8  Diagnostic Plots

This notebook shows ROC, precision–recall, and calibration curves for every species–antibiotic combination in the Weis et al. study, across five experiment settings:

1. Within-site (site A, 2018) — holdout split, seed 1
2. Within-site (site C, 2018) — holdout split, seed 1
3. Cross-year (train 2017, test 2018, site A) — no holdout needed
4. Cross-site A → C (2018) — train on site A, test on site C
5. Cross-site C → A (2018) — train on site C, test on site A

All classifiers use XGBoost with 50 boosting rounds. Data and models are Pocket-cached.

(ns amr-book.diagnostic-plots
  (:require
   ;; AMR ML pipeline:
   [scicloj.amr.learning :as learning]
   ;; Diagnostic plots (ROC, PR, calibration):
   [scicloj.amr.visualization :as viz]
   ;; Bacterial species definitions:
   [scicloj.amr.data.bacteria :as bacteria]
   ;; Metamorph pipeline composition:
   [scicloj.metamorph.core :as mm]
   ;; Table processing:
   [tablecloth.api :as tc]
   ;; Annotating kinds of visualizations:
   [scicloj.kindly.v4.kind :as kind]))

---

Helpers

(defn- within-site-diagnostics
  "Run within-site holdout for one species–antibiotic and
  return {:ROCAUC ... :actuals ... :probabilities ...},
  or nil if data is insufficient or single-class."
  [species antibiotic site year]
  (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 [split (first (tc/split->seq ml-data :holdout {:seed 1}))
            pipe (learning/make-pipeline {:rounds 50})
            fitted (mm/fit-pipe (:train split) pipe)
            predicted (mm/transform-pipe (:test split) pipe fitted)
            pred-ds (:metamorph/data predicted)
            test-actuals (:ri (:test split))
            prob-col (get pred-ds 1)
            rocauc (learning/compute-rocauc test-actuals prob-col)]
        (when rocauc
          {:species species
           :antibiotic antibiotic
           :n-train (tc/row-count (:train split))
           :n-test (tc/row-count (:test split))
           :ROCAUC rocauc
           :actuals (vec test-actuals)
           :probabilities (vec prob-col)})))))

#'amr-book.diagnostic-plots/within-site-diagnostics

(defn- diagnostics-for-species
  "Build a fragment with diagnostic plots for all
  antibiotics of one species (within-site holdout)."
  [species site year]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> antibiotics
         (keep (fn [ab]
                 (let [result (within-site-diagnostics species ab site year)]
                   (when result
                     (kind/fragment
                      [(kind/md (str "### " (name ab)
                                     " — ROCAUC: "
                                     (format "%.3f" (:ROCAUC result))
                                     " (n-train=" (:n-train result)
                                     ", n-test=" (:n-test result) ")"))
                       (viz/diagnostic-plots
                        (:actuals result)
                        (:probabilities result))])))))
         vec
         kind/fragment)))

#'amr-book.diagnostic-plots/diagnostics-for-species

(defn- cross-diagnostics
  "Train on train-data, predict on test-data, return
  {:ROCAUC ... :actuals ... :probabilities ...} or nil."
  [train-data test-data species antibiotic]
  (when (and train-data test-data
             (>= (tc/row-count train-data) 50)
             (>= (tc/row-count test-data) 50))
    (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)
          rocauc (learning/compute-rocauc test-actuals prob-col)]
      (when rocauc
        {:species species
         :antibiotic antibiotic
         :n-train (tc/row-count train-data)
         :n-test (tc/row-count test-data)
         :ROCAUC rocauc
         :actuals (vec test-actuals)
         :probabilities (vec prob-col)}))))

#'amr-book.diagnostic-plots/cross-diagnostics

(defn- cross-year-diagnostics-for-species
  "Diagnostic plots for all antibiotics of one species,
  training on train-year and testing on test-year at the given site."
  [species site train-year test-year]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> antibiotics
         (keep (fn [ab]
                 (let [train (learning/get-ml-data {:site site :year train-year
                                                    :species species :antibiotic ab})
                       test (learning/get-ml-data {:site site :year test-year
                                                   :species species :antibiotic ab})
                       result (cross-diagnostics train test species ab)]
                   (when result
                     (kind/fragment
                      [(kind/md (str "### " (name ab)
                                     " — ROCAUC: "
                                     (format "%.3f" (:ROCAUC result))
                                     " (n-train=" (:n-train result)
                                     ", n-test=" (:n-test result) ")"))
                       (viz/diagnostic-plots
                        (:actuals result)
                        (:probabilities result))])))))
         vec
         kind/fragment)))

#'amr-book.diagnostic-plots/cross-year-diagnostics-for-species

(defn- cross-site-diagnostics-for-species
  "Diagnostic plots for all antibiotics of one species,
  training on train-site and testing on test-site."
  [species train-site test-site year]
  (let [antibiotics (get bacteria/species->antibiotics species)]
    (->> antibiotics
         (keep (fn [ab]
                 (let [train (learning/get-ml-data {:site train-site :year year
                                                    :species species :antibiotic ab})
                       test (learning/get-ml-data {:site test-site :year year
                                                   :species species :antibiotic ab})
                       result (cross-diagnostics train test species ab)]
                   (when result
                     (kind/fragment
                      [(kind/md (str "### " (name ab)
                                     " — ROCAUC: "
                                     (format "%.3f" (:ROCAUC result))
                                     " (n-train=" (:n-train result)
                                     ", n-test=" (:n-test result) ")"))
                       (viz/diagnostic-plots
                        (:actuals result)
                        (:probabilities result))])))))
         vec
         kind/fragment)))

#'amr-book.diagnostic-plots/cross-site-diagnostics-for-species

(defn- all-species-diagnostics
  "Generate diagnostic plots for all species in
  `bacteria/important-bacteria` using the given plot function.
  Each species gets a ## heading."
  [plot-fn]
  (->> bacteria/important-bacteria
       (mapv (fn [species]
               (kind/fragment
                [(kind/md (str "## " species))
                 (plot-fn species)])))
       kind/fragment))

#'amr-book.diagnostic-plots/all-species-diagnostics

---

9 Within-site Predictions (Site A, 2018)

Each case uses a random holdout split (seed 1).

(all-species-diagnostics
 (fn [species] (diagnostics-for-species species :A 2018)))

NoteOUT

16:28:08.476 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:28:09.737 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a4/a443989c06c12f9d44403414cb86c9bf19ff4e04
16:28:09.848 [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
16:28:11.102 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c5/c5ab80eaca556ab8ca8322eaa764eb16d1149644
16:28:11.230 [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
16:28:12.415 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/75/75aa466c799d1b63f4b095b1bab408c18465e84e
16:28:12.520 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1fe960241234f311a7cd70773593bab1812bc3ec
16:28:13.747 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/993d2b49f90c921c8979f747074a22a2dd67ff0e
16:28:13.854 [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
16:28:15.043 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/64/6400eb7fad0efa9dc2a801b05723ba7e80246eba
16:28:15.143 [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
16:28:16.423 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d8fb9629b5a0234835d4632d7bdc4dd6e99032ee
16:28:16.528 [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
16:28:17.713 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/638f4d04df6ab9f5c99ffcf974ecefacb54feb8c
16:28:17.814 [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
16:28:19.052 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f9/f96751a4de6118f6e91644822f5a49166319a5c3
16:28:19.160 [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
16:28:20.191 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad45c4be7c92840d24351629d2ddd2424df8f0e1
16:28:20.283 [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
16:28:21.349 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/07/07bacef0f5abe739301c87309e76ed8af142ccc6
16:28:21.448 [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
16:28:22.539 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/22/22c2e13d483ea40cf9efd1cb5d62c214a87b05e9
16:28:22.631 [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
16:28:23.695 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c3/c375f2952247172510085b183619c2cc321f0fe4
16:28:23.786 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:28:24.886 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b921e935c338151b0caa2985ee97ea1e7865ebe9
16:28:24.989 [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
16:28:26.064 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/808906282f5c512d0b04d370549b0be3e48f37c8
16:28:26.166 [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
16:28:27.257 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6fbc8e87ec2110634e4c6ff3c4cf37db41b74079
16:28:27.359 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:28:28.417 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/77/77e86952e1ddf928406648d714f33c609767fa32
16:28:28.506 [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
16:28:29.548 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f5/f51de9706a7a547aa299ac2aa5dd9acf6a901d44
16:28:29.639 [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
16:28:30.723 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/ad1c65d241318fb87f2bdf5847c6e99dbdec4b8f
16:28:30.819 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95c546eede91d386c1553cced61796d881a822f9
16:28:31.913 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d9/d9436eb96761ba6e432fdbbf46e076a37356226e
16:28:32.012 [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
16:28:33.079 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/80/808906282f5c512d0b04d370549b0be3e48f37c8
16:28:33.174 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:28:34.302 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55d52fb64f3a578743345ad0b86dac71fd8e739e
16:28:34.388 [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
16:28:35.471 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3ff310513290063bc8ff90db3aa6977283eeefc3
16:28:35.565 [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
16:28:36.282 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba79198b5b2d11a00c8d090835efb7863174c7c8
16:28:36.356 [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
16:28:37.106 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/63aa2a0ba9bdc9a90e14c7ad963a8fb221b76842
16:28:37.180 [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
16:28:37.902 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/5257b26952f8f2a45bca73c863c786d1c8f034bc
16:28:37.987 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:28:38.701 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/53/5328cbe1de8811c3c46ecc55c3b02c0d2cece825
16:28:38.772 [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
16:28:39.537 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bf/bf0103a4840b0072f7342f811008c60fa6929f01
16:28:39.616 [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
16:28:40.337 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ad/adf4f3db2c822b1ae74eabfcd81324581ddc77d1
16:28:40.410 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/eaeb57df60f02b78b67044c2ccbed6bafa653fa9
16:28:41.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/84/84f104db413a564f5448335c36f54d4512b5d863
16:28:41.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:28:41.909 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/77/77a6269e193e80a7709f381b5af2a559fe66457f
16:28:41.988 [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
16:28:42.843 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/2674eb0cb388422ae59607696c884ac8916bc1ca
16:28:42.920 [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
16:28:43.798 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/de4b570207fa06358fd537d76e4714e54384d491
16:28:43.882 [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
16:28:44.737 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3a/3a8afcb300732783cc64659302c15a3cc96de48f
16:28:44.819 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:28:45.736 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f3/f367d0b23d3b1f75d39feac30865b3bf6dfbdaeb
16:28:45.861 [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
16:28:46.714 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/152850ce3ade3da1e204b9482a57aeb2495cab54
16:28:46.804 [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
16:28:47.703 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/91/918c34ff3104362553567428ee888a468a0193f5
16:28:47.788 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/37/3784459dafc373d68dd57b7b02b97d6fe1bd234d
16:28:48.708 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e7/e7e6676fbcda4f1cf56c1738ba7e2a1ab93f0c7f
16:28:48.800 [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
16:28:49.669 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c9/c9ddc5b8202a7b9f38b42452d6430a3a03fb3a0e
16:28:49.752 [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
16:28:50.848 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e6/e6f6a4ca619065fa39421189359290b9021f0c27
16:28:50.950 [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
16:28:51.969 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ed/ed7c86b4317b006a917a17ac4f2c54b131775953
16:28:52.070 [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
16:28:53.183 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0f/0fc7f91ee1b48c082e6c85119e67f723c2f1ba6d
16:28:53.282 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:28:54.417 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6f89b6e4fb23315c834238c74d8536003563f0e7
16:28:54.525 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:28:55.592 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ec/ec4847d5bd59a87771ea1a6cfbb1709c22c3e4eb
16:28:55.698 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:28:56.806 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3f/3f8346b631fb8f4221dda36dee733102e7aa8ecb
16:28:56.904 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/db/db32a34dcafbdf5afef78fefef2da95da61b2bdd
16:28:58.013 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/33/335f6ec75264bcee680ae3bc42ab51344bde78ea
16:28:58.113 [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
16:28:59.150 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dc/dc154a66ec26e1bf933bdcea7a7b9061df8e6799
16:28:59.246 [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
16:29:00.305 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/be296353b23d16f17beb9d59d35416db53c97dc0
16:29:00.401 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:29:00.801 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5bd2707ce9ea17cd4204be92fba44fc12fe9ca74
16:29:00.853 [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
16:29:01.233 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55b36fa1f8327b2d18b5b33b098d842bcada7198
16:29:01.284 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:29:01.689 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c1/c18a6f3ecfd7e7102e72fec6838ae4d577b4a1a5
16:29:01.743 [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
16:29:02.123 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/16/16766a9b1c46c1da9f2f65b459c58e6a417c80e4
16:29:02.173 [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
16:29:02.555 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ae/aef2e2175df7be0e992efdcbbc36cbf67114cbd7
16:29:02.605 [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
16:29:03.020 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/64/6498bcf45689ccde46a79b33e6e6a0a8e4523a8a
16:29:03.092 [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
16:29:03.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c4/c4bbcec6b319e4d8c6c524123d98a03317177fb2
16:29:03.527 [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
16:29:03.915 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e2/e2fcdf3743c4212819a5d7579838d0ef56b27645
16:29:03.967 [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
16:29:04.314 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a0/a04663f229b9b30340187cb43e1cd48680f11bd6
16:29:04.363 [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
16:29:04.705 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6b/6b6006dc42543db8c6ea2d2a3a7db45b1aa081d9
16:29:04.751 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:29:05.071 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd965e7da31636ffab1d4414db882848bd3528c0
16:29:05.116 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:29:05.428 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8d/8d52902955c7378e562da1cb9562c60486fb751a
16:29:05.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1a/1ae43a33e99e37db1dbec8746efb5e3f3ca2f0ab
16:29:05.785 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/65/650eafd67053699b8553be346bc9a706d488c95e
16:29:05.833 [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
16:29:06.178 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f013c07639c5979912d4392e61afae5c19743887

Escherichia coli

Ceftriaxone — ROCAUC: 0.825 (n-train=933, n-test=467)

Cefepime — ROCAUC: 0.882 (n-train=933, n-test=467)

Ciprofloxacin — ROCAUC: 0.790 (n-train=933, n-test=467)

Cotrimoxazole — ROCAUC: 0.685 (n-train=933, n-test=467)

Piperacillin-Tazobactam — ROCAUC: 0.594 (n-train=933, n-test=467)

Nitrofurantoin — ROCAUC: 0.867 (n-train=933, n-test=467)

Meropenem — ROCAUC: 0.860 (n-train=933, n-test=467)

Ertapenem — ROCAUC: 0.744 (n-train=933, n-test=467)

Staphylococcus aureus

Oxacillin — ROCAUC: 0.811 (n-train=804, n-test=402)

Ciprofloxacin — ROCAUC: 0.726 (n-train=804, n-test=402)

Cotrimoxazole — ROCAUC: 0.575 (n-train=804, n-test=402)

Clindamycin — ROCAUC: 0.646 (n-train=804, n-test=402)

Erythromycin — ROCAUC: 0.690 (n-train=804, n-test=402)

Penicillin — ROCAUC: 0.645 (n-train=804, n-test=402)

Tetracycline — ROCAUC: 0.788 (n-train=804, n-test=402)

Fusidic acid — ROCAUC: 0.750 (n-train=804, n-test=402)

Rifampicin — ROCAUC: 0.774 (n-train=804, n-test=402)

Gentamicin — ROCAUC: 0.757 (n-train=804, n-test=402)

Amoxicillin-Clavulanic acid — ROCAUC: 0.786 (n-train=804, n-test=402)

Ampicillin-Amoxicillin — ROCAUC: 0.645 (n-train=804, n-test=402)

Linezolid — ROCAUC: 0.932 (n-train=804, n-test=402)

Klebsiella pneumoniae

Ceftriaxone — ROCAUC: 0.832 (n-train=523, n-test=262)

Cefepime — ROCAUC: 0.830 (n-train=523, n-test=262)

Ciprofloxacin — ROCAUC: 0.705 (n-train=523, n-test=262)

Cotrimoxazole — ROCAUC: 0.711 (n-train=523, n-test=262)

Amoxicillin-Clavulanic acid — ROCAUC: 0.723 (n-train=523, n-test=262)

Ceftazidime — ROCAUC: 0.757 (n-train=523, n-test=262)

Tobramycin — ROCAUC: 0.738 (n-train=523, n-test=262)

Piperacillin-Tazobactam — ROCAUC: 0.703 (n-train=523, n-test=262)

Pseudomonas aeruginosa

Piperacillin-Tazobactam — ROCAUC: 0.705 (n-train=639, n-test=320)

Cefepime — ROCAUC: 0.783 (n-train=639, n-test=320)

Ceftazidime — ROCAUC: 0.797 (n-train=639, n-test=320)

Meropenem — ROCAUC: 0.739 (n-train=639, n-test=320)

Amikacin — ROCAUC: 0.830 (n-train=639, n-test=320)

Ciprofloxacin — ROCAUC: 0.710 (n-train=639, n-test=320)

Colistin — ROCAUC: 0.735 (n-train=639, n-test=320)

Tobramycin — ROCAUC: 0.934 (n-train=639, n-test=320)

Staphylococcus epidermidis

Oxacillin — ROCAUC: 0.806 (n-train=799, n-test=400)

Ciprofloxacin — ROCAUC: 0.882 (n-train=799, n-test=400)

Cotrimoxazole — ROCAUC: 0.868 (n-train=799, n-test=400)

Gentamicin — ROCAUC: 0.845 (n-train=799, n-test=400)

Clindamycin — ROCAUC: 0.732 (n-train=799, n-test=400)

Erythromycin — ROCAUC: 0.686 (n-train=799, n-test=400)

Tetracycline — ROCAUC: 0.835 (n-train=799, n-test=400)

Fusidic acid — ROCAUC: 0.723 (n-train=799, n-test=400)

Rifampicin — ROCAUC: 0.787 (n-train=799, n-test=400)

Enterobacter cloacae

Ceftriaxone — ROCAUC: 0.650 (n-train=250, n-test=126)

Ceftazidime — ROCAUC: 0.539 (n-train=250, n-test=126)

Piperacillin-Tazobactam — ROCAUC: 0.563 (n-train=250, n-test=126)

Cotrimoxazole — ROCAUC: 0.684 (n-train=250, n-test=126)

Ertapenem — ROCAUC: 0.861 (n-train=250, n-test=126)

Ciprofloxacin — ROCAUC: 0.833 (n-train=250, n-test=126)

Tobramycin — ROCAUC: 0.492 (n-train=250, n-test=126)

Cefepime — ROCAUC: 0.723 (n-train=250, n-test=126)

Enterococcus faecium

Vancomycin — ROCAUC: 0.898 (n-train=207, n-test=104)

Proteus mirabilis

Cotrimoxazole — ROCAUC: 0.645 (n-train=186, n-test=93)

Ampicillin-Amoxicillin — ROCAUC: 0.573 (n-train=186, n-test=93)

Ciprofloxacin — ROCAUC: 0.535 (n-train=186, n-test=93)

Amoxicillin-Clavulanic acid — ROCAUC: 0.614 (n-train=186, n-test=93)

Tobramycin — ROCAUC: 0.568 (n-train=186, n-test=93)

---

10 Within-site Predictions (Site C, 2018)

Site C is the second-largest DRIAMS site with AMR labels. The same holdout split and XGBoost configuration are used.

(all-species-diagnostics
 (fn [species] (diagnostics-for-species species :C 2018)))

NoteOUT

16:29:06.233 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4e/4e720c92083a0584abdae90cddfa86c25ef8a264
16:29:07.082 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f2/f2796b4beaaa8deaa995eab0c2309e330c5e479d
16:29:07.160 [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
16:29:07.799 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b9cd4f5f08c85d9b5b056a5b71fd6b33c213f6ec
16:29:07.862 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2e/2e2a31c175b1633b0f6fafaeefdecd2ac54a50c8
16:29:08.754 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/2e/2ec889de66c0ce5f54d75bc7a199821251edb858
16:29:08.835 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/51/519022ba6582dd54614ce80ac20182a2a9922bd6
16:29:09.664 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/37/370399cca6776d135d2b845b8f0df49ee755ee39
16:29:09.744 [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
16:29:10.375 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fb/fbfc30627f5a01898f164950465e5f96828a9a23
16:29:10.444 [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
16:29:10.922 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a5/a54eea80185ce5cb9c6d1e82ed395dc8eba27b80
16:29:10.971 [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
16:29:11.000 [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
16:29:11.026 [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
16:29:11.723 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb8f01861ebf9f2e484304004bcdc0e32fc4457e
16:29:11.792 [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
16:29:12.490 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0a/0a52d60789fade6bbea6c2a1bab105bbd45b6084
16:29:12.558 [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
16:29:13.300 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/021a014f925965a815a75fa98ebf64212a89e15a
16:29:13.370 [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
16:29:14.039 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/87/874e29d6066a55d136ba4ea0ce2d1af385aa6b26
16:29:14.108 [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
16:29:14.109 [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
16:29:14.828 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/69/69113c30761d699bffa0a4eef6f1ff57aa3b2122
16:29:14.896 [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
16:29:14.896 [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
16:29:15.570 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55a1c719d93b9755beff3d1cf1f1445eb9665845
16:29:15.640 [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
16:29:16.254 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f16a30759ab5bb279bd7b2768e4e692c64d519e
16:29:16.318 [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
16:29:16.997 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/de/deea9b133aab06e17e3afa68b327647af03720d0
16:29:17.068 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:29:17.753 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb8f01861ebf9f2e484304004bcdc0e32fc4457e
16:29:17.820 [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
16:29:17.820 [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
16:29:18.493 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c877871afdb400de0bdad987eb82c8c59cd5534
16:29:18.553 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/53/53e30856963dd087022975833483432bbd004def
16:29:18.581 [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
16:29:18.976 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/08/080d13147fde8dd41e8f4363790c62b354189bbd
16:29:19.027 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:29:19.293 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9c/9cbf3a6463dee61c638a48bdbd0afe981a01e4be
16:29:19.338 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b0/b0e74e535aae2d9e4c7496adb4ec5652a0a6f9b5
16:29:19.733 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a6fcebc779d0f4e02fd356275c98371307094f14
16:29:19.782 [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
16:29:20.170 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/13/13791ad1de02facf5e4350d1ef20ab659fbbdf93
16:29:20.219 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d9ddfdbe0506afc45b63003ab99e49224b7510b
16:29:20.644 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4f/4f79408a4965344fb518332d59543cc9c3c50bef
16:29:20.704 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/99/99835e743094ff51048597a933b7bef061d73aa4
16:29:21.094 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f0/f0a7574c3a1498d2c3cceea770b568613e132720
16:29:21.146 [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
16:29:21.146 [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
16:29:21.405 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7a/7ae2dc56e88909d199697453db2acab8dd8442fe
16:29:21.449 [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
16:29:21.862 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5e/5eaa17ec2e185a5ac3b63796d99decff32ce97f6
16:29:21.912 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b6dfc882b5192d6125eef94f44a9e69dbfe148d
16:29:22.296 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6aecfaac006d6a165ea2975b1111d766f04770cb
16:29:22.349 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d5/d5da80e1f12de6b2bea65b666b436357a9e9b86e
16:29:22.774 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/61/619dd77b3bec070284df454402fc7a6303101a3b
16:29:22.827 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8b/8b772d6deb0b3f012f9fcd3ddce91084628aac3b
16:29:22.855 [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
16:29:23.239 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5c/5cf1e03bef1777cc317d1466ea5da505df923a04
16:29:23.290 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:29:23.704 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1edc0b5a96b46f72766c50e901bece7b3b5961dd
16:29:23.753 [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
16:29:23.779 [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
16:29:23.808 [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
16:29:23.837 [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
16:29:23.863 [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
16:29:23.889 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/192115cf39612fa48a17dcf85086da1d62d9b9b2
16:29:23.916 [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
16:29:23.942 [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
16:29:23.943 [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
16:29:23.943 [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
16:29:23.969 [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
16:29:23.996 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/fa/fae00433ca7f28b5c24276742eafc5b7377861a6
16:29:24.250 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/25/255e004eb9c95265c3fadc8a7363786bf6c99387
16:29:24.291 [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
16:29:24.525 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d3/d381476b8f2338a98718dada3bec1f6e01da6776
16:29:24.568 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/67/67f43202ad95cc21ebaf52936b5e6f3a85df0433
16:29:24.780 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/10/10941b27484d2343ca59baf931dda91b450efd5d
16:29:24.833 [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
16:29:25.061 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/45/45daa9969055d38e4255a570f2979666e8cc9752
16:29:25.101 [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
16:29:25.101 [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
16:29:25.332 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/55270de7d3e8782ae9097bc1ad5d28d54fbb8bed
16:29:25.372 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88daaf83b5e70681ef0133f8ed15d2e687b1c9f5
16:29:25.372 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b20b651226864da2e935ac818b26949a3442d1fc
16:29:25.556 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e0/e04657b7a8c34e996585ba25c1d324712ba0b435
16:29:25.594 [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
16:29:25.623 [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
16:29:25.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/26909fd0aaf6d303379996efbdd90cf34f65d929
16:29:25.949 [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
16:29:25.950 [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
16:29:26.236 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c0/c08e7ac8ddae79b688f6c47655dcc1d17bc79718
16:29:26.281 [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
16:29:26.551 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c2/c25f972dfa970857831b66158c49beb54ad7bba6
16:29:26.592 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f0a2a2d21f4783824033850fc1a4c92c4997050

Escherichia coli

Ceftriaxone — ROCAUC: 0.666 (n-train=610, n-test=306)

Cefepime — ROCAUC: 0.775 (n-train=414, n-test=208)

Ciprofloxacin — ROCAUC: 0.745 (n-train=592, n-test=297)

Cotrimoxazole — ROCAUC: 0.611 (n-train=597, n-test=299)

Piperacillin-Tazobactam — ROCAUC: 0.517 (n-train=415, n-test=208)

Staphylococcus aureus

Oxacillin — ROCAUC: 0.590 (n-train=492, n-test=246)

Ciprofloxacin — ROCAUC: 0.635 (n-train=492, n-test=246)

Cotrimoxazole — ROCAUC: 1.000 (n-train=492, n-test=246)

Clindamycin — ROCAUC: 0.549 (n-train=434, n-test=217)

Penicillin — ROCAUC: 0.687 (n-train=492, n-test=246)

Fusidic acid — ROCAUC: 0.583 (n-train=434, n-test=217)

Rifampicin — ROCAUC: 0.995 (n-train=432, n-test=216)

Gentamicin — ROCAUC: 0.441 (n-train=492, n-test=246)

Amoxicillin-Clavulanic acid — ROCAUC: 0.590 (n-train=492, n-test=246)

Klebsiella pneumoniae

Ceftriaxone — ROCAUC: 0.625 (n-train=244, n-test=122)

Cefepime — ROCAUC: 0.745 (n-train=123, n-test=62)

Ciprofloxacin — ROCAUC: 0.650 (n-train=244, n-test=122)

Cotrimoxazole — ROCAUC: 0.573 (n-train=244, n-test=122)

Amoxicillin-Clavulanic acid — ROCAUC: 0.787 (n-train=243, n-test=122)

Ceftazidime — ROCAUC: 0.825 (n-train=243, n-test=122)

Piperacillin-Tazobactam — ROCAUC: 0.682 (n-train=122, n-test=62)

Pseudomonas aeruginosa

Piperacillin-Tazobactam — ROCAUC: 0.523 (n-train=238, n-test=119)

Cefepime — ROCAUC: 0.668 (n-train=238, n-test=119)

Ceftazidime — ROCAUC: 0.678 (n-train=238, n-test=119)

Amikacin — ROCAUC: 0.689 (n-train=238, n-test=119)

Ciprofloxacin — ROCAUC: 0.641 (n-train=238, n-test=119)

Staphylococcus epidermidis

Enterobacter cloacae

Ceftriaxone — ROCAUC: 0.692 (n-train=113, n-test=57)

Ceftazidime — ROCAUC: 0.781 (n-train=113, n-test=57)

Piperacillin-Tazobactam — ROCAUC: 0.877 (n-train=76, n-test=38)

Cotrimoxazole — ROCAUC: 0.909 (n-train=113, n-test=57)

Ciprofloxacin — ROCAUC: 0.946 (n-train=113, n-test=57)

Cefepime — ROCAUC: 0.279 (n-train=76, n-test=38)

Enterococcus faecium

Proteus mirabilis

Cotrimoxazole — ROCAUC: 0.487 (n-train=146, n-test=74)

Ciprofloxacin — ROCAUC: 0.619 (n-train=146, n-test=74)

Amoxicillin-Clavulanic acid — ROCAUC: 0.601 (n-train=146, n-test=74)

---

11 Cross-year Predictions (2017 → 2018, Site A)

The model is trained on the full 2017 dataset at site A and evaluated on the full 2018 dataset — no holdout split is needed since train and test are from different years.

(all-species-diagnostics
 (fn [species] (cross-year-diagnostics-for-species species :A 2017 2018)))

NoteOUT

16:29:26.595 [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
16:29:26.818 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:29:29.167 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5b/5b3758b734b26de5eaffd4e389d6e27ae791dab5
16:29:29.526 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a8/a8124a27dcb2f6a50a1cef3993dd6103a28dc755
16:29:29.694 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88bc206e4ef3f49271d1a644a14e2c7676b0924c
16:29:32.270 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/12/12968f6fb8d12a87077add260bcf2da619e9cc59
16:29:32.626 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/47/4771135dc2ada79d4475ba8273415827b34adcfd
16:29:32.796 [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
16:29:36.440 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/34/3477b51283304934fc277786cf90b9175d2e4dc4
16:29:36.943 [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
16:29:37.124 [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
16:29:40.703 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a642f5edae666fc07df6a4394c89e7c0185b3ff6
16:29:41.166 [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
16:29:41.360 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:29:44.845 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1e94028738a609b1bfbb8b4f4b7aa401eb2dc92d
16:29:45.395 [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
16:29:45.629 [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
16:29:48.969 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1a/1ae2321e7471ee79b14af2d6d92b448a9139b07c
16:29:49.407 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bd/bd652f7ce9821b1de9826365560ada1c3cc8991d
16:29:49.622 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e0/e039b0235b662a7178128c69dc2a537fb89c14be
16:29:52.591 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cb/cb499ce9c738720dcd60cfaf3810f85dd15af27e
16:29:52.916 [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
16:29:53.060 [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
16:29:55.536 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/0201691cd9c917251d280bf53c35a41c004eb515
16:29:55.864 [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
16:29:55.971 [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
16:29:57.732 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/90/9090f445da865a8ee459ea4e6f130e8d35b3aa72
16:29:58.043 [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
16:29:58.152 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/88/88828d62c776a495d1a2f981fd1747a5fddd5b26
16:29:59.869 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/45/45bfb461bb933f31c72975c16779d6737a4b02f2
16:30:00.163 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/10/1053a37b05875fc6a683beb534f0d7760652415d
16:30:00.274 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c5/c53a13c36223c5232c843d29f73fc38c8e81f59b
16:30:01.881 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8b/8b2945a1ded69879bde4311d1a63294446d39445
16:30:02.175 [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
16:30:02.284 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:30:04.003 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/13/13e0487aff54f449f205e746f7527b3dd83bf7ff
16:30:04.298 [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
16:30:04.412 [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
16:30:06.128 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d5/d5fe9affdd4116bb018853a3a3fd7a418f107650
16:30:06.428 [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
16:30:06.541 [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
16:30:08.158 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ea/ea5e24d4772202d3013551419f83478f1e18e63c
16:30:08.454 [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
16:30:08.591 [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
16:30:10.314 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b9/b9d9c81ce27231e38d19d99cd054f42b5fdf6abf
16:30:10.605 [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
16:30:10.716 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:30:12.413 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d8/d84843f9e8f66f37b9d912f73494cf52fd4a635b
16:30:12.713 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c9/c917c3d7854074ef03f81ef251d7717d4bda46b4
16:30:12.823 [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
16:30:14.456 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/72/7263021e6d8f0e00f151f75a95e7335d832ec2da
16:30:14.756 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e8/e8a6a06759b70e2d4123663a43c1abbcea0778fb
16:30:14.865 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70fc9b71fd91a22f45beaaf5054e087dec0017bd
16:30:16.539 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0f/0f17a067667030b6d9a9a6a49d113b025b45446b
16:30:16.844 [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
16:30:16.953 [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
16:30:18.723 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/83ad07f02fc36fc3865b4d2f57ae5df8af609c21
16:30:19.049 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/78b27256518f1be20d4548fe64280eeca83973aa
16:30:19.160 [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
16:30:20.843 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ea/ea5e24d4772202d3013551419f83478f1e18e63c
16:30:21.125 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/34/341af9aa2d045be9988bf0e8e606eec84943a82b
16:30:21.234 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6ddc2bf1539bd6e1c7c9e8a38790c5f650ed31a3
16:30:22.953 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ba/ba54d64f9a2c0be4928af159edf859dff68be9c9
16:30:23.238 [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
16:30:23.346 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:30:24.974 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7b/7b6b370d409d987c84f2c2723d779532e8811f23
16:30:25.285 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c0d37ffce93301e86dc9b843e159b5658e025e8c
16:30:25.383 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:30:26.861 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/11/1101bc5d906e7326ba67a37c308f163011dfd8b6
16:30:27.043 [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
16:30:27.141 [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
16:30:28.645 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ee/eeb0f2a1522a338777d7b2b5839f511a77e8eb0c
16:30:28.838 [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
16:30:28.981 [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
16:30:30.362 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/df8412187da306c7ba3b265ef76450a8aed0e841
16:30:30.569 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b274db842a5c267c02e1f1f6ccc0fa68a6884b60
16:30:30.674 [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
16:30:32.239 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/56a1679fa30c19208c3f0c64a27c96effa33e20a
16:30:32.419 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f434f28f10db366088355e5c33c49491146ac8d
16:30:32.518 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:30:33.981 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3d/3d2ea422c919c6ad031ad1252f28cc31bf30170a
16:30:34.191 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4f/4f0d5e4e7c6cf1b82d2c6a80c0a8bb8937c7368e
16:30:34.291 [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
16:30:35.851 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/0c/0cc5634e778e84ad1130eed5237eee6cf12c9972
16:30:36.040 [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
16:30:36.141 [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
16:30:37.594 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/bb/bbb597b817da145baef7ff7a3daa43f4ac1466b6
16:30:37.790 [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
16:30:37.889 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:30:39.386 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/dd/ddf993ad7f55b5b14d87ac9dfe5a167d0ea7e10d
16:30:39.574 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8fe54da7a428fa04e1012121c8449cc9045ea31d
16:30:39.697 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:30:41.142 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/26/262997e66d2e7f2a13e70e0f0553626e57beb13b
16:30:41.414 [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
16:30:41.518 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c3/c3aa72f592105746a47c86c72fe67646ad3452df
16:30:42.922 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/5c/5c8189a3132049a760284c01b10368cd73b0b832
16:30:43.162 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a6/a6aa091522aa475fbc5cee402dd1a5e461dd4d62
16:30:43.257 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:30:44.723 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c2/c2eef9947fe0f9d7ecee2998bf6cd2d8edbf1ede
16:30:44.958 [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
16:30:45.054 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:30:46.475 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6f/6f0ee4c9f4d84f7acd4b19d7b8f901a299b48bb9
16:30:46.710 [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
16:30:46.806 [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
16:30:48.278 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/09/097519363fab3e3b2b91385dfb45800573a6b25b
16:30:48.510 [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
16:30:48.607 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:30:50.036 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/dfd4cfb06faccc7241c0716bcc1424a04be1aa5c
16:30:50.269 [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
16:30:50.370 [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
16:30:51.910 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/632f5761184c38253825dcda4e5c413ca5888846
16:30:52.178 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/55/5551da33e6a87cac04e3cbece71b08a2b09f34bc
16:30:52.285 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:30:53.827 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c0/c042db88e7ae258c9202113940c265dbc4da09e8
16:30:54.096 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/be/bead0477fedf08c48753a30adf9350c4cce8649e
16:30:54.314 [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
16:30:56.397 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/37/3707311a7832db38c62b4fe3be6de99e4d4ad440
16:30:56.708 [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
16:30:56.897 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/61/610c289397b0d6e84f1e88c758dfbfaa18983494
16:30:58.948 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/36/36310502cb670ad3a3b3c0c760a6842d1911485f
16:30:59.239 [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
16:30:59.369 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e9/e950f9a5182e585be17cdb56a31dcfc0f9cd1dfd
16:31:01.371 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8e/8e8226b200bf66f74a5d9c4ac3833005afc26878
16:31:01.674 [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
16:31:01.863 [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
16:31:03.915 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9b/9bccc5f637ca64a2b77db68a0dd1c8f573fc9560
16:31:04.224 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/59975c9b00c17535a226580308098378f641b593
16:31:04.353 [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
16:31:06.414 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/20/208187d31eef40b4582354cf0f37d0a23c24ace8
16:31:06.718 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6d/6d7802a44798ccd3573fdc526eb11dcfce764e55
16:31:06.846 [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
16:31:08.841 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7f/7fbba854e4ebf8dfc7e8eb61ff7b324c3f9c1193
16:31:09.132 [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
16:31:09.261 [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
16:31:11.290 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c799e1584918ad49e9fb553016e081a29770fa9
16:31:11.583 [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
16:31:11.734 [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
16:31:13.859 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/35/35490388798a19ec4d00d33e436586bdaa22dc13
16:31:14.160 [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
16:31:14.308 [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
16:31:16.349 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/99/9951067ae6658f6338d7ba7cb01c4508e1ac7832
16:31:16.650 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d6/d6055f6a34e93fb558a25f75855e5ad7a1581a3d
16:31:16.699 [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
16:31:17.279 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6d/6d6f296db800171c981935ab55e63ecfc2f5d929
16:31:17.378 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/3a/3a2deb1a27a1c94b7578c5f5b91a5864c8c1c13b
16:31:17.427 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:31:17.974 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/576bb32d413cf4179e565d7e0c3606c9e1d0a79b
16:31:18.078 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c497c9cadbc296771acb82f8a3c586af8a656c2
16:31:18.125 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/38/38041e701e757686242d3526455c77909395287c
16:31:18.674 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/02/02e4ec3bcca28816430c57154eaf4c80964504d9
16:31:18.780 [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
16:31:18.827 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:31:19.434 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/75/75c7fe4d9cf6934f31623312e6fcea24cc692699
16:31:19.541 [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
16:31:19.588 [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
16:31:20.136 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/92/92b2df09ac6b5b729b412ef403802128e914c44f
16:31:20.245 [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
16:31:20.293 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:31:20.878 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8f/8f34e03b42c4f323f45d886fabee2bd75f345b66
16:31:20.984 [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
16:31:21.031 [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
16:31:21.624 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/56/5689d6f629bf4c5f4a9801e6d9a606972711564f
16:31:21.732 [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
16:31:21.780 [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
16:31:22.343 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/65/65e5179df2ad1708a7997549d50e48401a0bfdbb
16:31:22.449 [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
16:31:22.498 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:31:23.128 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c3/c3b2841528d0bb871e8ea3557f2eb9d777481661
16:31:23.223 [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
16:31:23.269 [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
16:31:23.717 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/79/79df9703eced4ed5928066db338623bbf2ebbddd
16:31:23.807 [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
16:31:23.848 [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
16:31:24.291 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/40/40cbeb7ce2f299b2f6c11fbbda5363e09274d49b
16:31:24.381 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/65/656ce27d5696d669f9e1670df851628e4f684a75
16:31:24.439 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1c/1c57fb2575bb7f76f5b5cb52e6350641f6d1dcfc
16:31:24.906 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d2/d2eee8f3c5663c65392c3d11df5cd3102f86578b
16:31:25.002 [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
16:31:25.042 [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
16:31:25.534 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/21/21843a6534c5b4c757ef7658b3ad0d99e5f45c58
16:31:25.631 [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
16:31:25.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:31:26.114 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c1/c1abeefea0d3f2c98c2f24a4b580331cb3859d6e

Escherichia coli

Ceftriaxone — ROCAUC: 0.835 (n-train=2109, n-test=1400)

Cefepime — ROCAUC: 0.843 (n-train=2109, n-test=1400)

Ciprofloxacin — ROCAUC: 0.772 (n-train=2109, n-test=1400)

Cotrimoxazole — ROCAUC: 0.633 (n-train=2109, n-test=1400)

Piperacillin-Tazobactam — ROCAUC: 0.564 (n-train=2109, n-test=1400)

Nitrofurantoin — ROCAUC: 0.828 (n-train=2109, n-test=1400)

Meropenem — ROCAUC: 0.669 (n-train=2109, n-test=1400)

Ertapenem — ROCAUC: 0.691 (n-train=2109, n-test=1400)

Staphylococcus aureus

Oxacillin — ROCAUC: 0.830 (n-train=1451, n-test=1206)

Ciprofloxacin — ROCAUC: 0.687 (n-train=1451, n-test=1206)

Cotrimoxazole — ROCAUC: 0.533 (n-train=1451, n-test=1206)

Clindamycin — ROCAUC: 0.568 (n-train=1451, n-test=1206)

Erythromycin — ROCAUC: 0.611 (n-train=1451, n-test=1206)

Penicillin — ROCAUC: 0.686 (n-train=1451, n-test=1206)

Tetracycline — ROCAUC: 0.686 (n-train=1451, n-test=1206)

Fusidic acid — ROCAUC: 0.630 (n-train=1451, n-test=1206)

Rifampicin — ROCAUC: 0.716 (n-train=1451, n-test=1206)

Gentamicin — ROCAUC: 0.575 (n-train=1451, n-test=1206)

Amoxicillin-Clavulanic acid — ROCAUC: 0.785 (n-train=1451, n-test=1206)

Ampicillin-Amoxicillin — ROCAUC: 0.686 (n-train=1451, n-test=1206)

Vancomycin — ROCAUC: 0.328 (n-train=1451, n-test=1206)

Linezolid — ROCAUC: 0.771 (n-train=1451, n-test=1206)

Klebsiella pneumoniae

Ceftriaxone — ROCAUC: 0.754 (n-train=1276, n-test=785)

Cefepime — ROCAUC: 0.768 (n-train=1276, n-test=785)

Ciprofloxacin — ROCAUC: 0.641 (n-train=1276, n-test=785)

Cotrimoxazole — ROCAUC: 0.625 (n-train=1276, n-test=785)

Amoxicillin-Clavulanic acid — ROCAUC: 0.673 (n-train=1276, n-test=785)

Ceftazidime — ROCAUC: 0.755 (n-train=1276, n-test=785)

Tobramycin — ROCAUC: 0.684 (n-train=1276, n-test=785)

Piperacillin-Tazobactam — ROCAUC: 0.616 (n-train=1276, n-test=785)

Pseudomonas aeruginosa

Piperacillin-Tazobactam — ROCAUC: 0.527 (n-train=1239, n-test=959)

Cefepime — ROCAUC: 0.715 (n-train=1239, n-test=959)

Ceftazidime — ROCAUC: 0.705 (n-train=1239, n-test=959)

Meropenem — ROCAUC: 0.622 (n-train=1239, n-test=959)

Amikacin — ROCAUC: 0.802 (n-train=1239, n-test=959)

Ciprofloxacin — ROCAUC: 0.653 (n-train=1239, n-test=959)

Colistin — ROCAUC: 0.449 (n-train=1239, n-test=959)

Tobramycin — ROCAUC: 0.764 (n-train=1239, n-test=959)

Staphylococcus epidermidis

Oxacillin — ROCAUC: 0.760 (n-train=1815, n-test=1199)

Ciprofloxacin — ROCAUC: 0.858 (n-train=1815, n-test=1199)

Cotrimoxazole — ROCAUC: 0.803 (n-train=1815, n-test=1199)

Gentamicin — ROCAUC: 0.763 (n-train=1815, n-test=1199)

Clindamycin — ROCAUC: 0.645 (n-train=1815, n-test=1199)

Erythromycin — ROCAUC: 0.557 (n-train=1815, n-test=1199)

Tetracycline — ROCAUC: 0.797 (n-train=1815, n-test=1199)

Fusidic acid — ROCAUC: 0.643 (n-train=1815, n-test=1199)

Rifampicin — ROCAUC: 0.726 (n-train=1815, n-test=1199)

Enterobacter cloacae

Ceftriaxone — ROCAUC: 0.506 (n-train=464, n-test=376)

Ceftazidime — ROCAUC: 0.574 (n-train=464, n-test=376)

Piperacillin-Tazobactam — ROCAUC: 0.596 (n-train=464, n-test=376)

Cotrimoxazole — ROCAUC: 0.472 (n-train=464, n-test=376)

Ertapenem — ROCAUC: 0.727 (n-train=464, n-test=376)

Ciprofloxacin — ROCAUC: 0.542 (n-train=464, n-test=376)

Tobramycin — ROCAUC: 0.594 (n-train=464, n-test=376)

Cefepime — ROCAUC: 0.720 (n-train=464, n-test=376)

Enterococcus faecium

Vancomycin — ROCAUC: 0.769 (n-train=531, n-test=311)

Proteus mirabilis

Cotrimoxazole — ROCAUC: 0.593 (n-train=358, n-test=279)

Ampicillin-Amoxicillin — ROCAUC: 0.492 (n-train=358, n-test=279)

Ciprofloxacin — ROCAUC: 0.537 (n-train=358, n-test=279)

Amoxicillin-Clavulanic acid — ROCAUC: 0.459 (n-train=358, n-test=279)

Tobramycin — ROCAUC: 0.477 (n-train=358, n-test=279)

---

12 Cross-site Predictions (A → C, 2018)

The model is trained on the full site A dataset (2018) and evaluated on the full site C dataset (2018). Sites B and D lack AMR labels, so cross-site is limited to A ↔︎ C.

(all-species-diagnostics
 (fn [species] (cross-site-diagnostics-for-species species :A :C 2018)))

NoteOUT

16:31:26.213 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/09/09b53cf9c6c5448982d62443539da84cde597067
16:31:26.326 [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
16:31:27.990 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/be74de0d078d3e069b33f1c375dac405fcc86112
16:31:28.220 [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
16:31:28.376 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:31:29.981 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/857fb110217f00c7f49c0b204d5606b5eb9869dd
16:31:30.130 [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
16:31:30.239 [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
16:31:31.782 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/66/664f23a0b5c329265a9042ba1078f49aec802d68
16:31:31.992 [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
16:31:32.098 [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
16:31:33.672 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/c4/c4145b7baeddee3444ca93e125f003b3ded02520
16:31:33.888 [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
16:31:33.996 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/9544d339172dfe9b1bbc463a645488a599d2fbea
16:31:35.507 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/57/57e50329d7a44804145a05cea76d6e8fdd6c220d
16:31:35.662 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d4/d4537d99986c2008e63f4868a9e20c0b6dc531e7
16:31:35.769 [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
16:31:37.294 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/52/5260e017a83b68ba4a0312c81b6af6b61a9d0c76
16:31:37.411 [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
16:31:37.520 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/62/622d29f81f18c0f32a9221ee532137630b54d2f1
16:31:37.547 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/74/74de9f8cdc21478af3c210215b0856f240308104
16:31:37.665 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/89/89bbbb2dc2380c86a38c5d169ccad8722b66e626
16:31:37.690 [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
16:31:37.827 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/586ba4e21198e9f350106083be83f3453d8451c4
16:31:39.079 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9a/9a4cee30aa054420d13143ce7128ec42df85e169
16:31:39.245 [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
16:31:39.344 [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
16:31:40.751 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/70/70ccc7047c4f9b0472f836ceacef705c8ac9f4c9
16:31:40.923 [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
16:31:41.031 [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
16:31:42.323 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cc/cc36525235992596c6513a004ef6b1faa9cd1ab1
16:31:42.551 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2dc8e8cfaf45f32d1d741786e9a80928de06dc5b
16:31:42.634 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/401cafe90c06ac7d427ce197951fedb45983b201
16:31:43.971 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6a/6affa0c8a5a3042b060d0f7b023b53b39edd5687
16:31:44.133 [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
16:31:44.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e4f6d1a83b282a5570b3db89ef5c5e8e3e1aba1
16:31:44.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2b/2bca7ad15440798f5acca980e56f14175449e1c7
16:31:44.295 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/792468aff4c80c58315d93081cb5ed31360f444c
16:31:45.658 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b7/b7ef0995f566f6613dd62b36f423bb3606e57533
16:31:45.833 [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
16:31:45.915 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ce/ceae83ba2d3d42bff8d1a4abf75b775af684246e
16:31:45.915 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:31:45.995 [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
16:31:47.252 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/24/24db7da5f103113602097dd26d2a1b555045f504
16:31:47.406 [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
16:31:47.514 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ad/add0a1669eaed8a8441813c1d3fac844d703793b
16:31:48.804 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f4/f41ce11cfb47c25f7d878678496ceec70e60f0c1
16:31:48.964 [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
16:31:49.045 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/36/360ac2007b2c06f05dab7e0291ac4540bdc5ae60
16:31:50.341 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3a/3a7d42881ba32dc2d8110238e4c49209eab2e386
16:31:50.565 [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
16:31:50.647 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:31:51.934 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ac/acea9033466e9177e1762e50f6ed3c9cd3e5ee77
16:31:52.104 [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
16:31:52.186 [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
16:31:52.186 [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
16:31:52.266 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6c/6c835100e55ce4db69c2fbd36245c462731a9edb
16:31:53.611 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/61/616d5be51cff1bfcff66c766a3900d447cd194c6
16:31:53.765 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/70/70ae8bc738daf3c65a89d60a0189947dc48d5ef5
16:31:53.848 [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
16:31:53.874 [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
16:31:53.935 [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
16:31:54.825 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/43/43c646986936e3fa3a23a920b232d736cd5f6e25
16:31:54.929 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:31:54.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:31:55.900 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/be/bee75da2469873c625429d3618f99ff796175e24
16:31:55.971 [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
16:31:56.035 [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
16:31:56.912 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3c2242936199cbd02b00e2af003a849ea94ebe03
16:31:57.016 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b8b20e4c5d67297a7742b35705f519db19814de
16:31:57.080 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bfc5783d03596c7a131910bbc648c83a24d18755
16:31:57.995 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/fd/fd4bb101edcb673fc0a62eba0458c1e69f546e85
16:31:58.110 [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
16:31:58.176 [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
16:31:59.092 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/06/063169e8f0fcc98cc5dcabe510c08e04e3c0d0bb
16:31:59.201 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:31:59.296 [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
16:32:00.144 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/89/89b141191579f6367631df24993a78e162a4445b
16:32:00.246 [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
16:32:00.308 [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
16:32:00.308 [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
16:32:00.370 [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
16:32:01.272 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/33/33a390854e6ae02a642428af6fb17b66bd1a47b6
16:32:01.346 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/eb/ebd0637f07c0fd258a5a873c067db700f0f985e5
16:32:01.418 [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
16:32:02.464 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/7c/7cc86d470a98faeaa8d8d8f08db7bb89d2c54ec9
16:32:02.567 [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
16:32:02.637 [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
16:32:03.728 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/df/df754798f03611b1063a5ed0c4d503bac68698d3
16:32:03.837 [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
16:32:03.908 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d5/d5da80e1f12de6b2bea65b666b436357a9e9b86e
16:32:04.956 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e5/e5885d5d27a2b32f449a7b65236ed319bd12d092
16:32:05.063 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:32:05.132 [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
16:32:05.159 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:32:05.229 [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
16:32:06.304 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd8600794fe1bd9d8cb923bc72e85b5ba4008c2a
16:32:06.405 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:32:06.480 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:32:07.480 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/41/41e338f457b8bc0826fc408707b30222a3e64706
16:32:07.578 [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
16:32:07.648 [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
16:32:07.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:32:07.774 [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
16:32:07.802 [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
16:32:07.884 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/669b878a5599cda842282191507ae62d49f4d8ba
16:32:07.910 [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
16:32:07.991 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/7868ace0fdf4835e2792075ca4d8ff4b540b4bdd
16:32:08.020 [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
16:32:08.101 [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
16:32:08.127 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:32:08.208 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/192115cf39612fa48a17dcf85086da1d62d9b9b2
16:32:08.235 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/71/71cdf72263cdf8e307364c23db37df5dd373b812
16:32:08.315 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2a/2ade7df1bb2099dd18e4f5f7509476de59011247
16:32:08.341 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e78ea5e71445f17bc1ba97e279c3e6f2d359410
16:32:08.422 [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
16:32:08.422 [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
16:32:08.503 [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
16:32:08.503 [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
16:32:08.585 [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
16:32:08.611 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b1b977f7b932a3680aca452bec6deca983c37c1
16:32:08.692 [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
16:32:08.718 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ea/ea4a4b59065709121e6440732e6ea1f65cb7d8a0
16:32:08.759 [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
16:32:09.237 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f7eb8ec464edaa606d55d9516e69552870e0f2b0
16:32:09.305 [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
16:32:09.348 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/4c/4c575903fd695fcfb82c413d51e2fd711d6e9c6d
16:32:09.790 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4d/4d98857ba67097e39d17e088dee48851aaaea418
16:32:09.858 [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
16:32:09.902 [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
16:32:10.366 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f7771ddfe99ef49cd504f8ceeca973b7bbb195c5
16:32:10.419 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/02/024ba8fdf5b16eb86e10db1bde6fe34de0536473
16:32:10.464 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/30/304ff2543e56e674bb9c4a2c56dd1ee116662ce8
16:32:10.905 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ca/cad74c7e0268a097263c5251dda576bfc7276f0c
16:32:10.971 [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
16:32:11.015 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/07/07a4932c8ea8c0e5b3edf4e8a60e9f811dd35c86
16:32:11.016 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/95/95227de577eca5a6ac96ec1cbe3b9c52896c06ab
16:32:11.059 [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
16:32:11.509 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ff/ff40880e9bbc6c3494f377b83f391a36a921e437
16:32:11.591 [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
16:32:11.654 [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
16:32:11.654 [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
16:32:11.709 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/b2/b20b651226864da2e935ac818b26949a3442d1fc
16:32:12.138 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d1/d1eaa93f4cddce6143f85d64fcaf8a8488dff732
16:32:12.194 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:32:12.234 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/05/05f2d246b6b4a38a599e140d39f47be44f3b86bc
16:32:12.602 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/e8/e8f3dfb12245cbeafd22d7cb9fbfa896505164fe
16:32:12.655 [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
16:32:12.694 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c057ccd66b3b0e1b50b02a7a7e09ef7d0aead6ec
16:32:13.061 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b1/b1cd7ea6a5927a7abcdafee553cf7066b8cbe7dc
16:32:13.136 [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
16:32:13.175 [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
16:32:13.175 [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
16:32:13.214 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5f/5f67fc8e319a42e72f96da9be4fb24f5382d1902
16:32:13.556 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cd/cd9403201c12573f58dd3f360b1a6a3056788be3
16:32:13.632 [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
16:32:13.670 [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
16:32:14.046 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/6d/6dc5d50d4e6147829b9b8b007046240344541c02
16:32:14.147 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c8/c849f4721d2676833c0f4433d6075cfe9dc35ba0
16:32:14.186 [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

Escherichia coli

Ceftriaxone — ROCAUC: 0.618 (n-train=1400, n-test=916)

Cefepime — ROCAUC: 0.660 (n-train=1400, n-test=622)

Ciprofloxacin — ROCAUC: 0.760 (n-train=1400, n-test=889)

Cotrimoxazole — ROCAUC: 0.532 (n-train=1400, n-test=896)

Piperacillin-Tazobactam — ROCAUC: 0.517 (n-train=1400, n-test=623)

Staphylococcus aureus

Oxacillin — ROCAUC: 0.619 (n-train=1206, n-test=738)

Ciprofloxacin — ROCAUC: 0.663 (n-train=1206, n-test=738)

Cotrimoxazole — ROCAUC: 0.511 (n-train=1206, n-test=738)

Clindamycin — ROCAUC: 0.524 (n-train=1206, n-test=651)

Penicillin — ROCAUC: 0.688 (n-train=1206, n-test=738)

Fusidic acid — ROCAUC: 0.470 (n-train=1206, n-test=651)

Rifampicin — ROCAUC: 0.691 (n-train=1206, n-test=648)

Gentamicin — ROCAUC: 0.530 (n-train=1206, n-test=738)

Amoxicillin-Clavulanic acid — ROCAUC: 0.621 (n-train=1206, n-test=738)

Klebsiella pneumoniae

Ceftriaxone — ROCAUC: 0.504 (n-train=785, n-test=366)

Cefepime — ROCAUC: 0.344 (n-train=785, n-test=185)

Ciprofloxacin — ROCAUC: 0.637 (n-train=785, n-test=366)

Cotrimoxazole — ROCAUC: 0.626 (n-train=785, n-test=366)

Amoxicillin-Clavulanic acid — ROCAUC: 0.471 (n-train=785, n-test=365)

Ceftazidime — ROCAUC: 0.522 (n-train=785, n-test=365)

Piperacillin-Tazobactam — ROCAUC: 0.481 (n-train=785, n-test=184)

Pseudomonas aeruginosa

Piperacillin-Tazobactam — ROCAUC: 0.464 (n-train=959, n-test=357)

Cefepime — ROCAUC: 0.577 (n-train=959, n-test=357)

Ceftazidime — ROCAUC: 0.407 (n-train=959, n-test=357)

Amikacin — ROCAUC: 0.801 (n-train=959, n-test=357)

Ciprofloxacin — ROCAUC: 0.644 (n-train=959, n-test=357)

Staphylococcus epidermidis

Enterobacter cloacae

Ceftriaxone — ROCAUC: 0.465 (n-train=376, n-test=170)

Ceftazidime — ROCAUC: 0.539 (n-train=376, n-test=170)

Piperacillin-Tazobactam — ROCAUC: 0.560 (n-train=376, n-test=114)

Cotrimoxazole — ROCAUC: 0.522 (n-train=376, n-test=170)

Ciprofloxacin — ROCAUC: 0.589 (n-train=376, n-test=170)

Cefepime — ROCAUC: 0.754 (n-train=376, n-test=114)

Enterococcus faecium

Vancomycin — ROCAUC: 0.508 (n-train=311, n-test=93)

Proteus mirabilis

Cotrimoxazole — ROCAUC: 0.494 (n-train=279, n-test=220)

Ciprofloxacin — ROCAUC: 0.483 (n-train=279, n-test=220)

Amoxicillin-Clavulanic acid — ROCAUC: 0.398 (n-train=279, n-test=220)

---

13 Cross-site Predictions (C → A, 2018)

The reverse direction: trained on site C, tested on site A. Site C has fewer samples, so these models are expected to perform worse than the A → C direction.

(all-species-diagnostics
 (fn [species] (cross-site-diagnostics-for-species species :C :A 2018)))

NoteOUT

16:32:14.189 [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
16:32:14.260 [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
16:32:15.391 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/cc/ccf9d05e6fabbc1078eb8c88976c2092c9f6b0d2
16:32:15.739 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/144124eda6c97f2f5a3173684fee25c68678d789
16:32:15.792 [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
16:32:16.650 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9d/9d4e5073162d379a408523fa60ffe676af8e463c
16:32:17.031 [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
16:32:17.097 [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
16:32:18.241 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/81/81aeb8bd5008e63d63dc0ddfb3392df3c4e09a7d
16:32:18.586 [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
16:32:18.654 [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
16:32:19.762 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/633b7ba7a210dec6f9ed7c380c7dbcf7c2fb260d
16:32:20.109 [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
16:32:20.182 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/efbbe4ec9eb9c9ca06a87b0042ae6f572e0307a5
16:32:21.048 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/35/35e218944430e079ad01275be7c3ef7bce8bdc87
16:32:21.374 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/22/22cb9c6ed61e4e8628950bd345e9768df10333d5
16:32:21.422 [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
16:32:22.088 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/63/6397141872a9413e0051ada505dd80c66a4c5662
16:32:22.458 [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
16:32:22.485 [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
16:32:22.591 [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
16:32:22.616 [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
16:32:22.721 [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
16:32:22.779 [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
16:32:23.729 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/85ae1601ecd383b0fe042093cb1e18e68e9f01ac
16:32:24.020 [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
16:32:24.084 [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
16:32:24.951 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/60/60e1debe2dfce3fb2e288642ce35237429e99c4f
16:32:25.292 [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
16:32:25.361 [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
16:32:26.232 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/55/5508bb14a9e818b78d55bb1ebd27d76d1c47afc8
16:32:26.527 [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
16:32:26.583 [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
16:32:27.425 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/83/832520e5342680d55e3873045f18e358df5f85d1
16:32:27.727 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/5e/5e4f6d1a83b282a5570b3db89ef5c5e8e3e1aba1
16:32:27.727 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/40/40d83098e119cefd59a65817588eea3e31d77367
16:32:27.817 [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
16:32:27.877 [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
16:32:28.719 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/1e/1e4954cdcd00a9ea8e81142285bc96843653809d
16:32:29.032 [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
16:32:29.032 [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
16:32:29.127 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ec/ec99052615da02f171f89623f10b512c797acb98
16:32:29.207 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9f7f784682ff1db9a7059ea008aafdacbb3c9707
16:32:29.967 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/3c/3cb473b490ddd73adde2c84706c0363b3d1f471c
16:32:30.263 [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
16:32:30.319 [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
16:32:31.097 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f1/f1de6f5908a878afb93b6f549bf70fbd5bebd6d6
16:32:31.430 [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
16:32:31.493 [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
16:32:32.367 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/53/539a04bd092aadbfa5c509297cdc7324ce29b16f
16:32:32.688 [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/8dcf870eacc95ed7bc4e53811d5ae6ade723ee3d
16:32:32.804 [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
16:32:33.677 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/85/85ae1601ecd383b0fe042093cb1e18e68e9f01ac
16:32:33.976 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/d3/d36dc645ce863a0cc195508954afe9d511687576
16:32:33.976 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e7/e719adc6aa227f2f9037e42b2378af2237696684
16:32:34.058 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6c/6c835100e55ce4db69c2fbd36245c462731a9edb
16:32:34.114 [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
16:32:34.986 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/8c/8c7877ef92d55bc7ff0e74ed59888212fc3e001e
16:32:35.276 [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
16:32:35.306 [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
16:32:35.388 [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
16:32:35.431 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/19/1904ec78645eb77e12aa3608738fa9f12d573e22
16:32:35.955 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/503b12fca611160deae4f734d4777734b5d6c463
16:32:36.169 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58c904004670608cd45b2b83c0a79f6790f307f7
16:32:36.204 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8d/8d548d320e35109010663f436b7d04b8fc91d4d9
16:32:36.486 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/a6/a6861309a762a8d7e3ba7829db9b15409059d53e
16:32:36.684 [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
16:32:36.725 [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
16:32:37.196 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d0/d078fc0056a2ef26cffb8ce3df55e716162257e3
16:32:37.387 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bfc5783d03596c7a131910bbc648c83a24d18755
16:32:37.428 [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
16:32:37.959 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/62/62acb9b7209353b756129d8b3b6c1d1eb5bd4273
16:32:38.160 [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
16:32:38.202 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9d/9d7449f752e4456fede9848988915d8a862e9b6a
16:32:38.669 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f4/f4ebb093a3926bd22df09492fde10000e857cce8
16:32:38.870 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/99/99835e743094ff51048597a933b7bef061d73aa4
16:32:38.911 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8c/8ca5e45facdb7d7c73a60c26535806f464ef3b9e
16:32:39.410 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/9c/9cdc4f992558bd26f68a344d155b26c589557c35
16:32:39.639 [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
16:32:39.639 [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
16:32:39.742 [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
16:32:39.781 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c4/c46897a0977e427235a5f35b5d7921e62e70a639
16:32:40.065 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/ee/ee07280ad62a286e9f9415c96e9ee65bd38a7aeb
16:32:40.249 [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
16:32:40.292 [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
16:32:40.764 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b5/b5c45a858ea1639cfe5629834ef32665d1789c6e
16:32:40.997 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7b/7b6dfc882b5192d6125eef94f44a9e69dbfe148d
16:32:41.039 [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
16:32:41.590 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/15/1551e75f72096b3fe6a8e1f702caa5fd85ccca83
16:32:41.838 [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
16:32:41.880 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/17/17dce891238c44a6c2f18263853ebfcf1b251734
16:32:42.352 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b8/b8307130cc5d703870c7264d803aa0f66eff4d8e
16:32:42.577 [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
16:32:42.603 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/6f/6f3863107632268ee4cecd2d83e56be97c02eaa4
16:32:42.673 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/337a9cbfc48f2a75601c35ebe793699fc20fbbe5
16:32:42.716 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/7f/7fa52fffd1788c7fd35744a0da3d0074febd3ec0
16:32:43.204 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/25/254a72a0c7e0e89347cfdfeeb382db88cd53cf00
16:32:43.431 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/8f/8f946780563e939ac346534ebba39e087fdbdd75
16:32:43.477 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/14/14d671de147eb3e66bc9490d01cb931738c0a7ee
16:32:43.937 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/50/50a75f310e523f10a2026ddb5d96f9d985b41ef0
16:32:44.177 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/96/967e9b4b6815535c9be1d72fd6471f91981c8101
16:32:44.206 [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
16:32:44.310 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/9f/9fcb3b936d5d4ba089d7518c90572814e219125d
16:32:44.341 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/79/794bbe2945d331d2b34224ae5abaeac0a40e6633
16:32:44.411 [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
16:32:44.437 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/58/58f37606297e55efd1f777f69f24c3233a990615
16:32:44.518 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/78/7868ace0fdf4835e2792075ca4d8ff4b540b4bdd
16:32:44.544 [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
16:32:44.625 [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
16:32:44.652 [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
16:32:44.732 [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
16:32:44.758 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/e5/e5dfff221a91565d776d8b229164fae67835c867
16:32:44.839 [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
16:32:44.864 [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
16:32:44.945 [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
16:32:44.945 [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
16:32:45.025 [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
16:32:45.025 [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
16:32:45.169 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/59/599d74adb3ad477c814329888f65f6779305a20d
16:32:45.200 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/a0/a05d01073fd3682fd939e68ae4fb559f41920056
16:32:45.283 [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
16:32:45.310 [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/7b1b977f7b932a3680aca452bec6deca983c37c1
16:32:45.390 [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
16:32:45.423 [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
16:32:45.675 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d7/d764b3a82844aeb8008508e5f95fd2e3ba04fc23
16:32:45.782 [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
16:32:45.815 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/ef/ef951703648899d40f78ab80564294afa4a750d1
16:32:46.065 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/09/09c44670af1611626b4352b88472cb66d33f07cb
16:32:46.168 [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
16:32:46.199 [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
16:32:46.402 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/4c/4c664488c7fbc500d7a78f1d4c05aea4fba9b3ee
16:32:46.554 [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
16:32:46.591 [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
16:32:46.845 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/32/3204ea73a7dd1a63a8f6ffb8dd6f19400452d135
16:32:46.953 [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
16:32:46.953 [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
16:32:46.995 [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
16:32:47.029 [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
16:32:47.279 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d0/d01e093edef6c7c5952900f73a63225f78120f68
16:32:47.384 [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
16:32:47.384 [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
16:32:47.450 [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
16:32:47.485 [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
16:32:47.678 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/d3/d3c78b2148f6c8df7785838adb13140aa80e4cf0
16:32:47.781 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/05/05f2d246b6b4a38a599e140d39f47be44f3b86bc
16:32:47.810 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/33/331166528db5fe9be9e4b8473779cf55dbcf5eec
16:32:47.972 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/97/97b1d8b97240f112593d409593b11bcb0f1922b2
16:32:48.067 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/c0/c057ccd66b3b0e1b50b02a7a7e09ef7d0aead6ec
16:32:48.103 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/1f/1f76b31298a7727378f8c7debfb18f911b12f9fb
16:32:48.412 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/54/54d9f49e6dbd84db992259fedfcc58f5f05b1bd9
16:32:48.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/bf/bf47883d2680e75688685a4343dcd9ee6f58bd65
16:32:48.549 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/2d/2d51d8e508294d9844ea352b5158cc1e4a7fce98
16:32:48.591 [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
16:32:48.627 [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
16:32:48.925 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/b5/b55570bf54f01d2b473a0ad200e55680fe24e589
16:32:49.014 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.amr.learning/prepare-ml-data /workspace/.cache/pocket/66/66a0afb9369308c98c6e4ade23dbfcdeaf2f8e01
16:32:49.048 [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
16:32:49.354 [nREPL-session-af2642d0-19b6-4729-aca6-52b33b4e3d41] DEBUG scicloj.pocket.impl.cache -- Cache hit (disk): scicloj.metamorph.ml/train /workspace/.cache/pocket/f7/f74c3a7da0f889757319f89934fedb22666ddad9
16:32:49.442 [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
16:32:49.442 [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

Escherichia coli

Ceftriaxone — ROCAUC: 0.608 (n-train=916, n-test=1400)

Cefepime — ROCAUC: 0.561 (n-train=622, n-test=1400)

Ciprofloxacin — ROCAUC: 0.691 (n-train=889, n-test=1400)

Cotrimoxazole — ROCAUC: 0.542 (n-train=896, n-test=1400)

Piperacillin-Tazobactam — ROCAUC: 0.478 (n-train=623, n-test=1400)

Nitrofurantoin — ROCAUC: 0.500 (n-train=471, n-test=1400)

Staphylococcus aureus

Oxacillin — ROCAUC: 0.582 (n-train=738, n-test=1206)

Ciprofloxacin — ROCAUC: 0.532 (n-train=738, n-test=1206)

Cotrimoxazole — ROCAUC: 0.567 (n-train=738, n-test=1206)

Clindamycin — ROCAUC: 0.540 (n-train=651, n-test=1206)

Penicillin — ROCAUC: 0.581 (n-train=738, n-test=1206)

Fusidic acid — ROCAUC: 0.599 (n-train=651, n-test=1206)

Rifampicin — ROCAUC: 0.347 (n-train=648, n-test=1206)

Gentamicin — ROCAUC: 0.548 (n-train=738, n-test=1206)

Amoxicillin-Clavulanic acid — ROCAUC: 0.579 (n-train=738, n-test=1206)

Vancomycin — ROCAUC: 0.500 (n-train=651, n-test=1206)

Klebsiella pneumoniae

Ceftriaxone — ROCAUC: 0.470 (n-train=366, n-test=785)

Cefepime — ROCAUC: 0.365 (n-train=185, n-test=785)

Ciprofloxacin — ROCAUC: 0.552 (n-train=366, n-test=785)

Cotrimoxazole — ROCAUC: 0.528 (n-train=366, n-test=785)

Amoxicillin-Clavulanic acid — ROCAUC: 0.546 (n-train=365, n-test=785)

Ceftazidime — ROCAUC: 0.448 (n-train=365, n-test=785)

Piperacillin-Tazobactam — ROCAUC: 0.535 (n-train=184, n-test=785)

Pseudomonas aeruginosa

Piperacillin-Tazobactam — ROCAUC: 0.473 (n-train=357, n-test=959)

Cefepime — ROCAUC: 0.533 (n-train=357, n-test=959)

Ceftazidime — ROCAUC: 0.501 (n-train=357, n-test=959)

Amikacin — ROCAUC: 0.597 (n-train=357, n-test=959)

Ciprofloxacin — ROCAUC: 0.548 (n-train=357, n-test=959)

Staphylococcus epidermidis

Enterobacter cloacae

Ceftriaxone — ROCAUC: 0.567 (n-train=170, n-test=376)

Ceftazidime — ROCAUC: 0.570 (n-train=170, n-test=376)

Piperacillin-Tazobactam — ROCAUC: 0.564 (n-train=114, n-test=376)

Cotrimoxazole — ROCAUC: 0.476 (n-train=170, n-test=376)

Ciprofloxacin — ROCAUC: 0.513 (n-train=170, n-test=376)

Cefepime — ROCAUC: 0.629 (n-train=114, n-test=376)

Enterococcus faecium

Vancomycin — ROCAUC: 0.407 (n-train=93, n-test=311)

Proteus mirabilis

Cotrimoxazole — ROCAUC: 0.489 (n-train=220, n-test=279)

Ciprofloxacin — ROCAUC: 0.522 (n-train=220, n-test=279)

Amoxicillin-Clavulanic acid — ROCAUC: 0.438 (n-train=220, n-test=279)

source: notebooks/amr_book/diagnostic_plots.clj