rubric_id stringlengths 12 12 | text stringlengths 1.52k 2.59k | retrieval_text stringlengths 104 330 | input_condition stringclasses 2
values | family stringclasses 1
value | source_instance_id stringlengths 13 55 | source_repo stringclasses 3
values | source_dataset stringclasses 1
value | library stringclasses 1
value | manifest_rank int64 0 430 | title stringlengths 38 130 | prompt_block stringlengths 1.52k 2.59k |
|---|---|---|---|---|---|---|---|---|---|---|---|
8132456f6d8f | ### Long serial model-training chain with the only artifact write at the very end
- **Applies when**: `code` — the construct (several full fits stacked before any file is written) alone decides it, regardless of data size.
- **Pattern**: A single script trains multiple estimators back-to-back (e.g. a boosting model wit... | Long serial model-training chain with the only artifact write at the very end -- `code` — the construct (several full fits stacked before any file is written) alone decides it, regardless of data size. | code | mle_onpolicy_v2 | dacode-ml-competition-005#f0 | da-code | da-pool:operational | mle_operational | 0 | Long serial model-training chain with the only artifact write at the very end | ### Long serial model-training chain with the only artifact write at the very end
- **Applies when**: `code` — the construct (several full fits stacked before any file is written) alone decides it, regardless of data size.
- **Pattern**: A single script trains multiple estimators back-to-back (e.g. a boosting model wit... |
f879c0a7c0b9 | ### Stdlib `statistics` fed NumPy/pandas scalars instead of native Python floats
- **Applies when**: `code` — the construct alone decides it, no size or budget needed.
- **Pattern**: The script computes a summary with a `statistics` module function (`median`, `stdev`, `variance`, `mean`) but hands it a pandas Series, a... | Stdlib `statistics` fed NumPy/pandas scalars instead of native Python floats -- `code` — the construct alone decides it, no size or budget needed. | code | mle_onpolicy_v2 | dabench-662#f0 | infiagent-dabench | da-pool:operational | mle_operational | 1 | Stdlib `statistics` fed NumPy/pandas scalars instead of native Python floats | ### Stdlib `statistics` fed NumPy/pandas scalars instead of native Python floats
- **Applies when**: `code` — the construct alone decides it, no size or budget needed.
- **Pattern**: The script computes a summary with a `statistics` module function (`median`, `stdev`, `variance`, `mean`) but hands it a pandas Series, a... |
54e091eb5f06 | ### Top-level import of a library the script never actually needs
- **Applies when**: `code` -- the presence of the unused import statement alone decides the outcome.
- **Pattern**: The script opens with a block of imports that includes a heavyweight optional third-party package (plotting, visualization, statistical-mo... | Top-level import of a library the script never actually needs -- `code` -- the presence of the unused import statement alone decides the outcome. | code | mle_onpolicy_v2 | dabench-593#f0 | infiagent-dabench | da-pool:operational | mle_operational | 2 | Top-level import of a library the script never actually needs | ### Top-level import of a library the script never actually needs
- **Applies when**: `code` -- the presence of the unused import statement alone decides the outcome.
- **Pattern**: The script opens with a block of imports that includes a heavyweight optional third-party package (plotting, visualization, statistical-mo... |
da74ffe337e1 | ### Redundant re-fitting: each model trained once, then cross-validated again, before any output is written
- **Applies when**: `code` -- the construct alone decides it: every estimator's cost is paid an extra k times and no artifact exists until the end.
- **Pattern**: A script builds several expensive ensemble member... | Redundant re-fitting: each model trained once, then cross-validated again, before any output is written -- `code` -- the construct alone decides it: every estimator's cost is paid an extra k times and no artifact exists until the end. | code | mle_onpolicy_v2 | dacode-ml-competition-009#f0 | da-code | da-pool:operational | mle_operational | 3 | Redundant re-fitting: each model trained once, then cross-validated again, before any output is written | ### Redundant re-fitting: each model trained once, then cross-validated again, before any output is written
- **Applies when**: `code` -- the construct alone decides it: every estimator's cost is paid an extra k times and no artifact exists until the end.
- **Pattern**: A script builds several expensive ensemble member... |
39a8d855d4d9 | ### Unverified constructor keyword on a library estimator (API assumed, not checked)
- **Applies when**: `code` -- the construct alone decides it, whenever a script instantiates a third-party class/function with keyword arguments that are not in that exact class's signature.
- **Pattern**: A model or transformer is bui... | Unverified constructor keyword on a library estimator (API assumed, not checked) -- `code` -- the construct alone decides it, whenever a script instantiates a third-party class/function with keyword arguments that are not in that exact class's signature. | code | mle_onpolicy_v2 | dacode-ml-regression-002#f3 | da-code | da-pool:operational | mle_operational | 4 | Unverified constructor keyword on a library estimator (API assumed, not checked) | ### Unverified constructor keyword on a library estimator (API assumed, not checked)
- **Applies when**: `code` -- the construct alone decides it, whenever a script instantiates a third-party class/function with keyword arguments that are not in that exact class's signature.
- **Pattern**: A model or transformer is bui... |
eaa5f587396a | ### Third-party import taken on faith for a config/auxiliary read
- **Applies when**: `code` -- the construct alone decides it, independently of data size or budget.
- **Pattern**: The script's first statements import a third-party package that the task never mentions and that no earlier step in the session has exercis... | Third-party import taken on faith for a config/auxiliary read -- `code` -- the construct alone decides it, independently of data size or budget. | code | mle_onpolicy_v2 | dacode-plot-line-015#f0 | da-code | da-pool:operational | mle_operational | 5 | Third-party import taken on faith for a config/auxiliary read | ### Third-party import taken on faith for a config/auxiliary read
- **Applies when**: `code` -- the construct alone decides it, independently of data size or budget.
- **Pattern**: The script's first statements import a third-party package that the task never mentions and that no earlier step in the session has exercis... |
dab9cc14a4ed | ### Third-party plotting/analysis import pulled in before the environment is known to have it
- **Applies when**: `code` — the presence of the unverified top-level import alone decides the outcome.
- **Pattern**: An exploratory or first-contact script (one whose own body is still probing the filesystem: listing a direc... | Third-party plotting/analysis import pulled in before the environment is known to have it -- `code` — the presence of the unverified top-level import alone decides the outcome. | code | mle_onpolicy_v2 | dacode-plot-line-015#f1 | da-code | da-pool:operational | mle_operational | 6 | Third-party plotting/analysis import pulled in before the environment is known to have it | ### Third-party plotting/analysis import pulled in before the environment is known to have it
- **Applies when**: `code` — the presence of the unverified top-level import alone decides the outcome.
- **Pattern**: An exploratory or first-contact script (one whose own body is still probing the filesystem: listing a direc... |
ffdc378acc3c | ### Hardcoded input path invented from a hunch rather than an observed listing
- **Applies when**: `code` — the script opens a literal path that nothing earlier in the script established.
- **Pattern**: The script passes a filename/path literal to `open`/`read_csv`/`load` where that literal was inferred from a naming c... | Hardcoded input path invented from a hunch rather than an observed listing -- `code` — the script opens a literal path that nothing earlier in the script established. | code | mle_onpolicy_v2 | dacode-plot-line-015#f2 | da-code | da-pool:operational | mle_operational | 7 | Hardcoded input path invented from a hunch rather than an observed listing | ### Hardcoded input path invented from a hunch rather than an observed listing
- **Applies when**: `code` — the script opens a literal path that nothing earlier in the script established.
- **Pattern**: The script passes a filename/path literal to `open`/`read_csv`/`load` where that literal was inferred from a naming c... |
06add0dfde02 | ### Third-party plotting/analysis import never verified as present in the environment
- **Applies when**: `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the analysis.
- **Pattern**: The script imports a third-party package at module top level (plotting, modelling o... | Third-party plotting/analysis import never verified as present in the environment -- `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the analysis. | code | mle_onpolicy_v2 | dacode-plot-line-006#f0 | da-code | da-pool:operational | mle_operational | 8 | Third-party plotting/analysis import never verified as present in the environment | ### Third-party plotting/analysis import never verified as present in the environment
- **Applies when**: `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the analysis.
- **Pattern**: The script imports a third-party package at module top level (plotting, modelling o... |
bb7f3766d377 | ### Plotting library imported at top level without any availability check or fallback
- **Applies when**: `code` — the script's dependence on a third-party plotting/visualization package decides the outcome on its own.
- **Pattern**: The script opens with a bare top-level `import` of a heavyweight optional package (a ... | Plotting library imported at top level without any availability check or fallback -- `code` — the script's dependence on a third-party plotting/visualization package decides the outcome on its own. | code | mle_onpolicy_v2 | dacode-plot-bar-005#f0 | da-code | da-pool:operational | mle_operational | 9 | Plotting library imported at top level without any availability check or fallback | ### Plotting library imported at top level without any availability check or fallback
- **Applies when**: `code` — the script's dependence on a third-party plotting/visualization package decides the outcome on its own.
- **Pattern**: The script opens with a bare top-level `import` of a heavyweight optional package (a ... |
710f048f94f8 | ### Top-level import of a library the script never needs
- **Applies when**: `code` -- the construct alone decides it; no task-stated size or budget is involved.
- **Pattern**: The script's import block pulls in a heavy optional third-party package (plotting, visualization, stats-extras, ML frameworks) that is never ex... | Top-level import of a library the script never needs -- `code` -- the construct alone decides it; no task-stated size or budget is involved. | code | mle_onpolicy_v2 | dabench-602#f0 | infiagent-dabench | da-pool:operational | mle_operational | 10 | Top-level import of a library the script never needs | ### Top-level import of a library the script never needs
- **Applies when**: `code` -- the construct alone decides it; no task-stated size or budget is involved.
- **Pattern**: The script's import block pulls in a heavy optional third-party package (plotting, visualization, stats-extras, ML frameworks) that is never ex... |
7fc7adb50932 | ### Unbounded ensemble fit on the full training set inside one timed command
- **Applies when**: `code` — the training construct alone determines the cost, regardless of what the task says about data size.
- **Pattern**: A single script fits one or more inherently sequential, CPU-heavy estimators (gradient boosting wit... | Unbounded ensemble fit on the full training set inside one timed command -- `code` — the training construct alone determines the cost, regardless of what the task says about data size. | code | mle_onpolicy_v2 | dacode-ml-competition-008#f0 | da-code | da-pool:operational | mle_operational | 11 | Unbounded ensemble fit on the full training set inside one timed command | ### Unbounded ensemble fit on the full training set inside one timed command
- **Applies when**: `code` — the training construct alone determines the cost, regardless of what the task says about data size.
- **Pattern**: A single script fits one or more inherently sequential, CPU-heavy estimators (gradient boosting wit... |
2d4da1c69f9c | ### Sequentially-fit boosting ensemble trained on the full dataset before any artifact is written
- **Applies when**: `code` — the construct alone decides it: one inherently serial, many-iteration estimator fit over every row of the full input, with the submission write placed after that fit.
- **Pattern**: The script ... | Sequentially-fit boosting ensemble trained on the full dataset before any artifact is written -- `code` — the construct alone decides it: one inherently serial, many-iteration estimator fit over every row of the full input, with the submission write placed after that fit. | code | mle_onpolicy_v2 | dacode-ml-competition-008#f1 | da-code | da-pool:operational | mle_operational | 12 | Sequentially-fit boosting ensemble trained on the full dataset before any artifact is written | ### Sequentially-fit boosting ensemble trained on the full dataset before any artifact is written
- **Applies when**: `code` — the construct alone decides it: one inherently serial, many-iteration estimator fit over every row of the full input, with the submission write placed after that fit.
- **Pattern**: The script ... |
77653bab698a | ### Top-level import of a plotting/extra library that the analysis result does not need
- **Applies when**: `code` — the import statement alone decides the outcome, regardless of task size or budget.
- **Pattern**: The script opens with a module-level `import` of a heavyweight or optional third-party package (plotting,... | Top-level import of a plotting/extra library that the analysis result does not need -- `code` — the import statement alone decides the outcome, regardless of task size or budget. | code | mle_onpolicy_v2 | dabench-209#f0 | infiagent-dabench | da-pool:operational | mle_operational | 13 | Top-level import of a plotting/extra library that the analysis result does not need | ### Top-level import of a plotting/extra library that the analysis result does not need
- **Applies when**: `code` — the import statement alone decides the outcome, regardless of task size or budget.
- **Pattern**: The script opens with a module-level `import` of a heavyweight or optional third-party package (plotting,... |
c3ee3230d9e2 | ### Plotting/analysis dependency imported without ever being established in the environment
- **Applies when**: `code` — the construct alone decides it: the script's first statements bind a third-party library that nothing in the session or the script has shown to be installed.
- **Pattern**: The script (or inline `-c`... | Plotting/analysis dependency imported without ever being established in the environment -- `code` — the construct alone decides it: the script's first statements bind a third-party library that nothing in the session or the script has shown to be installed. | code | mle_onpolicy_v2 | dacode-plot-bar-007#f0 | da-code | da-pool:operational | mle_operational | 14 | Plotting/analysis dependency imported without ever being established in the environment | ### Plotting/analysis dependency imported without ever being established in the environment
- **Applies when**: `code` — the construct alone decides it: the script's first statements bind a third-party library that nothing in the session or the script has shown to be installed.
- **Pattern**: The script (or inline `-c`... |
f21c99768227 | ### Unverified third-party import at top of a first-run script
- **Applies when**: `code` -- the construct (an import of a non-stdlib package that nothing in the session has established) alone decides the outcome.
- **Pattern**: The script's header imports heavy third-party packages (plotting, IO, config-parsing, model... | Unverified third-party import at top of a first-run script -- `code` -- the construct (an import of a non-stdlib package that nothing in the session has established) alone decides the outcome. | code | mle_onpolicy_v2 | dacode-plot-scatter-002#f0 | da-code | da-pool:operational | mle_operational | 15 | Unverified third-party import at top of a first-run script | ### Unverified third-party import at top of a first-run script
- **Applies when**: `code` -- the construct (an import of a non-stdlib package that nothing in the session has established) alone decides the outcome.
- **Pattern**: The script's header imports heavy third-party packages (plotting, IO, config-parsing, model... |
23619419ab0b | ### Top-level import of an auxiliary third-party module never verified in the environment
- **Applies when**: `code` -- the construct alone decides it, visible in the script's import block.
- **Pattern**: The script imports, at module top level, a non-stdlib helper package (e.g. a config/serialization, excel, geo or st... | Top-level import of an auxiliary third-party module never verified in the environment -- `code` -- the construct alone decides it, visible in the script's import block. | code | mle_onpolicy_v2 | dacode-plot-scatter-002#f1 | da-code | da-pool:operational | mle_operational | 16 | Top-level import of an auxiliary third-party module never verified in the environment | ### Top-level import of an auxiliary third-party module never verified in the environment
- **Applies when**: `code` -- the construct alone decides it, visible in the script's import block.
- **Pattern**: The script imports, at module top level, a non-stdlib helper package (e.g. a config/serialization, excel, geo or st... |
91c8e9ab56f8 | ### Numeric routine fed an object-dtype slice from a mixed-type row
- **Applies when**: `code` -- the construct alone decides it; no size or budget information is needed.
- **Pattern**: The script iterates a table row-wise (e.g. `iterrows`/`itertuples`/`.loc[i]`) over a frame that still contains at least one non-numeri... | Numeric routine fed an object-dtype slice from a mixed-type row -- `code` -- the construct alone decides it; no size or budget information is needed. | code | mle_onpolicy_v2 | dabench-252#f0 | infiagent-dabench | da-pool:operational | mle_operational | 17 | Numeric routine fed an object-dtype slice from a mixed-type row | ### Numeric routine fed an object-dtype slice from a mixed-type row
- **Applies when**: `code` -- the construct alone decides it; no size or budget information is needed.
- **Pattern**: The script iterates a table row-wise (e.g. `iterrows`/`itertuples`/`.loc[i]`) over a frame that still contains at least one non-numeri... |
0ed7d138ccc6 | ### Calling a removed/unverified library attribute instead of reading the provided data
- **Applies when**: `code` -- the script's data acquisition rests on a specific function attribute of a third-party client library rather than on files the task supplies.
- **Pattern**: the script reaches for a remote-data helper on... | Calling a removed/unverified library attribute instead of reading the provided data -- `code` -- the script's data acquisition rests on a specific function attribute of a third-party client library rather than on files the task supplies. | code | mle_onpolicy_v2 | dacode-data-sa-043#f3 | da-code | da-pool:operational | mle_operational | 18 | Calling a removed/unverified library attribute instead of reading the provided data | ### Calling a removed/unverified library attribute instead of reading the provided data
- **Applies when**: `code` -- the script's data acquisition rests on a specific function attribute of a third-party client library rather than on files the task supplies.
- **Pattern**: the script reaches for a remote-data helper on... |
3a131fa7f9dc | ### Unused heavyweight import at top of an otherwise self-sufficient script
- **Applies when**: `code` -- the construct alone decides it; a top-level import of a package the script never actually calls.
- **Pattern**: The script's import block includes a third-party library (plotting, visualization, statistical-modelli... | Unused heavyweight import at top of an otherwise self-sufficient script -- `code` -- the construct alone decides it; a top-level import of a package the script never actually calls. | code | mle_onpolicy_v2 | dabench-39#f0 | infiagent-dabench | da-pool:operational | mle_operational | 19 | Unused heavyweight import at top of an otherwise self-sufficient script | ### Unused heavyweight import at top of an otherwise self-sufficient script
- **Applies when**: `code` -- the construct alone decides it; a top-level import of a package the script never actually calls.
- **Pattern**: The script's import block includes a third-party library (plotting, visualization, statistical-modelli... |
027bbebbce83 | ### Top-level import of a library the analysis never uses
- **Applies when**: `code` -- the construct in the script alone decides the outcome, independent of data size or budget.
- **Pattern**: The script's import block pulls in a heavyweight optional third-party package (plotting, visualization, ML, or reporting libra... | Top-level import of a library the analysis never uses -- `code` -- the construct in the script alone decides the outcome, independent of data size or budget. | code | mle_onpolicy_v2 | dabench-652#f0 | infiagent-dabench | da-pool:operational | mle_operational | 20 | Top-level import of a library the analysis never uses | ### Top-level import of a library the analysis never uses
- **Applies when**: `code` -- the construct in the script alone decides the outcome, independent of data size or budget.
- **Pattern**: The script's import block pulls in a heavyweight optional third-party package (plotting, visualization, ML, or reporting libra... |
15b529616169 | ### Third-party import taken on faith at module top
- **Applies when**: `code` — the construct alone decides it: the script's first statements import a third-party package that nothing in the session has shown to exist.
- **Pattern**: The script opens with top-level `import`s of heavyweight optional libraries (plottin... | Third-party import taken on faith at module top -- `code` — the construct alone decides it: the script's first statements import a third-party package that nothing in the session has shown to exist. | code | mle_onpolicy_v2 | dacode-plot-bar-006#f0 | da-code | da-pool:operational | mle_operational | 21 | Third-party import taken on faith at module top | ### Third-party import taken on faith at module top
- **Applies when**: `code` — the construct alone decides it: the script's first statements import a third-party package that nothing in the session has shown to exist.
- **Pattern**: The script opens with top-level `import`s of heavyweight optional libraries (plottin... |
7381c942adea | ### Named import of a metric/utility symbol that the library does not export
- **Applies when**: `code` -- the presence of the import line alone decides the outcome, regardless of data size or budget.
- **Pattern**: A `from <library> import <name>` (or `library.name(...)` attribute use) where `<name>` is a plausible-so... | Named import of a metric/utility symbol that the library does not export -- `code` -- the presence of the import line alone decides the outcome, regardless of data size or budget. | code | mle_onpolicy_v2 | dacode-ml-competition-006#f0 | da-code | da-pool:operational | mle_operational | 22 | Named import of a metric/utility symbol that the library does not export | ### Named import of a metric/utility symbol that the library does not export
- **Applies when**: `code` -- the presence of the import line alone decides the outcome, regardless of data size or budget.
- **Pattern**: A `from <library> import <name>` (or `library.name(...)` attribute use) where `<name>` is a plausible-so... |
856fa9d8822b | ### Unverified third-party imports at module top
- **Applies when**: `code` -- the import block alone decides it, independent of data size or budget.
- **Pattern**: The script opens with top-level `import` statements for third-party packages (plotting, stats, ML, or convenience libraries) whose presence in the runtime ... | Unverified third-party imports at module top -- `code` -- the import block alone decides it, independent of data size or budget. | code | mle_onpolicy_v2 | dacode-plot-pie-005#f0 | da-code | da-pool:operational | mle_operational | 23 | Unverified third-party imports at module top | ### Unverified third-party imports at module top
- **Applies when**: `code` -- the import block alone decides it, independent of data size or budget.
- **Pattern**: The script opens with top-level `import` statements for third-party packages (plotting, stats, ML, or convenience libraries) whose presence in the runtime ... |
6bea3357c954 | ### Unestablished third-party import that the script never uses
- **Applies when**: `code` -- the presence of the import statement alone decides the outcome, independent of any data size or budget.
- **Pattern**: The script's header imports a third-party plotting/stats/ML package in addition to the ones the task's work... | Unestablished third-party import that the script never uses -- `code` -- the presence of the import statement alone decides the outcome, independent of any data size or budget. | code | mle_onpolicy_v2 | dacode-plot-pie-005#f1 | da-code | da-pool:operational | mle_operational | 24 | Unestablished third-party import that the script never uses | ### Unestablished third-party import that the script never uses
- **Applies when**: `code` -- the presence of the import statement alone decides the outcome, independent of any data size or budget.
- **Pattern**: The script's header imports a third-party plotting/stats/ML package in addition to the ones the task's work... |
dd5f4d36615b | ### Invented keyword argument passed to a library function
- **Applies when**: `code` -- the construct (a call passing a keyword the callee does not define) alone decides the outcome.
- **Pattern**: The script calls a third-party API with a keyword argument inferred from the task's prose or from a sibling function ("us... | Invented keyword argument passed to a library function -- `code` -- the construct (a call passing a keyword the callee does not define) alone decides the outcome. | code | mle_onpolicy_v2 | dabench-222#f0 | infiagent-dabench | da-pool:operational | mle_operational | 25 | Invented keyword argument passed to a library function | ### Invented keyword argument passed to a library function
- **Applies when**: `code` -- the construct (a call passing a keyword the callee does not define) alone decides the outcome.
- **Pattern**: The script calls a third-party API with a keyword argument inferred from the task's prose or from a sibling function ("us... |
49cbf48f2ca8 | ### Version-dependent keyword argument passed to a library constructor
- **Applies when**: `code` — the construct alone decides it: an estimator/transformer is instantiated with a keyword that has been deprecated or removed in current releases of the library, with no version check or fallback.
- **Pattern**: The script... | Version-dependent keyword argument passed to a library constructor -- `code` — the construct alone decides it: an estimator/transformer is instantiated with a keyword that has been deprecated or removed in current releases of the library, with no version check or fallback. | code | mle_onpolicy_v2 | dacode-ml-multi-008#f0 | da-code | da-pool:operational | mle_operational | 26 | Version-dependent keyword argument passed to a library constructor | ### Version-dependent keyword argument passed to a library constructor
- **Applies when**: `code` — the construct alone decides it: an estimator/transformer is instantiated with a keyword that has been deprecated or removed in current releases of the library, with no version check or fallback.
- **Pattern**: The script... |
ed2db9849e85 | ### Unverified third-party plotting/utility import at module top
- **Applies when**: `code` -- the construct alone decides it; the import executes before any work happens.
- **Pattern**: The script's top-level import block pulls in a third-party package (plotting backend, YAML/Excel/geo helper, etc.) that no earlier st... | Unverified third-party plotting/utility import at module top -- `code` -- the construct alone decides it; the import executes before any work happens. | code | mle_onpolicy_v2 | dacode-plot-pie-008#f0 | da-code | da-pool:operational | mle_operational | 27 | Unverified third-party plotting/utility import at module top | ### Unverified third-party plotting/utility import at module top
- **Applies when**: `code` -- the construct alone decides it; the import executes before any work happens.
- **Pattern**: The script's top-level import block pulls in a third-party package (plotting backend, YAML/Excel/geo helper, etc.) that no earlier st... |
b2e2cd3f3eda | ### Plotting library imported at module top without being required by the computation
- **Applies when**: `code` — the presence of the unestablished import alone decides the outcome, regardless of task size or budget.
- **Pattern**: The script's header imports a third-party package (typically a plotting/visualization l... | Plotting library imported at module top without being required by the computation -- `code` — the presence of the unestablished import alone decides the outcome, regardless of task size or budget. | code | mle_onpolicy_v2 | dabench-663#f0 | infiagent-dabench | da-pool:operational | mle_operational | 28 | Plotting library imported at module top without being required by the computation | ### Plotting library imported at module top without being required by the computation
- **Applies when**: `code` — the presence of the unestablished import alone decides the outcome, regardless of task size or budget.
- **Pattern**: The script's header imports a third-party package (typically a plotting/visualization l... |
12576f29e7a1 | ### Third-party modelling library imported at top level without any availability check
- **Applies when**: `code` -- the construct alone decides it, because a top-level import of an optional package aborts the script before any work happens.
- **Pattern**: The script imports a non-stdlib, non-core third-party modelling... | Third-party modelling library imported at top level without any availability check -- `code` -- the construct alone decides it, because a top-level import of an optional package aborts the script before any work happens. | code | mle_onpolicy_v2 | dacode-ml-competition-005@s2#f0 | da-code | da-pool:operational | mle_operational | 29 | Third-party modelling library imported at top level without any availability check | ### Third-party modelling library imported at top level without any availability check
- **Applies when**: `code` -- the construct alone decides it, because a top-level import of an optional package aborts the script before any work happens.
- **Pattern**: The script imports a non-stdlib, non-core third-party modelling... |
b54997a09b0c | ### Non-finite values passed into `statistics` module aggregators
- **Applies when**: `code` — the construct alone (a pandas-derived sequence handed to `statistics.stdev`/`mean`/`variance` with no finiteness guard) decides the ending.
- **Pattern**: The script loads a file that it has itself shown to contain missing/bl... | Non-finite values passed into `statistics` module aggregators -- `code` — the construct alone (a pandas-derived sequence handed to `statistics.stdev`/`mean`/`variance` with no finiteness guard) decides the ending. | code | mle_onpolicy_v2 | dabench-662@s2#f0 | infiagent-dabench | da-pool:operational | mle_operational | 30 | Non-finite values passed into `statistics` module aggregators | ### Non-finite values passed into `statistics` module aggregators
- **Applies when**: `code` — the construct alone (a pandas-derived sequence handed to `statistics.stdev`/`mean`/`variance` with no finiteness guard) decides the ending.
- **Pattern**: The script loads a file that it has itself shown to contain missing/bl... |
b15af8b60dd4 | ### Redundant full refits of several heavy ensemble models before any output is written
- **Applies when**: `code` -- the construct alone decides it: the script's total model-fit count and the placement of the single write at the end are both visible in the script.
- **Pattern**: A script trains a dictionary/list of mu... | Redundant full refits of several heavy ensemble models before any output is written -- `code` -- the construct alone decides it: the script's total model-fit count and the placement of the single write at the end are both visible in the script. | code | mle_onpolicy_v2 | dacode-ml-competition-009@s2#f1 | da-code | da-pool:operational | mle_operational | 31 | Redundant full refits of several heavy ensemble models before any output is written | ### Redundant full refits of several heavy ensemble models before any output is written
- **Applies when**: `code` -- the construct alone decides it: the script's total model-fit count and the placement of the single write at the end are both visible in the script.
- **Pattern**: A script trains a dictionary/list of mu... |
48b3e6cca7e0 | ### Third-party import used for a trivial config read, with no availability check or fallback
- **Applies when**: `code` -- the construct alone decides it: the script's first executable dependency is a non-stdlib module that nothing in the session has established.
- **Pattern**: The script opens with `import <third-par... | Third-party import used for a trivial config read, with no availability check or fallback -- `code` -- the construct alone decides it: the script's first executable dependency is a non-stdlib module that nothing in the session has established. | code | mle_onpolicy_v2 | dacode-plot-line-015@s2#f0 | da-code | da-pool:operational | mle_operational | 32 | Third-party import used for a trivial config read, with no availability check or fallback | ### Third-party import used for a trivial config read, with no availability check or fallback
- **Applies when**: `code` -- the construct alone decides it: the script's first executable dependency is a non-stdlib module that nothing in the session has established.
- **Pattern**: The script opens with `import <third-par... |
e5e16934b13b | ### Third-party plotting/analysis import used without any prior evidence it is installed
- **Applies when**: `code` -- the presence of an unverified third-party import at the top of the first executed script alone decides the outcome.
- **Pattern**: The script's very first statements import heavyweight third-party pack... | Third-party plotting/analysis import used without any prior evidence it is installed -- `code` -- the presence of an unverified third-party import at the top of the first executed script alone decides the outcome. | code | mle_onpolicy_v2 | dacode-plot-line-015@s2#f1 | da-code | da-pool:operational | mle_operational | 33 | Third-party plotting/analysis import used without any prior evidence it is installed | ### Third-party plotting/analysis import used without any prior evidence it is installed
- **Applies when**: `code` -- the presence of an unverified third-party import at the top of the first executed script alone decides the outcome.
- **Pattern**: The script's very first statements import heavyweight third-party pack... |
a25e6150f104 | ### Third-party plotting/analysis import taken on faith at module top
- **Applies when**: `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the actual work.
- **Pattern**: The script imports a heavyweight third-party package (plotting, ML, stats, spreadsheet or I/O b... | Third-party plotting/analysis import taken on faith at module top -- `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the actual work. | code | mle_onpolicy_v2 | dacode-plot-line-006@s2#f0 | da-code | da-pool:operational | mle_operational | 34 | Third-party plotting/analysis import taken on faith at module top | ### Third-party plotting/analysis import taken on faith at module top
- **Applies when**: `code` — the script's top-level import list alone decides whether the interpreter reaches line one of the actual work.
- **Pattern**: The script imports a heavyweight third-party package (plotting, ML, stats, spreadsheet or I/O b... |
005dec3c1172 | ### Top-level import of a library the analysis never uses
- **Applies when**: `code` -- the construct alone decides it: an import statement whose module is never referenced by the computation that produces the answer.
- **Pattern**: The script opens with a block of convenience imports (plotting, visualization, statisti... | Top-level import of a library the analysis never uses -- `code` -- the construct alone decides it: an import statement whose module is never referenced by the computation that produces the answer. | code | mle_onpolicy_v2 | dabench-118@s2#f0 | infiagent-dabench | da-pool:operational | mle_operational | 35 | Top-level import of a library the analysis never uses | ### Top-level import of a library the analysis never uses
- **Applies when**: `code` -- the construct alone decides it: an import statement whose module is never referenced by the computation that produces the answer.
- **Pattern**: The script opens with a block of convenience imports (plotting, visualization, statisti... |
76a32752768d | ### Stdlib `statistics` functions fed library-native numeric scalars
- **Applies when**: `code` -- the construct alone decides it, visible wherever a stdlib statistics call receives values taken from a dataframe/array.
- **Pattern**: The script extracts a numeric sequence out of a third-party tabular/array library (e.g... | Stdlib `statistics` functions fed library-native numeric scalars -- `code` -- the construct alone decides it, visible wherever a stdlib statistics call receives values taken from a dataframe/array. | code | mle_onpolicy_v2 | dabench-643@s2#f0 | infiagent-dabench | da-pool:operational | mle_operational | 36 | Stdlib `statistics` functions fed library-native numeric scalars | ### Stdlib `statistics` functions fed library-native numeric scalars
- **Applies when**: `code` -- the construct alone decides it, visible wherever a stdlib statistics call receives values taken from a dataframe/array.
- **Pattern**: The script extracts a numeric sequence out of a third-party tabular/array library (e.g... |
172d71c1a5b2 | ### Top-level import of an optional library used only for incidental output
- **Applies when**: `code` -- the presence of the import alone decides the outcome, regardless of data size or budget.
- **Pattern**: The script imports a third-party package at module top level (commonly a plotting, visualization, or reporting... | Top-level import of an optional library used only for incidental output -- `code` -- the presence of the import alone decides the outcome, regardless of data size or budget. | code | mle_onpolicy_v2 | dabench-449@s2#f1 | infiagent-dabench | da-pool:operational | mle_operational | 37 | Top-level import of an optional library used only for incidental output | ### Top-level import of an optional library used only for incidental output
- **Applies when**: `code` -- the presence of the import alone decides the outcome, regardless of data size or budget.
- **Pattern**: The script imports a third-party package at module top level (commonly a plotting, visualization, or reporting... |
96b435b7a708 | ### Monolithic fit chain whose slowest single-threaded estimator precedes the only artifact write
- **Applies when**: `code` — the construct alone decides it: several full-data model fits are chained in one script and the output file is written only after the last one returns.
- **Pattern**: The script trains two or mo... | Monolithic fit chain whose slowest single-threaded estimator precedes the only artifact write -- `code` — the construct alone decides it: several full-data model fits are chained in one script and the output file is written only after the last one returns. | code | mle_onpolicy_v2 | dacode-ml-competition-008@s2#f0 | da-code | da-pool:operational | mle_operational | 38 | Monolithic fit chain whose slowest single-threaded estimator precedes the only artifact write | ### Monolithic fit chain whose slowest single-threaded estimator precedes the only artifact write
- **Applies when**: `code` — the construct alone decides it: several full-data model fits are chained in one script and the output file is written only after the last one returns.
- **Pattern**: The script trains two or mo... |
d3f65900b183 | ### Sequential ensemble fit on the full dataset inside a short command timeout
- **Applies when**: `task` — requires the run's wall-clock bound (an explicit `timeout`/budget) plus the row count of the training file the task supplies.
- **Pattern**: The script fits an inherently sequential, un-parallelizable ensemble (e... | Sequential ensemble fit on the full dataset inside a short command timeout -- `task` — requires the run's wall-clock bound (an explicit `timeout`/budget) plus the row count of the training file the task supplies. | task | mle_onpolicy_v2 | dacode-ml-competition-008@s2#f1 | da-code | da-pool:operational | mle_operational | 39 | Sequential ensemble fit on the full dataset inside a short command timeout | ### Sequential ensemble fit on the full dataset inside a short command timeout
- **Applies when**: `task` — requires the run's wall-clock bound (an explicit `timeout`/budget) plus the row count of the training file the task supplies.
- **Pattern**: The script fits an inherently sequential, un-parallelizable ensemble (e... |
18fb41975ee7 | ### Unverified third-party library import in the first script run
- **Applies when**: `code` -- the construct alone decides it, since the import executes before any work.
- **Pattern**: The script's top-level imports include a heavy third-party package (plotting, ML, or parsing library) that the agent has never exercis... | Unverified third-party library import in the first script run -- `code` -- the construct alone decides it, since the import executes before any work. | code | mle_onpolicy_v2 | dacode-plot-bar-007@s2#f0 | da-code | da-pool:operational | mle_operational | 40 | Unverified third-party library import in the first script run | ### Unverified third-party library import in the first script run
- **Applies when**: `code` -- the construct alone decides it, since the import executes before any work.
- **Pattern**: The script's top-level imports include a heavy third-party package (plotting, ML, or parsing library) that the agent has never exercis... |
6c085da1b722 | ### Pandas-only attribute invoked on a plain NumPy array returned by a numeric helper
- **Applies when**: `code` -- the construct alone decides it, visible wherever a value produced by a NumPy/SciPy function is later used as if it were a Series or DataFrame.
- **Pattern**: The script passes a Series into a routine that... | Pandas-only attribute invoked on a plain NumPy array returned by a numeric helper -- `code` -- the construct alone decides it, visible wherever a value produced by a NumPy/SciPy function is later used as if it were a Series or DataFrame. | code | mle_onpolicy_v2 | dabench-604@s2#f0 | infiagent-dabench | da-pool:operational | mle_operational | 41 | Pandas-only attribute invoked on a plain NumPy array returned by a numeric helper | ### Pandas-only attribute invoked on a plain NumPy array returned by a numeric helper
- **Applies when**: `code` -- the construct alone decides it, visible wherever a value produced by a NumPy/SciPy function is later used as if it were a Series or DataFrame.
- **Pattern**: The script passes a Series into a routine that... |
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