fba4db1457f95fea20
16:21:39.927 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/5689d6f629bf4c5f4a9801e6d9a606972711564f
16:21:39.996 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f945f70d6ed6bdc38b2baf495579a30146b042f
16:21:40.041 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c51156b3abb16d541db65f67e07c935421b14708
16:21:40.628 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/65/65e5179df2ad1708a7997549d50e48401a0bfdbb
16:21:40.704 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:21:40.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fa/fae00433ca7f28b5c24276742eafc5b7377861a6
16:21:41.183 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f7eb8ec464edaa606d55d9516e69552870e0f2b0
16:21:41.231 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:21:41.275 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4c/4c575903fd695fcfb82c413d51e2fd711d6e9c6d
16:21:41.741 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4d/4d98857ba67097e39d17e088dee48851aaaea418
16:21:41.786 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:21:41.830 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/67/67f43202ad95cc21ebaf52936b5e6f3a85df0433
16:21:42.253 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f7771ddfe99ef49cd504f8ceeca973b7bbb195c5
16:21:42.295 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:21:42.337 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/30/304ff2543e56e674bb9c4a2c56dd1ee116662ce8
16:21:42.820 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ca/cad74c7e0268a097263c5251dda576bfc7276f0c
16:21:42.865 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/18/180c4c0ddecc154dade8e3f6defe0348448f2cb4
16:21:42.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/07/07a4932c8ea8c0e5b3edf4e8a60e9f811dd35c86
16:21:42.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:21:42.951 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e9814643b5c39f91b308e47e45e6b87eb238d5a
16:21:43.381 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ff/ff40880e9bbc6c3494f377b83f391a36a921e437
16:21:43.424 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f6/f653be9bf2ec49e23688c0fba4db1457f95fea20
16:21:43.466 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88daaf83b5e70681ef0133f8ed15d2e687b1c9f5
16:21:43.466 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c51156b3abb16d541db65f67e07c935421b14708
16:21:43.508 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b20b651226864da2e935ac818b26949a3442d1fc
16:21:43.953 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d1/d1eaa93f4cddce6143f85d64fcaf8a8488dff732
16:21:43.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:21:44.318 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a0/a04663f229b9b30340187cb43e1cd48680f11bd6
16:21:44.352 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d0/d0afff5ef7bc1cdcacfef10fc73dcd17281a3fe5
16:21:45.020 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c3/c3b2841528d0bb871e8ea3557f2eb9d777481661
16:21:45.094 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/05/05f2d246b6b4a38a599e140d39f47be44f3b86bc
16:21:45.455 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e8/e8f3dfb12245cbeafd22d7cb9fbfa896505164fe
16:21:45.495 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:21:45.802 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6b/6b6006dc42543db8c6ea2d2a3a7db45b1aa081d9
16:21:45.841 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:21:46.144 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd965e7da31636ffab1d4414db882848bd3528c0
16:21:46.178 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:21:46.505 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8d/8d52902955c7378e562da1cb9562c60486fb751a
16:21:46.542 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:21:46.854 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/65/650eafd67053699b8553be346bc9a706d488c95e
16:21:46.889 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:21:47.196 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f013c07639c5979912d4392e61afae5c19743887
16:21:47.232 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/0c/0c9188fa4c443491b6525976b5fb76b80b227984
16:21:47.280 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:21:47.713 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/79/79df9703eced4ed5928066db338623bbf2ebbddd
16:21:47.778 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/63/6307356fa763141195f3606ecdd5c04132a27792
16:21:47.822 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:21:48.303 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/40/40cbeb7ce2f299b2f6c11fbbda5363e09274d49b
16:21:48.367 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/65/656ce27d5696d669f9e1670df851628e4f684a75
16:21:48.410 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:21:48.836 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d2/d2eee8f3c5663c65392c3d11df5cd3102f86578b
16:21:48.892 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8cc35e70e08e40e41080e4f8e194099f79beefc8
16:21:48.933 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:21:49.383 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/21/21843a6534c5b4c757ef7658b3ad0d99e5f45c58
16:21:49.441 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/eb2900750a0db169bf6ba2a260904522e3d55566
16:21:49.482 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:21:49.903 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c1/c1abeefea0d3f2c98c2f24a4b580331cb3859d6e
16:21:49.961 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:21:50.013 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c057ccd66b3b0e1b50b02a7a7e09ef7d0aead6ec
16:21:50.383 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b1/b1cd7ea6a5927a7abcdafee553cf7066b8cbe7dc
16:21:50.436 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:21:50.476 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bf47883d2680e75688685a4343dcd9ee6f58bd65
16:21:50.476 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:21:50.515 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5f/5f67fc8e319a42e72f96da9be4fb24f5382d1902
16:21:50.851 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd9403201c12573f58dd3f360b1a6a3056788be3
16:21:50.904 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:21:50.944 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/66a0afb9369308c98c6e4ade23dbfcdeaf2f8e01
16:21:51.302 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6d/6dc5d50d4e6147829b9b8b007046240344541c02
16:21:51.354 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:21:51.394 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f0a2a2d21f4783824033850fc1a4c92c4997050

{:rows (tc/row-count all-sweep-results)
 :columns (count (tc/column-names all-sweep-results))}

{:rows 183, :columns 14}

Status summary

(-> all-sweep-results
    (tc/group-by [:species :experiment :status])
    (tc/aggregate {:count tc/row-count})
    (tc/order-by [:species :experiment :status]))

_unnamed [35 4]:

:species	:experiment	:status	:count
Enterobacter cloacae	:cross-site	:no-data	2
Enterobacter cloacae	:cross-site	:ok	6
Enterobacter cloacae	:cross-year	:ok	8
Enterobacter cloacae	:within-site	:ok	8
Enterococcus faecium	:cross-site	:ok	1
Enterococcus faecium	:cross-year	:ok	1
Enterococcus faecium	:within-site	:ok	1
Escherichia coli	:cross-site	:ok	5
Escherichia coli	:cross-site	:single-class	1
Escherichia coli	:cross-site	:too-few	2
…	…	…	…
Staphylococcus aureus	:cross-site	:no-data	3
Staphylococcus aureus	:cross-site	:ok	9
Staphylococcus aureus	:cross-site	:single-class	1
Staphylococcus aureus	:cross-site	:too-few	1
Staphylococcus aureus	:cross-year	:ok	14
Staphylococcus aureus	:within-site	:ok	13
Staphylococcus aureus	:within-site	:single-class	1
Staphylococcus epidermidis	:cross-site	:no-data	2
Staphylococcus epidermidis	:cross-site	:too-few	7
Staphylococcus epidermidis	:cross-year	:ok	9
Staphylococcus epidermidis	:within-site	:ok	9

Per-species results

The :ok rows contain valid ROCAUC values. Other statuses indicate data limitations (too few samples, no data at the test site, or single-class test sets).

(defn- plots-per-species
  "Given a dataset with :species, :antibiotic, and a y-col,
  produce a kind/fragment of separate plots per species
  with consistent y-axis [0,1] and a shared x-axis
  category order within each species."
  ([ds color-col title-prefix]
   (plots-per-species ds color-col title-prefix :ROCAUC))
  ([ds color-col title-prefix y-col]
   (->> (distinct (:species ds))
        (mapv (fn [species]
                (let [sub (tc/select-rows ds #(= species (:species %)))
                      antibiotics (vec (distinct (:antibiotic sub)))]
                  (-> sub
                      (plotly/base {:=x :antibiotic
                                    :=y y-col
                                    :=color color-col
                                    :=title (str title-prefix " — " species)})
                      (plotly/layer-point {:=mark-size 10
                                           :=mark-opacity 0.7})
                      plotly/plot
                      (assoc-in [:layout :yaxis :range] [0 1])
                      (assoc-in [:layout :xaxis :tickangle] -45)
                      (assoc-in [:layout :xaxis :categoryorder] "array")
                      (assoc-in [:layout :xaxis :categoryarray] antibiotics)))))
        kind/fragment)))

#'amr-book.experiment-variations/plots-per-species

(def ok-results
  (-> all-sweep-results
      (tc/select-rows #(= :ok (:status %)))
      (tc/select-columns [:species :antibiotic :experiment :ROCAUC])
      (tc/map-columns :experiment [:experiment] name)))

ok-results

_unnamed [157 4]:

:species	:antibiotic	:experiment	:ROCAUC
Escherichia coli	:Ceftriaxone	within-site	0.82506887
Escherichia coli	:Cefepime	within-site	0.88167539
Escherichia coli	:Ciprofloxacin	within-site	0.78975654
Escherichia coli	:Cotrimoxazole	within-site	0.68492556
Escherichia coli	:Piperacillin-Tazobactam	within-site	0.59426302
Escherichia coli	:Nitrofurantoin	within-site	0.86717140
Escherichia coli	:Meropenem	within-site	0.86024845
Escherichia coli	:Ertapenem	within-site	0.74381368
Escherichia coli	:Ceftriaxone	cross-year	0.83543756
Escherichia coli	:Cefepime	cross-year	0.84291680
…	…	…	…
Proteus mirabilis	:Ciprofloxacin	within-site	0.53493976
Proteus mirabilis	:Amoxicillin-Clavulanic acid	within-site	0.61375661
Proteus mirabilis	:Tobramycin	within-site	0.56818182
Proteus mirabilis	:Cotrimoxazole	cross-year	0.59310956
Proteus mirabilis	:Ampicillin-Amoxicillin	cross-year	0.49194940
Proteus mirabilis	:Ciprofloxacin	cross-year	0.53684710
Proteus mirabilis	:Amoxicillin-Clavulanic acid	cross-year	0.45870055
Proteus mirabilis	:Tobramycin	cross-year	0.47721928
Proteus mirabilis	:Cotrimoxazole	cross-site	0.49383929
Proteus mirabilis	:Ciprofloxacin	cross-site	0.48278061
Proteus mirabilis	:Amoxicillin-Clavulanic acid	cross-site	0.39771151

Mean ROCAUC by species and experiment type

(def species-experiment-summary
  (-> ok-results
      (tc/group-by [:species :experiment])
      (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)
                     :count tc/row-count})
      (tc/order-by [:species :experiment])))

species-experiment-summary

_unnamed [23 4]:

:species	:experiment	:mean-ROCAUC	:count
Enterobacter cloacae	cross-site	0.57169808	6
Enterobacter cloacae	cross-year	0.59143848	8
Enterobacter cloacae	within-site	0.66796546	8
Enterococcus faecium	cross-site	0.50842697	1
Enterococcus faecium	cross-year	0.76899822	1
Enterococcus faecium	within-site	0.89772152	1
Escherichia coli	cross-site	0.61717880	5
Escherichia coli	cross-year	0.72940958	8
Escherichia coli	within-site	0.78086536	8
Klebsiella pneumoniae	cross-site	0.51198985	7
…	…	…	…
Proteus mirabilis	cross-site	0.45811047	3
Proteus mirabilis	cross-year	0.51156518	5
Proteus mirabilis	within-site	0.58697809	5
Pseudomonas aeruginosa	cross-site	0.57875649	5
Pseudomonas aeruginosa	cross-year	0.65460673	8
Pseudomonas aeruginosa	within-site	0.77895939	8
Staphylococcus aureus	cross-site	0.59070859	9
Staphylococcus aureus	cross-year	0.64946334	14
Staphylococcus aureus	within-site	0.73265796	13
Staphylococcus epidermidis	cross-year	0.72809863	9
Staphylococcus epidermidis	within-site	0.79594012	9

Summary bar chart

(-> species-experiment-summary
    (plotly/base {:=x :species
                  :=y :mean-ROCAUC
                  :=color :experiment
                  :=title "Mean ROCAUC by species and experiment type"})
    (plotly/layer-bar {:=mark-opacity 0.8})
    plotly/plot)

All individual results

(plots-per-species ok-results :experiment "ROCAUC")

Part 5 — Bidirectional cross-site transfer

Part 4 tested A→C transfer. Here we add the reverse direction (C→A) to see whether transfer performance is symmetric.

Sites B and D have no AMR labels for the species in this study, so cross-site experiments are limited to the A↔︎C pair. Similarly, cross-year experiments are limited to 2017→2018 at site A (2015 and 2016 have metadata that doesn’t join with spectra files).

Helper: reverse cross-site sweep

(defn sweep-cross-site-reverse
  "Run C→A cross-site experiments for all antibiotics
  of a given species. Returns a dataset."
  [species]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> antibiotics
         (mapv (fn [ab]
                 (scenarios/run-cross-site {:species species
                                            :antibiotic ab
                                            :train-site :C
                                            :test-site :A
                                            :year 2018})))
         tc/dataset)))

Running the reverse sweep

(def all-reverse-results
  (->> sweep-species-list
       (mapv sweep-cross-site-reverse)
       (apply tc/concat)))

OUT

16:21:51.505 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4e/4e720c92083a0584abdae90cddfa86c25ef8a264
16:21:51.584 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:21:52.741 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cc/ccf9d05e6fabbc1078eb8c88976c2092c9f6b0d2
16:21:53.071 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:21:53.128 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c
16:21:53.929 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9d/9d4e5073162d379a408523fa60ffe676af8e463c
16:21:54.247 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e2a31c175b1633b0f6fafaeefdecd2ac54a50c8
16:21:54.315 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28fb26f074cccb7a44cc690b4c37f3e22e510488
16:21:55.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/81/81aeb8bd5008e63d63dc0ddfb3392df3c4e09a7d
16:21:55.718 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/51/519022ba6582dd54614ce80ac20182a2a9922bd6
16:21:55.784 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:21:56.886 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/633b7ba7a210dec6f9ed7c380c7dbcf7c2fb260d
16:21:57.200 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/9544d339172dfe9b1bbc463a645488a599d2fbea
16:21:57.256 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:21:58.084 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/35/35e218944430e079ad01275be7c3ef7bce8bdc87
16:21:58.398 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/22/22cb9c6ed61e4e8628950bd345e9768df10333d5
16:21:58.447 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:21:59.078 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/6397141872a9413e0051ada505dd80c66a4c5662
16:21:59.389 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/62/622d29f81f18c0f32a9221ee532137630b54d2f1
16:21:59.419 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:21:59.523 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/89/89bbbb2dc2380c86a38c5d169ccad8722b66e626
16:21:59.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:21:59.672 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/586ba4e21198e9f350106083be83f3453d8451c4
16:21:59.751 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/27/27e35c611a2ea0bf7dab46f6e182c1fb5936e88a
16:22:00.608 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/85ae1601ecd383b0fe042093cb1e18e68e9f01ac
16:22:00.903 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c6/c693a59fa9039bfc088d5af15247947f5918f520
16:22:00.972 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:22:01.838 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/60/60e1debe2dfce3fb2e288642ce35237429e99c4f
16:22:02.123 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17ce198025a000f16150e9e9e5c5b73ead04ecec
16:22:02.192 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:22:03.121 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/5508bb14a9e818b78d55bb1ebd27d76d1c47afc8
16:22:03.417 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/401cafe90c06ac7d427ce197951fedb45983b201
16:22:03.480 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:22:04.283 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/832520e5342680d55e3873045f18e358df5f85d1
16:22:04.575 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e4f6d1a83b282a5570b3db89ef5c5e8e3e1aba1
16:22:04.576 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:22:04.671 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/792468aff4c80c58315d93081cb5ed31360f444c
16:22:04.739 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:22:05.700 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1e4954cdcd00a9ea8e81142285bc96843653809d
16:22:05.982 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ce/ceae83ba2d3d42bff8d1a4abf75b775af684246e
16:22:05.982 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1b/1b1a30e06a6798fa5435962f9b18cc16e6bfcbb8
16:22:06.080 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ec/ec99052615da02f171f89623f10b512c797acb98
16:22:06.145 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:22:07.007 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3cb473b490ddd73adde2c84706c0363b3d1f471c
16:22:07.304 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/add0a1669eaed8a8441813c1d3fac844d703793b
16:22:07.369 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/92/9245060fe7762c3206f629c64c8326a1fc1ad146
16:22:08.152 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f1/f1de6f5908a878afb93b6f549bf70fbd5bebd6d6
16:22:08.451 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/36/360ac2007b2c06f05dab7e0291ac4540bdc5ae60
16:22:08.518 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:22:09.447 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/53/539a04bd092aadbfa5c509297cdc7324ce29b16f
16:22:09.716 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:22:09.776 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:22:10.666 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/85ae1601ecd383b0fe042093cb1e18e68e9f01ac
16:22:10.929 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d3/d36dc645ce863a0cc195508954afe9d511687576
16:22:10.929 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:22:11.014 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6c/6c835100e55ce4db69c2fbd36245c462731a9edb
16:22:11.068 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:22:11.835 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8c/8c7877ef92d55bc7ff0e74ed59888212fc3e001e
16:22:12.128 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/53/53e30856963dd087022975833483432bbd004def
16:22:12.154 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:22:12.287 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/ad94c012110635a3cc5d43e74c7860680b1d04d1
16:22:12.346 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:22:12.828 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/503b12fca611160deae4f734d4777734b5d6c463
16:22:12.952 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:22:12.986 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:22:13.261 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a6861309a762a8d7e3ba7829db9b15409059d53e
16:22:13.385 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b0/b0e74e535aae2d9e4c7496adb4ec5652a0a6f9b5
16:22:13.427 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9b/9b67af70a8147a01a4e57f0324e0b379a3031a03
16:22:13.916 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d0/d078fc0056a2ef26cffb8ce3df55e716162257e3
16:22:14.036 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bfc5783d03596c7a131910bbc648c83a24d18755
16:22:14.078 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:22:14.535 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/62/62acb9b7209353b756129d8b3b6c1d1eb5bd4273
16:22:14.664 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d9ddfdbe0506afc45b63003ab99e49224b7510b
16:22:14.706 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:22:15.220 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f4/f4ebb093a3926bd22df09492fde10000e857cce8
16:22:15.349 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/99/99835e743094ff51048597a933b7bef061d73aa4
16:22:15.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:22:15.851 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9c/9cdc4f992558bd26f68a344d155b26c589557c35
16:22:15.979 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28987f85d67b2b3f5f846f28ece31d445e225243
16:22:15.979 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:22:16.041 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c1/c17f6d1f0430c852c7a0ebb0f4ef0fbd82e5be01
16:22:16.075 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:22:16.346 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ee/ee07280ad62a286e9f9415c96e9ee65bd38a7aeb
16:22:16.495 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/adcd63f25ae6a8b8713ba2368bd6acbafd707f9a
16:22:16.539 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:22:16.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b5/b5c45a858ea1639cfe5629834ef32665d1789c6e
16:22:17.169 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b6dfc882b5192d6125eef94f44a9e69dbfe148d
16:22:17.211 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:22:17.662 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/1551e75f72096b3fe6a8e1f702caa5fd85ccca83
16:22:17.821 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d5/d5da80e1f12de6b2bea65b666b436357a9e9b86e
16:22:17.862 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:22:18.405 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b8/b8307130cc5d703870c7264d803aa0f66eff4d8e
16:22:18.568 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8b/8b772d6deb0b3f012f9fcd3ddce91084628aac3b
16:22:18.598 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:22:18.668 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/337a9cbfc48f2a75601c35ebe793699fc20fbbe5
16:22:18.709 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:22:19.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/25/254a72a0c7e0e89347cfdfeeb382db88cd53cf00
16:22:19.327 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:22:19.381 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:22:19.898 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/50a75f310e523f10a2026ddb5d96f9d985b41ef0
16:22:20.054 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/96/967e9b4b6815535c9be1d72fd6471f91981c8101
16:22:20.081 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:22:20.152 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9fcb3b936d5d4ba089d7518c90572814e219125d
16:22:20.179 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:22:20.251 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/669b878a5599cda842282191507ae62d49f4d8ba
16:22:20.279 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:22:20.360 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/7868ace0fdf4835e2792075ca4d8ff4b540b4bdd
16:22:20.386 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:22:20.468 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/73/736f4cd526e6b334434fa24c7023b4c3f177ba3e
16:22:20.494 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:22:20.575 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/192115cf39612fa48a17dcf85086da1d62d9b9b2
16:22:20.603 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:22:20.740 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2a/2ade7df1bb2099dd18e4f5f7509476de59011247
16:22:20.768 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:22:20.878 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d9/d9c24945c2735ae872fac8ae7743badc5effe8b8
16:22:20.878 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:22:20.962 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fe/fea416f68ff5f47b584619d958cfe956a101418b
16:22:20.962 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:22:21.045 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/599d74adb3ad477c814329888f65f6779305a20d
16:22:21.080 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:22:21.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e6/e627101086061ab66dd6f3f8d7c9670022f8aca8
16:22:21.187 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:22:21.267 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fa/fae00433ca7f28b5c24276742eafc5b7377861a6
16:22:21.302 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:22:21.543 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d7/d764b3a82844aeb8008508e5f95fd2e3ba04fc23
16:22:21.611 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4c/4c575903fd695fcfb82c413d51e2fd711d6e9c6d
16:22:21.649 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:22:21.910 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/09/09c44670af1611626b4352b88472cb66d33f07cb
16:22:21.993 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/67/67f43202ad95cc21ebaf52936b5e6f3a85df0433
16:22:22.024 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:22:22.210 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4c/4c664488c7fbc500d7a78f1d4c05aea4fba9b3ee
16:22:22.277 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/30/304ff2543e56e674bb9c4a2c56dd1ee116662ce8
16:22:22.309 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:22:22.551 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/32/3204ea73a7dd1a63a8f6ffb8dd6f19400452d135
16:22:22.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/07/07a4932c8ea8c0e5b3edf4e8a60e9f811dd35c86
16:22:22.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/18/180c4c0ddecc154dade8e3f6defe0348448f2cb4
16:22:22.662 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e9814643b5c39f91b308e47e45e6b87eb238d5a
16:22:22.694 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:22:22.941 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d0/d01e093edef6c7c5952900f73a63225f78120f68
16:22:23.015 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88daaf83b5e70681ef0133f8ed15d2e687b1c9f5
16:22:23.015 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f6/f653be9bf2ec49e23688c0fba4db1457f95fea20
16:22:23.063 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b20b651226864da2e935ac818b26949a3442d1fc
16:22:23.093 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c51156b3abb16d541db65f67e07c935421b14708
16:22:23.285 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d3/d3c78b2148f6c8df7785838adb13140aa80e4cf0
16:22:23.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/05/05f2d246b6b4a38a599e140d39f47be44f3b86bc
16:22:23.426 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:22:23.595 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/97/97b1d8b97240f112593d409593b11bcb0f1922b2
16:22:23.661 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c057ccd66b3b0e1b50b02a7a7e09ef7d0aead6ec
16:22:23.698 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:22:23.992 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/54d9f49e6dbd84db992259fedfcc58f5f05b1bd9
16:22:24.052 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bf47883d2680e75688685a4343dcd9ee6f58bd65
16:22:24.052 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:22:24.091 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5f/5f67fc8e319a42e72f96da9be4fb24f5382d1902
16:22:24.126 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:22:24.427 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b5/b55570bf54f01d2b473a0ad200e55680fe24e589
16:22:24.483 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/66a0afb9369308c98c6e4ade23dbfcdeaf2f8e01
16:22:24.519 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:22:24.802 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f74c3a7da0f889757319f89934fedb22666ddad9
16:22:24.859 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f0a2a2d21f4783824033850fc1a4c92c4997050
16:22:24.859 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0

(-> all-reverse-results
    (tc/select-columns [:species :antibiotic :status :n-train :n-test :ROCAUC]))

_unnamed [61 6]:

:species	:antibiotic	:status	:n-train	:n-test	:ROCAUC
Escherichia coli	:Ceftriaxone	:ok	916	1400	0.60816781
Escherichia coli	:Cefepime	:ok	622	1400	0.56080412
Escherichia coli	:Ciprofloxacin	:ok	889	1400	0.69059584
Escherichia coli	:Cotrimoxazole	:ok	896	1400	0.54173663
Escherichia coli	:Piperacillin-Tazobactam	:ok	623	1400	0.47765938
Escherichia coli	:Nitrofurantoin	:ok	471	1400	0.50000000
Escherichia coli	:Meropenem	:too-few	3
Escherichia coli	:Ertapenem	:too-few	4
Staphylococcus aureus	:Oxacillin	:ok	738	1206	0.58198531
Staphylococcus aureus	:Ciprofloxacin	:ok	738	1206	0.53211452
…	…	…	…	…	…
Enterobacter cloacae	:Cotrimoxazole	:ok	170	376	0.47588070
Enterobacter cloacae	:Ertapenem	:no-data
Enterobacter cloacae	:Ciprofloxacin	:ok	170	376	0.51287972
Enterobacter cloacae	:Tobramycin	:no-data
Enterobacter cloacae	:Cefepime	:ok	114	376	0.62922050
Enterococcus faecium	:Vancomycin	:ok	93	311	0.40681683
Proteus mirabilis	:Cotrimoxazole	:ok	220	279	0.48864518
Proteus mirabilis	:Ampicillin-Amoxicillin	:no-data
Proteus mirabilis	:Ciprofloxacin	:ok	220	279	0.52231719
Proteus mirabilis	:Amoxicillin-Clavulanic acid	:ok	220	279	0.43820455
Proteus mirabilis	:Tobramycin	:no-data

Bidirectional comparison

Combining A→C (from Part 4) and C→A results:

(defn- tag-direction [ds direction-label]
  (-> ds
      (tc/select-rows #(= :ok (:status %)))
      (tc/select-columns [:species :antibiotic :ROCAUC])
      (tc/add-column :direction direction-label)))

#'amr-book.experiment-variations/tag-direction

(def bidirectional-results
  (let [forward (-> all-sweep-results
                    (tc/select-rows #(= :cross-site (:experiment %))))]
    (tc/concat
     (tag-direction forward "A → C")
     (tag-direction all-reverse-results "C → A"))))

bidirectional-results

_unnamed [74 4]:

:species	:antibiotic	:ROCAUC	:direction
Escherichia coli	:Ceftriaxone	0.61759945	A → C
Escherichia coli	:Cefepime	0.65991423	A → C
Escherichia coli	:Ciprofloxacin	0.75964236	A → C
Escherichia coli	:Cotrimoxazole	0.53206681	A → C
Escherichia coli	:Piperacillin-Tazobactam	0.51667116	A → C
Staphylococcus aureus	:Oxacillin	0.61874934	A → C
Staphylococcus aureus	:Ciprofloxacin	0.66292714	A → C
Staphylococcus aureus	:Cotrimoxazole	0.51077763	A → C
Staphylococcus aureus	:Clindamycin	0.52394441	A → C
Staphylococcus aureus	:Penicillin	0.68834289	A → C
…	…	…	…
Pseudomonas aeruginosa	:Ciprofloxacin	0.54773397	C → A
Enterobacter cloacae	:Ceftriaxone	0.56704429	C → A
Enterobacter cloacae	:Ceftazidime	0.56952381	C → A
Enterobacter cloacae	:Piperacillin-Tazobactam	0.56449077	C → A
Enterobacter cloacae	:Cotrimoxazole	0.47588070	C → A
Enterobacter cloacae	:Ciprofloxacin	0.51287972	C → A
Enterobacter cloacae	:Cefepime	0.62922050	C → A
Enterococcus faecium	:Vancomycin	0.40681683	C → A
Proteus mirabilis	:Cotrimoxazole	0.48864518	C → A
Proteus mirabilis	:Ciprofloxacin	0.52231719	C → A
Proteus mirabilis	:Amoxicillin-Clavulanic acid	0.43820455	C → A

Mean ROCAUC by direction and species

(-> bidirectional-results
    (tc/group-by [:species :direction])
    (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)
                   :count tc/row-count})
    (tc/order-by [:species :direction]))

_unnamed [14 4]:

:species	:direction	:mean-ROCAUC	:count
Enterobacter cloacae	A → C	0.57169808	6
Enterobacter cloacae	C → A	0.55317330	6
Enterococcus faecium	A → C	0.50842697	1
Enterococcus faecium	C → A	0.40681683	1
Escherichia coli	A → C	0.61717880	5
Escherichia coli	C → A	0.56316063	6
Klebsiella pneumoniae	A → C	0.51198985	7
Klebsiella pneumoniae	C → A	0.49206896	7
Proteus mirabilis	A → C	0.45811047	3
Proteus mirabilis	C → A	0.48305564	3
Pseudomonas aeruginosa	A → C	0.57875649	5
Pseudomonas aeruginosa	C → A	0.53025089	5
Staphylococcus aureus	A → C	0.59070859	9
Staphylococcus aureus	C → A	0.53756518	10

Bidirectional comparison plot

(plots-per-species bidirectional-results :direction "Cross-site ROCAUC")

Part 6 — K-fold cross-validation

Parts 1–4 use single holdout splits. Here we use 5-fold cross-validation to get more robust ROCAUC estimates with standard deviations.

Helper: one CV fold

(defn- cv-fold-result
  "Run one fold: fit on train, predict on test, compute ROCAUC."
  [pipe train-ds test-ds]
  (try
    (let [fitted (mm/fit-pipe train-ds pipe)
          predicted (mm/transform-pipe test-ds pipe fitted)
          pred-ds (:metamorph/data predicted)
          test-actuals (:ri test-ds)
          prob-col (get pred-ds 1)]
      {:ROCAUC (learning/compute-rocauc test-actuals prob-col)
       :n-test (tc/row-count test-ds)})
    (catch Exception _e nil)))

#'amr-book.experiment-variations/cv-fold-result

Helper: k-fold CV for one scenario

(defn run-kfold-cv
  "Run k-fold cross-validation for one species–antibiotic
  combination. Returns a map with :mean-ROCAUC and :std-ROCAUC,
  or nil if data is insufficient."
  [{:keys [species antibiotic site year k rounds]
    :or {k 5 rounds 50}}]
  (let [ml-data (learning/get-ml-data {:site site :year year
                                       :species species
                                       :antibiotic antibiotic})]
    (when (and ml-data (>= (tc/row-count ml-data) 100))
      (let [splits (tc/split->seq ml-data :kfold {:k k :seed 1})
            pipe (learning/make-pipeline {:rounds rounds})
            rocaucs (->> splits
                         (keep (fn [split]
                                 (:ROCAUC (cv-fold-result pipe
                                                          (:train split)
                                                          (:test split)))))
                         vec)]
        (when (> (count rocaucs) 1)
          {:species species
           :antibiotic antibiotic
           :n-folds (count rocaucs)
           :mean-ROCAUC (tcc/mean rocaucs)
           :std-ROCAUC (tcc/standard-deviation rocaucs)})))))

Running the CV sweep

(def cv-results
  (->> sweep-species-list
       (mapcat (fn [species]
                 (->> (get bacteria/species->antibiotics species)
                      (keep (fn [ab]
                              (run-kfold-cv {:species species
                                             :antibiotic ab
                                             :site :A :year 2018}))))))
       tc/dataset))

OUT

16:22:24.954 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:22:27.640 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1a/1a938c8193f81ccde760472f12947779b4b81233
16:22:28.944 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0c/0cc0b7c89eeefff9dedbf15662179b425fe05104
16:22:30.199 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/5009a4749d5040bbd4e9d6c0aabcdf2fbbdf0497
16:22:31.621 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7f/7f8a190f3019f9c571854d90186986de6fbbc4c5
16:22:33.180 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ed/ed7969d884a51c727d455b7ed59bd1c047b428ab
16:22:33.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c
16:22:35.967 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ff/ff59be59d4751d7ad14652f4e0c97e158393fad2
16:22:37.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3b/3b1a854220af02f66b7fa62e7ab661a691048040
16:22:38.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a2/a25c3cec46726bf8ffdd4fbd4a3634da61681451
16:22:39.784 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/05/0589895b8901bc2c7aaf7048dc485a03be67b0f1
16:22:41.053 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bd/bd7a6aeb8d2e5f1563b2f35614b5e05e6d38169f
16:22:41.129 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28fb26f074cccb7a44cc690b4c37f3e22e510488
16:22:44.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4a/4a01fc57d2288f9a4005c0d74c25ba17f2bd2298
16:22:45.432 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/999986600836580b36d6f0fe11719f8376fa3e06
16:22:46.730 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/41/418b5cfa3374acee12ff603cffbf370508ee8026
16:22:47.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bb/bba9729a06943008627d6e82bd6fe75c8a095033
16:22:49.224 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/29/29a02b2a4632ecb545cef82091046b1799c5afa0
16:22:49.290 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:22:52.085 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/08/080f4932dbcbc700a7cb37f274d67b5af20b5368
16:22:53.311 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/90/9025336608a61d0429c43eac39f8a8c496d7cc7c
16:22:54.577 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/74/74c27402d5fca86eb4ccf6403aa1334833b2b017
16:22:55.834 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e5bf0aa7ea794a1dfdda75170865b090ca972786
16:22:57.094 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/be2e8cc04993bd1477e71013c48ab16950311531
16:22:57.163 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:22:59.931 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/80e8b5f088fbc1e7757eee86b05c727bc7db83ed
16:23:01.158 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/21/21b933a2ad2575270f1ea92ad09cc3b134fa08b5
16:23:02.381 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/de661903afb753e4ed0e243c1e60df440c0a5b51
16:23:03.641 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b0/b06ae9c52f3e5a02ad923ff6e857c1fce209767b
16:23:04.890 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d873e13993d7fe6e695db5660c6519beb0961ad4
16:23:04.951 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:23:07.520 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a2/a211a7103b72ccd46c87111c58e499cb6a5f71fe
16:23:08.733 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3b/3bceda56d95b9e03c6fa38ee5da0429f025c4ddc
16:23:09.942 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bc/bc227a0fada8099247d7af787a6efaf41de667bd
16:23:11.177 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/05/050c62d127cd1aff3978bc3af3da070075a34509
16:23:12.424 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9a/9a41a1d9a995a0755d2c4b43d919d19cd2da9257
16:23:12.483 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:23:15.186 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/47/47f5fc1a317743b871c2a760bed831fcae88db39
16:23:16.394 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/527db4b6a99d35a190691cc50bc83a09cff32d69
16:23:17.651 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4f/4fa70c64763885a3509fc880b322e6a306f6d4a5
16:23:18.845 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5b754cb847b79ce782c43861becf3f56b49cd141
16:23:20.075 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8d/8d9d2bb7f582f6fae3a7e3c9e67afceb1a348f7a
16:23:20.135 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:23:22.678 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ac/ac399d4cce8234a6148d3faed33b54846afa96d1
16:23:23.953 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/54a24bdfa20f0c956f6d49ba196051261ae52726
16:23:25.138 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ec/ec7b9fd8dbe73d1c35be76eeba559a21412bd317
16:23:26.394 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/72/72ed8f067ee8334593ab4104e5dc3b9038c02344
16:23:27.562 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/47/47e38d5c01d942100209318509bcc7d97ce0608b
16:23:27.622 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/27/27e35c611a2ea0bf7dab46f6e182c1fb5936e88a
16:23:29.483 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/56160b7da19716c9b82ededef389293ef7c867de
16:23:30.559 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e6/e63964c5b73ff3cd43cfe629da7e45aee36b11a5
16:23:31.692 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/150f26e2dc924388528ffe7a73c83fe757ac0e4a
16:23:32.749 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e8/e83ad1123e991ce5d50ddcbffc593070ad60b286
16:23:33.852 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cc/cc192c56ee05d93eab42a98eaf271795c8ee41ff
16:23:33.911 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:23:35.855 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2d/2dba3d46fadd49200ad5de626a559d7f0620e73e
16:23:36.889 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d4/d46fa6b6cc3bb25153144b00239aa0911e20de48
16:23:37.890 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/46/46df58d04571dee2d0c96e1252e171125a000893
16:23:39.022 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/df06ea496db0b649906b9cb9f70262202e394bde
16:23:40.098 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/08/087006fe63324f15724948b69cbe37e1e416aefd
16:23:40.158 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:23:42.165 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/544fe607dc28cd37db0626c4bd03a990b4e1e207
16:23:43.202 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ea/ea39ac4942473e4c9b1c5367574ba13f24de3bbd
16:23:44.238 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/98/98c0a85eb647e4bc34e4f1d945626e4c1cb4aa59
16:23:45.318 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/20/20f80f157969738cfbedd86621dd6766dc5cf516
16:23:46.421 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/522604917a36b1cd3e9a2bb5def5767d1436256b
16:23:46.474 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:23:48.332 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e4/e4a662da8a9dd9ef9f4a855f621954e4a62f08c4
16:23:49.433 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ef/ef49d86f561730ba10acb5f9704a5842cfb7cce2
16:23:50.430 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55d5c401c67a3d3be11995474f100b4898fad2fc
16:23:51.462 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7a/7a8aaa6735a9ca4fdbe2e52c142450418b914716
16:23:52.498 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/69/69cc8bb520e4557d5ec6a67dc54dc3d75f902b14
16:23:52.553 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:23:54.468 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/268e719adcf8c2c5e947972ee738405dc2b164cb
16:23:55.501 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/15d465b4fb9832fe60cb59a561f522f780388fbb
16:23:56.593 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/18/18d2512f7331beb7730d0663b5163f8bf033b33e
16:23:57.600 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/58/58d5fc4874db2fcd00a78c0afb034c8809fb8062
16:23:58.687 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a0/a04a81f6a3c54d2be1dbad197cef82797279740f
16:23:58.745 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:24:00.611 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9d/9d8bb9baad25889e67211d3b0e3ebe885bbed91e
16:24:01.625 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b8/b8dce4ffb9a63b732936d3b2a79a3d0e5da51b31
16:24:02.708 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/06/060af1d3a3304e6ff9c17109f56213d9c42e4b49
16:24:03.765 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6b/6be520d01b7a75d1e299a6205afc29f575320274
16:24:04.781 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/91/91796646e4b7c0b792fbd2f99debfcb3bd97bf68
16:24:04.843 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1b/1b1a30e06a6798fa5435962f9b18cc16e6bfcbb8
16:24:06.771 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/51/51c39eef8f1fa2a3ca11c0669cd5e93990218185
16:24:07.864 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3f2c705e6a4d0a388c25823aab477f58d795cab7
16:24:08.888 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b9e25c5c646ca80e2d70b698919915df6455d048
16:24:09.957 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/94/94a4ae7dacb6b076e16929f0dba490e3f3025a15
16:24:11.069 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/83fda6ec71bcd73d16a3d767d1f88b7bbf52e5af
16:24:11.127 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:24:13.005 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/61/611f9368c9a77020d11fe23febc5ff6c8bf33e88
16:24:14.114 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e0/e09dba5c3a1dd2eb58a4eda7b6d1815050958ec7
16:24:15.154 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/42/424ff2fb80e9c961fa8ba1caa89d406b33077d59
16:24:16.226 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6afe2d3dec0a99cca17f7e326fd4a71f2aeb2467
16:24:17.231 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c6/c69f81f76e6abaea2c1d6bc58a5e801bfe542989
16:24:17.293 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/92/9245060fe7762c3206f629c64c8326a1fc1ad146
16:24:19.120 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/76/76d42bdf87e2bf0ad90eaf741da27a67d071aba9
16:24:20.216 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0c/0c883b2545416d090761fc637f1590d463b4a96b
16:24:21.248 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f6/f60826c7e10abc2e78a3f5e3ad40095eb29b85bb
16:24:22.242 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/04/04dea9e751fc56f9968270a5f1b3e271ab506ade
16:24:23.307 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8c/8c6c384ff78cf4ad4f2c9e21503b1b0cb2274f11
16:24:23.371 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:24:25.240 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cdc04c850fdd642acc012ca9a2299573bcc897b8
16:24:26.328 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/41/418adb2aa121bee3e415966cac6768d98711b2c6
16:24:27.354 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/553b469f08e78017e5d86e3a272f45a321f3bbde
16:24:28.367 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2b/2b40c8a17af55d0f250205f9f360dd08f217ef20
16:24:29.455 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f8/f8ecbe94ae59605f4fb74008721cb9158d5e4fbd
16:24:29.512 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:24:31.367 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4a/4adea7d53e864799a0848dc44b5a8cc2fd11605e
16:24:32.437 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bc/bcca7e5165e1db680bfe97f898c8267cf48361aa
16:24:33.452 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/84/84d6e603b1377f0f49d8c1f4ac98f6240af62299
16:24:34.533 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/638d48e5ca34c4450b0382d281523633e5cd013b
16:24:35.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4f/4f47c1b0629a9cc6606fde6510ccfd5679e4442b
16:24:35.607 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:24:37.544 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9d/9d8bb9baad25889e67211d3b0e3ebe885bbed91e
16:24:38.548 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b8/b8dce4ffb9a63b732936d3b2a79a3d0e5da51b31
16:24:39.573 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/06/060af1d3a3304e6ff9c17109f56213d9c42e4b49
16:24:40.665 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6b/6be520d01b7a75d1e299a6205afc29f575320274
16:24:41.715 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/91/91796646e4b7c0b792fbd2f99debfcb3bd97bf68
16:24:41.773 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:24:43.685 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/af/af581f7966edff2f0ccad05a884e4d1eb11fe226
16:24:44.680 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e562c5f01df1877c22dfc6ed46357d88eb30659d
16:24:45.689 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f6/f6cd7187cb504f51904e619a08d3babbb4fde471
16:24:46.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b5/b57eb0ee309a94a0e64facddd889e6a74a2ea4ec
16:24:47.841 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c9/c9198f6db016996d634a2c19a85d49840d857768
16:24:47.894 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:24:49.861 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0e/0e718582e2b848ebc5a136e2bf3f88f422110fa6
16:24:50.861 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/66/662fa4eeaeaeb7dd92b9de8da8e62037850286eb
16:24:51.902 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad6a3321c3d67903aa2224e96c8680db0f4c24e9
16:24:53.011 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f07063a29cafe8f1e50e47e1fd9feee99d5d8ce9
16:24:54.090 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f5/f5f6c41533e22ff7a29b356eabacabb5cce9c2c0
16:24:54.147 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:24:55.496 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b1/b1688ac9871c5905d126e6fa685b2d342a03ea5b
16:24:56.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1f/1f8ef50d8370c07085a13c15ec8ec38eb007ea94
16:24:56.925 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5bec936bd2e116135a4da6f878e70beb2770429d
16:24:57.630 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a5/a530c78c7f781890271c745b858e057178385a36
16:24:58.335 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9a/9a9a401c37243fc084d5c0bce609c5582ac7c1e0
16:24:58.380 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:24:59.782 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f3/f3881757918aebe36f911d1d793087f4389ac4ff
16:25:00.491 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bf/bfec0614a92ea7fc2adf5247259c231e53c047bb
16:25:01.217 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/84/84172b77415dc8193956f8f54d3a93a1e51ec633
16:25:01.913 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/83f812c047f727562c285e2ceac4700038d3f9dd
16:25:02.652 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/56a7711d89e7c96db1766bf0cc5895e57dd83c4d
16:25:02.697 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9b/9b67af70a8147a01a4e57f0324e0b379a3031a03
16:25:04.077 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/26bb3d775553498e0c721f1c838545dc1ecc1937
16:25:04.815 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/10/1058bc3cdc2f123164251cfec1d74b74c432f609
16:25:05.566 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/46/46386a3b2517e68436c788d8a909e5a68ecb0ca8
16:25:06.378 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/34/342acfe3ae4259f3b1bb3256b0e33f27739c2b9e
16:25:07.104 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e9/e95cf1900a84e071a8ee4c59f559a6a433f92bc6
16:25:07.147 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:25:08.547 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/93/93702dc7d11b13d80098e05b8ff7f7e34db1a8ba
16:25:09.244 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a7/a7261ae776e760e95d9f810e1434e9aaa5bb0a62
16:25:09.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/506fa58f18ef1847098e63abdd68bff246df7272
16:25:10.642 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2c/2cd3addfad1fa2164b2172b55b6f6ac004e5811b
16:25:11.379 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1d/1d1b0dad2c0d2f5ecccf3cdf3c957de9d732648a
16:25:11.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:25:12.807 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2d/2d7342fe6d55a31fea2e570e4866f0b1337ec741
16:25:13.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/20/202b694051c1c4a7564eaa32383abbc6e7b20d81
16:25:14.322 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b1/b1199ba2f97782580a8e939667dbc706e7e66cb8
16:25:15.119 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/72/7226144771df3cabad4342b797213b1c94dcef26
16:25:15.841 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b1/b19b2ba13ec5a4086e377ade73c2b5488299c23d
16:25:15.884 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:25:17.277 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7f/7f0e2d1a90759c3d64dbf939dd8c7b1e0dc82359
16:25:17.982 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d1/d1fe8ad8f9cdcc4cccacc2174ab8d2d16897d662
16:25:18.678 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a1/a19b217a441c8f39c78703b32a1330d38122db04
16:25:19.415 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/2690e980d9b08d13d5f9c130bc41625fed00cea7
16:25:20.107 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6e/6e3f805060a0d07e54d5f6c88fc60b864ea279d3
16:25:20.155 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:25:21.526 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55470e5d8766669fc3d0994e6d28b64c2e7b2b4b
16:25:22.302 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/09/09b2f4db09973d789a87314c7a332734a11fc550
16:25:23.011 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e1/e16e8ca3604a5a60c39165f7fee6763a9c69d5e9
16:25:23.738 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/93/9339a4e291a28d729b6080a166df1bd4c687ee93
16:25:24.480 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b2/b2340bcf0bf8d5a7fb1ec0a8b39d811218106263
16:25:24.524 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:25:25.952 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f78629a0bdc86a3729abae2677ef26d861653cf
16:25:26.655 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2c/2c74c79c32ff922cc78cce7a61711c14620d871a
16:25:27.371 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e6/e600e33b27b903f0a55c4b042181c0a47fab4d51
16:25:28.055 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/571885234a502891e5dc582da8d405ffbdfe2d94
16:25:28.849 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d4/d413b12664b5ca29fddb921a3614113fa2113d0b
16:25:28.894 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:25:30.566 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e6/e6a72f62d56dff78982d350d423fd8114fa48958
16:25:31.452 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a9/a9fcb28c3395bca3611020ade4f1402d8bb30348
16:25:32.306 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/29/297fac415e15e7ecc4c562771b9d905ee1700d71
16:25:33.259 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e567cfcd54b690ffbf82389be2126747a2cb6915
16:25:34.103 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3cb94691b49176791a5e35c21804e5679be57d46
16:25:34.154 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:25:35.752 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6a8cf28d5764d10074585537e3f43aa5e9d44643
16:25:36.714 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/99c035b153594d987e2d08ee43cf05587b58c48b
16:25:37.560 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bc/bc9c2b8636621a2766dc963dcd6fc4bbc462eaf5
16:25:38.372 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/48/48d6c17ce0dff1081e78b7d9de04e04a46a8d0c5
16:25:39.222 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f8/f809474b9424de2836b5cbe3b39c4b3755ac04b5
16:25:39.279 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:25:40.943 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ac/ac6e59a8c5fb73cb2bd39878db5c51ac87cdc60c
16:25:41.801 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/41/419c45f99ecabe7860cc30a10fc22e44b7af9be4
16:25:42.653 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e3/e3d834386923b73c2b59abee3fea9fb26929c65b
16:25:43.473 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2f/2f07d458f92f1eae52538405b2758c013891f46e
16:25:44.371 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/21/219f3d88f609ca03eef392877c8d593b4902a5fb
16:25:44.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:25:46.088 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/23/23ae92466c51c83bfae76648885d26d447a7b0be
16:25:46.954 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/69/69ef17dd15c3618b9d9b94a20ec15c189fb57d22
16:25:47.786 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cf/cf59eb5a2c2061e7c8afdd484add5dd7f8dadb7a
16:25:48.701 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/48/4845fb4be673a603ea1e7e88adeafd895fa7272f
16:25:49.564 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f7e4baf1675f6fc8a5464c03fea1c5d12ad895c
16:25:49.614 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:25:51.193 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0e/0e129e127e690353965ce4567fb13cf03ed49313
16:25:52.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f4/f4d41fcb53d7f4d4e8fe612fd706995bdd34d57d
16:25:52.921 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/81/81e268389bea15e078a7da9c309d0cb875cd8f88
16:25:53.764 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c65189eccd9792d9d20dfebdc00ceba3f940fe2
16:25:54.606 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/60/608837322315db8e6e130821ed114f594ee717bc
16:25:54.659 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:25:56.315 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5c/5c805c76ec4efedda4c4469b29a8e1b4e70f81ad
16:25:57.140 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/54a361484b9efec7317b3e4ed538d8cb3373d8fb
16:25:58.000 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5a/5a4d88d7ab47514a6c3e560c2f0298dfbd220b86
16:25:58.826 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/aa/aa8fd09991c0e3df0d5fff77cb2e4dfa6a2621af
16:25:59.707 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e5679a64ee527bf8a8476ec169683302f8f3bc84
16:25:59.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:26:01.358 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a0/a0df740e335293fac8c2a4fe1ef3141c27dd2ad0
16:26:02.262 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cdb552903a4c8880bd48651881e8168855e83f19
16:26:03.176 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/73/73b863aee3ff049d69181166ba1e0c6e7cbb255d
16:26:04.071 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1d/1d803000073a8d8235698a4d0f0db2cd2e3ad35b
16:26:04.924 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/16/16c7049e6fc8ce34693ee5cf3f2b0083f7e4a33c
16:26:04.974 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:26:06.599 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/32/32efff52da1f245bc65c12c0983aa5a3a12b9038
16:26:07.536 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/60/602c3b34ea46145b8cdd04cb8085a6e5204b82a6
16:26:08.413 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/93/9336351de8e464135edd5030c981ab67d9d5fa6e
16:26:09.264 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba0a847f45c7966cd6928f89e126c2278bb8b107
16:26:10.151 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d2/d2b66b23df37a952415d8830beca0e8eabf4a530
16:26:10.204 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:26:12.104 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b2/b24498360a6f03ed94c7fc3c94f4ada09be5cba2
16:26:13.200 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7e/7e86d368bcbec3c1213d6cef84bef03ff843b3be
16:26:14.266 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/571c0d17154d6d819a6e5cafe3f058b37cf546bd
16:26:15.454 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3e/3eac09b3b7ef9ff0d1dfa8f4d09c13665f6061a6
16:26:16.609 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/38/38f401f2d86d2cc5af40e07873d24b24575d9905
16:26:16.686 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:26:19.020 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c3/c3ea04c358de1af2e6fcb95bd4a7855c320c015c
16:26:20.207 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2c/2c3755e10259f081c9632270384e5f0c944a6d7d
16:26:21.444 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/92/92ee9ed98bde5245fad2039131ccd5ebf33357b4
16:26:22.572 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4f/4fb68e1c90f338dc99586d8e9179a6669b9e5abd
16:26:23.692 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/16/16bd98c2b5a63aa3c2bf2dd597ca82381d133907
16:26:23.765 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:26:26.117 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/43/437f76430e50e4db39cc5c829b4ce7c5a0abe597
16:26:27.263 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/20/204198fe8a93641b35145f1ac3aed51e97a845d6
16:26:28.532 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/34/34b3b2197eebb29a4cf44f8787075b73d170a8ff
16:26:29.663 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/80a902af3e8d7a66b6792289f7541dd7d3ba9029
16:26:30.812 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/47/47668b9e52cb290fc53e6493a5d47bed868812ad
16:26:30.892 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:26:33.230 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ca/ca59d39cfe3659b9da8d854ba4bbd0ca64a725a4
16:26:34.377 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9e/9e99fb72817a5debac661264289a29358124812c
16:26:35.536 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e1/e1955bd3344ce46060d80c76b3f2c418c61019d1
16:26:36.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ed/ed167ef67271f619bb662112ae4ad49574247fb4
16:26:37.947 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d2/d228f8fc060787e67796b2074a74d8ab49703846
16:26:38.024 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:26:40.459 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3fd011d5d1dae701956866e13871e1995f8b23dd
16:26:41.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0b/0bb60522a6c84431713b4be4fcb0ce8c055d63e4
16:26:42.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9b/9b9d9790ffea8557b94d57fee5b898e7f592c37d
16:26:43.891 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/29/297e4f78d5fe253ffeef02403de74c401a16561c
16:26:45.143 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/64/6468273632a7c7aeeddfe1f614c184a38123a9af
16:26:45.221 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:26:47.598 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/10/100d0f39310a45d103a048ceab9feb5187fea998
16:26:48.863 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b3/b3fe7b756d6666f14281714406ed4b1ccc292c11
16:26:50.063 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ae/ae5b0cc5f34f211439ac701753ccfb00e752752f
16:26:51.263 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ca/cab0ffda62fb033fa6f248d8e98123f2e43ae18f
16:26:52.510 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3f89d7564462a298b3f05125477cee744c2c6b19
16:26:52.602 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:26:55.021 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3f9ae5014583d202247ece9cc664a267603367d5
16:26:56.270 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3a/3a8de90824b8396efb9c0086af792fe406503724
16:26:57.539 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/78/783266bcf5fe69799c15935de29c22bc5a33157e
16:26:58.742 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fa/fa526220e3ea1546ad6bd9ece571faaf6b3357b3
16:27:00.001 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d8e8635dfe3338b1501c970514ff46c26c0704b7
16:27:00.085 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:27:02.339 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/46/46bc225ad790e03ce36cb3684d4dd34c6dfd84e2
16:27:03.526 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fa/fab386d159dc30f3220642536753db66e7ce7036
16:27:04.684 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad6ecc61a7064f11a99a0b65a72f703c809ee8ef
16:27:05.898 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/93/93cc657528440b362ccc284fb89127b96ef7892a
16:27:07.243 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/505d39096ebc7499f5b26f53bd871e6af77f4031
16:27:07.328 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:27:09.783 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f04c9d66e9a0a41bf7083772fa8c3ed48dbbcf39
16:27:11.129 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/57980f0ff067e33c8bc9461872a359446a37a45d
16:27:12.394 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b6/b6bf2087b9f5036a967073ed6d89930a1becb1c4
16:27:13.672 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/6353c56408cbe784942a521e2f3272f78da847ac
16:27:14.802 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f9/f9c0b5fe43b9573f043dcc7b24b57adb503fd06c
16:27:14.881 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:27:16.100 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d1/d1c1c990fb32725fa2d37606f8ae226e2df7bdfb
16:27:16.550 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d9/d97d066fd2e77be28d6a8a657e09d9626ea77103
16:27:16.960 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c5/c5af7bd36f7c0685702d13bfc63aa4ab40f7a2ec
16:27:17.387 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ab/ab988bfbae36439fcc92ee6486ef78bac750361e
16:27:17.867 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/263ed2ef945958c57c96356b242352421c043373
16:27:17.934 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:27:18.978 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/17/171671157c4941bc5106dec8dfa74beefb24561f
16:27:19.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2f/2f097aeef0a8a2906b1b739a97d65cbfa129dde8
16:27:19.945 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6e/6e3ab076fa6d71b5b32bbc1af9afb8ad4ca584bb
16:27:20.416 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fa/faf39421bdb67a887f2614ecd7ff31159f077ff4
16:27:20.835 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/eb/eb476b6811b97b38c27de9400f53af393735c09c
16:27:20.880 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:27:22.035 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/47/47c08106570c3cbfbae2e8c388d979b8c6b0a47f
16:27:22.538 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a7/a73904e7ac1117f2e7615cdea8a2f7138c3d8b52
16:27:22.966 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5d/5dbacfd8b6ba92ad541a5fa5a5be0fd19fa73f19
16:27:23.369 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c8/c82c48017627f2e8e89c26bf7ebc2ec3f0524a27
16:27:23.765 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9b/9b6386d82ef445bb6d65a90d1f123637ccb43aa0
16:27:23.801 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:27:24.751 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/23/238c9e30f9f159fe8c24ad91f912d3818e05314e
16:27:25.128 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/70/70708a366b1fe968bd69e3ec785a6355eeeb7121
16:27:25.513 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b0/b03e12af2b0aab3417338f6f7d82fd50052aed9b
16:27:25.906 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e1/e151bf252c04e75c7f831421c42a7a47d7a82f13
16:27:26.278 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7b/7bb1bdf5d91cd791f8115d9065cfc63cafe78ff9
16:27:26.315 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/18/180c4c0ddecc154dade8e3f6defe0348448f2cb4
16:27:27.218 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/58/583559d8af901ee32a74de9ecb1cc3a3e3a39cae
16:27:27.601 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d0/d0e3d80ca66004fc2e13af69e49d82d6f39e924b
16:27:27.997 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dc/dc2d1cd2fbb475500db7fad5a781c1e85c09554a
16:27:28.366 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/46/46817630c77277e487041d589061c0f0826cdfe3
16:27:28.727 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dc/dcf624642e8eb6cb2aa3062a196ee3cd970f4834
16:27:28.763 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:27:29.654 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1d/1d93aad15d914da8d5ac5f87f13fbcb6dbd5e258
16:27:30.020 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f70c1e72fa2f568ba5bd57b8e9687a3c281f7d72
16:27:30.389 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8d/8d7a9c965829b99d3b6420183a746472db2f4811
16:27:30.783 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/22/22c1d80b5eda4afbf4b7a70a9f059bd6ee636aae
16:27:31.147 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba0841b9ae8144dc80584a29615938884bf1b408
16:27:31.182 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/f6/f653be9bf2ec49e23688c0fba4db1457f95fea20
16:27:32.056 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/96/968703ff39701657c2af9fc90b0e4782df55a297
16:27:32.422 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2b/2b68f98d840a183bb67e6de10d2d651cc2730826
16:27:32.786 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/99ee06eeafed11da2f7166c3a5887d0ed649cb6d
16:27:33.161 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/81/81337ca9ec5900dd64894884a0783cd1b49d249b
16:27:33.529 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4c/4c4edf86d3c6ff16e247e66738daf4c3fa5b60d3
16:27:33.563 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c51156b3abb16d541db65f67e07c935421b14708
16:27:34.452 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/37/3778e38ef8a0df2634525a8bd9550888bace8867
16:27:34.830 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8faf8a9028b2149a67f84b97b9fff96168fc55a4
16:27:35.196 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8d/8de2bdd05fe4472cb1cb6e44b23618e4de298088
16:27:35.567 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a6ad6d30d74ea11dc04502e0ba07c50918fc495d
16:27:35.936 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6e/6e97c6801e385db0bfdd4646217f7b9c7c6f0489
16:27:35.970 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:27:36.776 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2a/2a543ae34de35fd8b6218ec44f31849705f85723
16:27:37.098 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ec/ecdfbb06e7c320e2d1b79431f2b6b677d28f3291
16:27:37.410 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/76/768086a80fcc266eace785da2a88f6c0167f7eae
16:27:37.721 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/47/4730f58e3b388dd95ecf87f583b5d34e7111de08
16:27:38.047 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/48/48a6cfc51635accae604d7f8f5d3acd3a7f8b33b
16:27:38.080 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:27:38.833 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8e/8efe9a57566a4dfedd6e332cb03af59a5fc7bd33
16:27:39.132 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a9/a90e48e3db64dce9a9172087061446768dae7443
16:27:39.463 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5a/5a1dccee0bc07177451dfee6c5f355cf429c1113
16:27:39.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bf/bf94c333138c6f3c1bbc22b6561fc792abd87808
16:27:40.042 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/68/68790a16771afe5aeeb98710d9e2ec1c5faa1d9c
16:27:40.074 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:27:40.807 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/39/394b22e2f4693f101275e9aab38602fb8a926928
16:27:41.091 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c9/c9894083c2509d1109707f71744a95cae8c4aa5e
16:27:41.376 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c1/c18f374d67369c6af0b331cd6c7ad965cda2976b
16:27:41.658 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/66/66159c9a3468b36e2d97ef2b10be43bc3ab350d1
16:27:41.970 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/54cacd5b92808851b842716d60fb80e6b86a65c2
16:27:42.016 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:27:42.744 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e0/e03e9e1c5b4c81eb30d38d8f500123e77bfe90e2
16:27:43.031 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6acd922dcf6dacde364b10555507439baa3dc8bb
16:27:43.338 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/46/46f9411941e1e99f4c967e915b656dbc0224a53a
16:27:43.629 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4e/4e609d197ee251b198c301e7e813c6299557afd7
16:27:43.930 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7b/7bb16e6a8200767dcc895a32b88b7aed75342a79
16:27:43.966 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:27:44.732 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/62/62fedba725e66a9da9a41199091b3dddfef8fa46
16:27:45.034 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d9/d9c78b89f5780b45e2ab0ed39bb66693f7d35ae4
16:27:45.332 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/23/238dd64ea0a8152c3d15a66061c0ad2ac260dc40
16:27:45.649 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/50de7b5ba04aece2bb9ba233346e2e95fc9db136
16:27:45.945 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/21/21c34e57800bfca298c623fa8d864f8aef01ae56
16:27:45.978 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:27:46.763 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/27/27e9db7db1acfdd3e95378a96235b52ae63a84da
16:27:47.093 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/23/23016ec62188153a4e9d6a7ca33cacc15cd9891f
16:27:47.392 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/52193bce1f7fba57e0839d36eb4accbb009cef14
16:27:47.690 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a9/a9e876f587efd0a066d73e3d5a1508504304fa45
16:27:48.004 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/de1f7359723719e3edbb55d792639c46607e92e6

(-> cv-results
    (tc/select-columns [:species :antibiotic :n-folds :mean-ROCAUC :std-ROCAUC]))

_unnamed [61 5]:

:species	:antibiotic	:n-folds	:mean-ROCAUC	:std-ROCAUC
Escherichia coli	:Ceftriaxone	5	0.83414961	0.01708262
Escherichia coli	:Cefepime	5	0.90097193	0.02399307
Escherichia coli	:Ciprofloxacin	5	0.83557220	0.02042215
Escherichia coli	:Cotrimoxazole	5	0.69444587	0.01917555
Escherichia coli	:Piperacillin-Tazobactam	5	0.66229343	0.06811353
Escherichia coli	:Nitrofurantoin	5	0.87656723	0.02416412
Escherichia coli	:Meropenem	5	0.82251263	0.07248595
Escherichia coli	:Ertapenem	5	0.90821708	0.11990163
Staphylococcus aureus	:Oxacillin	5	0.86771154	0.05849177
Staphylococcus aureus	:Ciprofloxacin	5	0.72543650	0.02178673
…	…	…	…	…
Enterobacter cloacae	:Cotrimoxazole	5	0.68747940	0.18874646
Enterobacter cloacae	:Ertapenem	5	0.74298434	0.14121635
Enterobacter cloacae	:Ciprofloxacin	5	0.80048078	0.08051044
Enterobacter cloacae	:Tobramycin	5	0.76573726	0.17747194
Enterobacter cloacae	:Cefepime	5	0.78958567	0.03003703
Enterococcus faecium	:Vancomycin	5	0.88397151	0.06629925
Proteus mirabilis	:Cotrimoxazole	5	0.65580206	0.12028568
Proteus mirabilis	:Ampicillin-Amoxicillin	5	0.65703614	0.06451635
Proteus mirabilis	:Ciprofloxacin	5	0.67970061	0.09435536
Proteus mirabilis	:Amoxicillin-Clavulanic acid	5	0.70132351	0.11631190
Proteus mirabilis	:Tobramycin	5	0.69458275	0.17722552

CV summary by species

(-> cv-results
    (tc/group-by [:species])
    (tc/aggregate {:mean-ROCAUC #(-> % :mean-ROCAUC tcc/mean)
                   :mean-std #(-> % :std-ROCAUC tcc/mean)
                   :count tc/row-count})
    (tc/order-by [:species]))

_unnamed [8 4]:

:species	:mean-ROCAUC	:mean-std	:count
Enterobacter cloacae	0.70116120	0.10488856	8
Enterococcus faecium	0.88397151	0.06629925	1
Escherichia coli	0.81684125	0.04566733	8
Klebsiella pneumoniae	0.76765519	0.05136076	8
Proteus mirabilis	0.67768901	0.11453896	5
Pseudomonas aeruginosa	0.78105873	0.04826150	8
Staphylococcus aureus	0.70992061	0.07074833	14
Staphylococcus epidermidis	0.80932890	0.03355333	9

CV results plot

(plots-per-species cv-results :species "5-fold CV ROCAUC" :mean-ROCAUC)

Part 7 — Within-site at site C

Site C is the second-largest DRIAMS site with AMR labels. Running within-site holdout experiments here lets us compare classifier performance across hospitals using the same methodology.

Helper: within-site sweep at site C

(defn sweep-within-site-C
  "Run within-site holdout experiments at site C (2018)
  for all antibiotics of a given species. Returns a dataset."
  [species]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> antibiotics
         (mapv (fn [ab]
                 (scenarios/run-within-site {:species species
                                             :antibiotic ab
                                             :site :C :year 2018})))
         tc/dataset)))

Running the site C sweep

(def site-C-results
  (->> sweep-species-list
       (mapv sweep-within-site-C)
       (apply tc/concat)))

OUT

16:27:48.074 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4e/4e720c92083a0584abdae90cddfa86c25ef8a264
16:27:48.950 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f2/f2796b4beaaa8deaa995eab0c2309e330c5e479d
16:27:49.014 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:27:49.675 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b9cd4f5f08c85d9b5b056a5b71fd6b33c213f6ec
16:27:49.741 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e2a31c175b1633b0f6fafaeefdecd2ac54a50c8
16:27:50.605 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2e/2ec889de66c0ce5f54d75bc7a199821251edb858
16:27:50.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/51/519022ba6582dd54614ce80ac20182a2a9922bd6
16:27:51.555 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/37/370399cca6776d135d2b845b8f0df49ee755ee39
16:27:51.626 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/9544d339172dfe9b1bbc463a645488a599d2fbea
16:27:52.250 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fb/fbfc30627f5a01898f164950465e5f96828a9a23
16:27:52.302 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/22/22cb9c6ed61e4e8628950bd345e9768df10333d5
16:27:52.794 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a5/a54eea80185ce5cb9c6d1e82ed395dc8eba27b80
16:27:52.843 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/62/622d29f81f18c0f32a9221ee532137630b54d2f1
16:27:52.870 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/89/89bbbb2dc2380c86a38c5d169ccad8722b66e626
16:27:52.897 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/586ba4e21198e9f350106083be83f3453d8451c4
16:27:53.602 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb8f01861ebf9f2e484304004bcdc0e32fc4457e
16:27:53.659 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c6/c693a59fa9039bfc088d5af15247947f5918f520
16:27:54.414 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0a/0a52d60789fade6bbea6c2a1bab105bbd45b6084
16:27:54.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17ce198025a000f16150e9e9e5c5b73ead04ecec
16:27:55.199 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/021a014f925965a815a75fa98ebf64212a89e15a
16:27:55.257 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/401cafe90c06ac7d427ce197951fedb45983b201
16:27:55.909 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/87/874e29d6066a55d136ba4ea0ce2d1af385aa6b26
16:27:55.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e4f6d1a83b282a5570b3db89ef5c5e8e3e1aba1
16:27:55.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/792468aff4c80c58315d93081cb5ed31360f444c
16:27:56.655 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/69/69113c30761d699bffa0a4eef6f1ff57aa3b2122
16:27:56.711 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ce/ceae83ba2d3d42bff8d1a4abf75b775af684246e
16:27:56.711 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ec/ec99052615da02f171f89623f10b512c797acb98
16:27:57.379 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55a1c719d93b9755beff3d1cf1f1445eb9665845
16:27:57.437 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/add0a1669eaed8a8441813c1d3fac844d703793b
16:27:58.108 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f16a30759ab5bb279bd7b2768e4e692c64d519e
16:27:58.159 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/36/360ac2007b2c06f05dab7e0291ac4540bdc5ae60
16:27:58.875 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/deea9b133aab06e17e3afa68b327647af03720d0
16:27:58.932 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:27:59.664 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb8f01861ebf9f2e484304004bcdc0e32fc4457e
16:27:59.728 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d3/d36dc645ce863a0cc195508954afe9d511687576
16:27:59.729 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6c/6c835100e55ce4db69c2fbd36245c462731a9edb
16:28:00.354 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c877871afdb400de0bdad987eb82c8c59cd5534
16:28:00.407 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/53/53e30856963dd087022975833483432bbd004def
16:28:00.433 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/ad94c012110635a3cc5d43e74c7860680b1d04d1
16:28:00.858 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/08/080d13147fde8dd41e8f4363790c62b354189bbd
16:28:00.898 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:28:01.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9c/9cbf3a6463dee61c638a48bdbd0afe981a01e4be
16:28:01.194 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b0/b0e74e535aae2d9e4c7496adb4ec5652a0a6f9b5
16:28:01.593 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a6fcebc779d0f4e02fd356275c98371307094f14
16:28:01.634 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bfc5783d03596c7a131910bbc648c83a24d18755
16:28:02.017 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/13/13791ad1de02facf5e4350d1ef20ab659fbbdf93
16:28:02.061 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d9ddfdbe0506afc45b63003ab99e49224b7510b
16:28:02.482 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4f/4f79408a4965344fb518332d59543cc9c3c50bef
16:28:02.526 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/99/99835e743094ff51048597a933b7bef061d73aa4
16:28:02.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f0a7574c3a1498d2c3cceea770b568613e132720
16:28:02.947 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/28/28987f85d67b2b3f5f846f28ece31d445e225243
16:28:02.947 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c1/c17f6d1f0430c852c7a0ebb0f4ef0fbd82e5be01
16:28:03.197 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7a/7ae2dc56e88909d199697453db2acab8dd8442fe
16:28:03.228 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/adcd63f25ae6a8b8713ba2368bd6acbafd707f9a
16:28:03.634 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5e/5eaa17ec2e185a5ac3b63796d99decff32ce97f6
16:28:03.676 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b6dfc882b5192d6125eef94f44a9e69dbfe148d
16:28:04.055 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6aecfaac006d6a165ea2975b1111d766f04770cb
16:28:04.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d5/d5da80e1f12de6b2bea65b666b436357a9e9b86e
16:28:04.479 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/61/619dd77b3bec070284df454402fc7a6303101a3b
16:28:04.520 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8b/8b772d6deb0b3f012f9fcd3ddce91084628aac3b
16:28:04.547 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/337a9cbfc48f2a75601c35ebe793699fc20fbbe5
16:28:04.975 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5c/5cf1e03bef1777cc317d1466ea5da505df923a04
16:28:05.022 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:28:05.400 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1edc0b5a96b46f72766c50e901bece7b3b5961dd
16:28:05.437 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/96/967e9b4b6815535c9be1d72fd6471f91981c8101
16:28:05.462 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9fcb3b936d5d4ba089d7518c90572814e219125d
16:28:05.488 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/669b878a5599cda842282191507ae62d49f4d8ba
16:28:05.514 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/7868ace0fdf4835e2792075ca4d8ff4b540b4bdd
16:28:05.540 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/73/736f4cd526e6b334434fa24c7023b4c3f177ba3e
16:28:05.566 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/192115cf39612fa48a17dcf85086da1d62d9b9b2
16:28:05.592 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2a/2ade7df1bb2099dd18e4f5f7509476de59011247
16:28:05.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d9/d9c24945c2735ae872fac8ae7743badc5effe8b8
16:28:05.618 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fe/fea416f68ff5f47b584619d958cfe956a101418b
16:28:05.619 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/599d74adb3ad477c814329888f65f6779305a20d
16:28:05.645 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e6/e627101086061ab66dd6f3f8d7c9670022f8aca8
16:28:05.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fa/fae00433ca7f28b5c24276742eafc5b7377861a6
16:28:05.920 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/25/255e004eb9c95265c3fadc8a7363786bf6c99387
16:28:05.951 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4c/4c575903fd695fcfb82c413d51e2fd711d6e9c6d
16:28:06.184 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d3/d381476b8f2338a98718dada3bec1f6e01da6776
16:28:06.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/67/67f43202ad95cc21ebaf52936b5e6f3a85df0433
16:28:06.397 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/10/10941b27484d2343ca59baf931dda91b450efd5d
16:28:06.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/30/304ff2543e56e674bb9c4a2c56dd1ee116662ce8
16:28:06.663 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/45/45daa9969055d38e4255a570f2979666e8cc9752
16:28:06.693 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/07/07a4932c8ea8c0e5b3edf4e8a60e9f811dd35c86
16:28:06.694 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e9814643b5c39f91b308e47e45e6b87eb238d5a
16:28:06.932 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55270de7d3e8782ae9097bc1ad5d28d54fbb8bed
16:28:06.962 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88daaf83b5e70681ef0133f8ed15d2e687b1c9f5
16:28:06.963 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b20b651226864da2e935ac818b26949a3442d1fc
16:28:07.171 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e0/e04657b7a8c34e996585ba25c1d324712ba0b435
16:28:07.218 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/05/05f2d246b6b4a38a599e140d39f47be44f3b86bc
16:28:07.248 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c057ccd66b3b0e1b50b02a7a7e09ef7d0aead6ec
16:28:07.521 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/26909fd0aaf6d303379996efbdd90cf34f65d929
16:28:07.552 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bf47883d2680e75688685a4343dcd9ee6f58bd65
16:28:07.553 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5f/5f67fc8e319a42e72f96da9be4fb24f5382d1902
16:28:07.825 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c0/c08e7ac8ddae79b688f6c47655dcc1d17bc79718
16:28:07.857 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/66a0afb9369308c98c6e4ade23dbfcdeaf2f8e01
16:28:08.139 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c2/c25f972dfa970857831b66158c49beb54ad7bba6
16:28:08.170 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f0a2a2d21f4783824033850fc1a4c92c4997050

(-> site-C-results
    (tc/select-columns [:species :antibiotic :status :n-train :n-test :ROCAUC]))

_unnamed [61 6]:

:species	:antibiotic	:status	:n-train	:n-test	:ROCAUC
Escherichia coli	:Ceftriaxone	:ok	610	306	0.66628571
Escherichia coli	:Cefepime	:ok	414	208	0.77469276
Escherichia coli	:Ciprofloxacin	:ok	592	297	0.74512272
Escherichia coli	:Cotrimoxazole	:ok	597	299	0.61106301
Escherichia coli	:Piperacillin-Tazobactam	:ok	415	208	0.51675532
Escherichia coli	:Nitrofurantoin	:single-class	314	157
Escherichia coli	:Meropenem	:too-few
Escherichia coli	:Ertapenem	:too-few
Staphylococcus aureus	:Oxacillin	:ok	492	246	0.58977652
Staphylococcus aureus	:Ciprofloxacin	:ok	492	246	0.63461538
…	…	…	…	…	…
Enterobacter cloacae	:Cotrimoxazole	:ok	113	57	0.90909091
Enterobacter cloacae	:Ertapenem	:no-data
Enterobacter cloacae	:Ciprofloxacin	:ok	113	57	0.94642857
Enterobacter cloacae	:Tobramycin	:no-data
Enterobacter cloacae	:Cefepime	:ok	76	38	0.27878788
Enterococcus faecium	:Vancomycin	:too-few
Proteus mirabilis	:Cotrimoxazole	:ok	146	74	0.48659004
Proteus mirabilis	:Ampicillin-Amoxicillin	:no-data
Proteus mirabilis	:Ciprofloxacin	:ok	146	74	0.61904762
Proteus mirabilis	:Amoxicillin-Clavulanic acid	:ok	146	74	0.60127932
Proteus mirabilis	:Tobramycin	:no-data

Site A vs site C within-site comparison

Combining the within-site results from Part 4 (site A) and site C to see whether both hospitals yield comparable classifier performance.

(defn- tag-site [ds site-label]
  (-> ds
      (tc/select-rows #(= :ok (:status %)))
      (tc/select-columns [:species :antibiotic :ROCAUC])
      (tc/add-column :site site-label)))

#'amr-book.experiment-variations/tag-site

(def site-comparison
  (let [site-A-within (-> all-sweep-results
                          (tc/select-rows #(= :within-site (:experiment %))))]
    (tc/concat
     (tag-site site-A-within "A")
     (tag-site site-C-results "C"))))

site-comparison

_unnamed [95 4]:

:species	:antibiotic	:ROCAUC	:site
Escherichia coli	:Ceftriaxone	0.82506887	A
Escherichia coli	:Cefepime	0.88167539	A
Escherichia coli	:Ciprofloxacin	0.78975654	A
Escherichia coli	:Cotrimoxazole	0.68492556	A
Escherichia coli	:Piperacillin-Tazobactam	0.59426302	A
Escherichia coli	:Nitrofurantoin	0.86717140	A
Escherichia coli	:Meropenem	0.86024845	A
Escherichia coli	:Ertapenem	0.74381368	A
Staphylococcus aureus	:Oxacillin	0.81088825	A
Staphylococcus aureus	:Ciprofloxacin	0.72614645	A
…	…	…	…
Pseudomonas aeruginosa	:Amikacin	0.68947368	C
Pseudomonas aeruginosa	:Ciprofloxacin	0.64096573	C
Enterobacter cloacae	:Ceftriaxone	0.69207317	C
Enterobacter cloacae	:Ceftazidime	0.78095238	C
Enterobacter cloacae	:Piperacillin-Tazobactam	0.87692308	C
Enterobacter cloacae	:Cotrimoxazole	0.90909091	C
Enterobacter cloacae	:Ciprofloxacin	0.94642857	C
Enterobacter cloacae	:Cefepime	0.27878788	C
Proteus mirabilis	:Cotrimoxazole	0.48659004	C
Proteus mirabilis	:Ciprofloxacin	0.61904762	C
Proteus mirabilis	:Amoxicillin-Clavulanic acid	0.60127932	C

Mean ROCAUC by site and species

(-> site-comparison
    (tc/group-by [:species :site])
    (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)
                   :count tc/row-count})
    (tc/order-by [:species :site]))

_unnamed [14 4]:

:species	:site	:mean-ROCAUC	:count
Enterobacter cloacae	A	0.66796546	8
Enterobacter cloacae	C	0.74737600	6
Enterococcus faecium	A	0.89772152	1
Escherichia coli	A	0.78086536	8
Escherichia coli	C	0.66278391	5
Klebsiella pneumoniae	A	0.74979181	8
Klebsiella pneumoniae	C	0.69816700	7
Proteus mirabilis	A	0.58697809	5
Proteus mirabilis	C	0.56897233	3
Pseudomonas aeruginosa	A	0.77895939	8
Pseudomonas aeruginosa	C	0.63988520	5
Staphylococcus aureus	A	0.73265796	13
Staphylococcus aureus	C	0.67454508	9
Staphylococcus epidermidis	A	0.79594012	9

Site comparison plot

(plots-per-species site-comparison :site "Within-site ROCAUC")

Part 8 — Comprehensive comparison

Combining all experiment types into one view: within-site at both sites, cross-year, and bidirectional cross-site.

(def comprehensive-results
  (tc/concat
   (-> all-sweep-results
       (tc/select-rows #(= :ok (:status %)))
       (tc/select-columns [:species :antibiotic :experiment :ROCAUC])
       (tc/map-columns :label [:experiment]
                       #(case %
                          :within-site "within-site A"
                          :cross-year "cross-year 2017→2018"
                          :cross-site "cross-site A→C"
                          (name %))))
   (-> site-C-results
       (tc/select-rows #(= :ok (:status %)))
       (tc/select-columns [:species :antibiotic :ROCAUC])
       (tc/add-column :experiment :within-site-C)
       (tc/add-column :label "within-site C"))
   (-> all-reverse-results
       (tc/select-rows #(= :ok (:status %)))
       (tc/select-columns [:species :antibiotic :ROCAUC])
       (tc/add-column :experiment :cross-site-reverse)
       (tc/add-column :label "cross-site C→A"))))

{:rows (tc/row-count comprehensive-results)
 :experiment-types (distinct (:label comprehensive-results))}

{:rows 230,
 :experiment-types
 ("within-site A"
  "cross-year 2017→2018"
  "cross-site A→C"
  "within-site C"
  "cross-site C→A")}

Mean ROCAUC by experiment type

(def comprehensive-summary
  (-> comprehensive-results
      (tc/group-by [:label])
      (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)
                     :count tc/row-count})
      (tc/order-by [:mean-ROCAUC] :desc)))

comprehensive-summary

_unnamed [5 3]:

:label	:mean-ROCAUC	:count
within-site A	0.73902138	60
within-site C	0.67607409	35
cross-year 2017→2018	0.66050200	61
cross-site A→C	0.56091471	36
cross-site C→A	0.52698359	38

Mean ROCAUC by experiment type and species

(-> comprehensive-results
    (tc/group-by [:species :label])
    (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)
                   :count tc/row-count})
    (tc/order-by [:species :mean-ROCAUC] [:asc :desc]))

_unnamed [36 4]:

:species	:label	:mean-ROCAUC	:count
Enterobacter cloacae	within-site C	0.74737600	6
Enterobacter cloacae	within-site A	0.66796546	8
Enterobacter cloacae	cross-year 2017→2018	0.59143848	8
Enterobacter cloacae	cross-site A→C	0.57169808	6
Enterobacter cloacae	cross-site C→A	0.55317330	6
Enterococcus faecium	within-site A	0.89772152	1
Enterococcus faecium	cross-year 2017→2018	0.76899822	1
Enterococcus faecium	cross-site A→C	0.50842697	1
Enterococcus faecium	cross-site C→A	0.40681683	1
Escherichia coli	within-site A	0.78086536	8
…	…	…	…
Pseudomonas aeruginosa	cross-year 2017→2018	0.65460673	8
Pseudomonas aeruginosa	within-site C	0.63988520	5
Pseudomonas aeruginosa	cross-site A→C	0.57875649	5
Pseudomonas aeruginosa	cross-site C→A	0.53025089	5
Staphylococcus aureus	within-site A	0.73265796	13
Staphylococcus aureus	within-site C	0.67454508	9
Staphylococcus aureus	cross-year 2017→2018	0.64946334	14
Staphylococcus aureus	cross-site A→C	0.59070859	9
Staphylococcus aureus	cross-site C→A	0.53756518	10
Staphylococcus epidermidis	within-site A	0.79594012	9
Staphylococcus epidermidis	cross-year 2017→2018	0.72809863	9

Comprehensive bar chart

(-> comprehensive-results
    (tc/group-by [:species :label])
    (tc/aggregate {:mean-ROCAUC #(-> % :ROCAUC tcc/mean)})
    (plotly/base {:=x :species
                  :=y :mean-ROCAUC
                  :=color :label
                  :=title "Mean ROCAUC across all experiment types"})
    (plotly/layer-bar {:=mark-opacity 0.8})
    plotly/plot)

All individual results

(plots-per-species comprehensive-results :label "ROCAUC")

source: notebooks/amr_book/experiment_variations.clj