Datasets:
Tasks:
Tabular Classification
Modalities:
Tabular
Formats:
csv
Languages:
English
Size:
< 1K
Tags:
economics
slackflation
computational-economics
macroeconomics-monetary-policy
emerging-terminology
License:
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id int64 1 200 | quarter int64 1 40 | unemployment_gap float64 -1.68 2.92 | vacancy_rate float64 2.25 6.49 | nominal_wage_growth float64 2.5 4.75 | inflation_expectations float64 0.87 4.57 | import_cost_shock float64 -1.05 1.39 | productivity_growth float64 -0.03 3.99 | core_inflation float64 2.06 3.74 | slackflation_index float64 0.3 0.73 |
|---|---|---|---|---|---|---|---|---|---|
1 | 10 | -0.084092 | 4.715804 | 3.684599 | 2.861259 | -0.380255 | 1.849251 | 2.9129 | 0.461802 |
2 | 22 | 1.885006 | 6.491368 | 4.110515 | 2.260837 | -0.049665 | 0.072061 | 2.760716 | 0.64554 |
3 | 3 | 0.805337 | 3.895322 | 3.226955 | 2.927585 | 0.300749 | 1.049885 | 3.191701 | 0.522172 |
4 | 15 | 0.025993 | 4.709483 | 3.620199 | 2.875619 | 1.081003 | 1.484007 | 3.109767 | 0.576255 |
5 | 17 | 1.696747 | 4.266568 | 3.07983 | 2.647335 | 0.200455 | 2.504123 | 2.715206 | 0.476392 |
6 | 26 | 0.668082 | 4.458983 | 3.362526 | 2.689063 | 0.202973 | 1.778879 | 3.033245 | 0.497385 |
7 | 35 | 0.643275 | 3.907859 | 3.055384 | 2.516935 | 0.407873 | 1.498415 | 2.633789 | 0.450933 |
8 | 40 | 1.565198 | 5.309773 | 3.757109 | 2.440643 | 0.491438 | 1.735773 | 2.787601 | 0.579449 |
9 | 40 | 0.142032 | 4.407126 | 3.699829 | 2.143212 | -0.294855 | 1.687277 | 2.671671 | 0.422252 |
10 | 19 | 2.532082 | 4.590116 | 3.488399 | 2.324233 | -0.05771 | 1.424001 | 2.562048 | 0.532531 |
11 | 9 | 1.30468 | 2.248635 | 2.717211 | 3.411295 | 1.07169 | 1.436735 | 2.797858 | 0.507002 |
12 | 25 | 1.767416 | 4.382096 | 3.300607 | 2.460933 | 0.491057 | 1.727621 | 2.769241 | 0.528997 |
13 | 38 | 2.05697 | 3.756764 | 2.975122 | 1.717599 | -0.044244 | 0.398211 | 2.530632 | 0.445882 |
14 | 13 | -0.796748 | 2.589373 | 2.935305 | 2.904545 | 0.781048 | 2.461937 | 2.941886 | 0.384866 |
15 | 19 | 0.250382 | 4.77566 | 3.163389 | 3.559582 | 1.376852 | 1.819404 | 3.731685 | 0.632098 |
16 | 16 | 1.029773 | 4.4916 | 3.338069 | 2.80706 | 0.360476 | 2.503373 | 2.764556 | 0.496545 |
17 | 36 | 1.984507 | 5.567663 | 4.246043 | 1.80747 | 0.082142 | 3.178112 | 2.76502 | 0.539974 |
18 | 4 | 1.814199 | 5.209825 | 3.454367 | 2.741779 | 0.536423 | 0.31565 | 2.91048 | 0.625245 |
19 | 8 | 0.391232 | 5.732768 | 3.939614 | 3.736235 | 0.254564 | 1.574444 | 3.035174 | 0.628906 |
20 | 26 | 1.24258 | 5.365899 | 3.860518 | 2.106282 | 0.06726 | 0.665874 | 2.928643 | 0.56329 |
21 | 34 | 0.742076 | 5.736357 | 4.584158 | 3.613033 | -0.585556 | 1.518806 | 3.476477 | 0.649483 |
22 | 31 | -0.004027 | 4.143143 | 3.494293 | 3.670275 | 0.708251 | 1.415513 | 3.716112 | 0.599364 |
23 | 30 | 2.145125 | 5.79553 | 3.670857 | 3.437056 | 0.331351 | 0.980994 | 2.94764 | 0.679599 |
24 | 12 | 0.139718 | 4.418675 | 3.495818 | 2.774804 | 0.133175 | 1.702344 | 2.439436 | 0.458665 |
25 | 33 | 0.101236 | 3.359275 | 3.346578 | 2.512573 | 0.537166 | 0.805219 | 2.729826 | 0.465017 |
26 | 11 | 1.137529 | 5.163232 | 3.882061 | 2.615581 | -0.175323 | 0.659026 | 3.259652 | 0.582646 |
27 | 10 | 1.777013 | 4.816855 | 3.261181 | 2.054965 | 0.307239 | 0.338532 | 2.410503 | 0.522292 |
28 | 10 | 1.211115 | 4.697247 | 3.903109 | 1.791193 | 0.494577 | 1.556324 | 2.719896 | 0.524969 |
29 | 27 | 0.853991 | 4.027474 | 3.123535 | 2.907665 | 0.529986 | 1.805649 | 2.941959 | 0.50363 |
30 | 26 | 1.655954 | 3.98052 | 2.770343 | 2.565127 | 0.078807 | 2.136252 | 2.609884 | 0.436367 |
31 | 10 | 0.293318 | 2.938863 | 2.988652 | 4.03999 | 0.470847 | 1.83044 | 3.559697 | 0.527577 |
32 | 21 | 1.419289 | 4.773035 | 3.429293 | 2.881208 | 0.388533 | 1.631008 | 2.668545 | 0.549219 |
33 | 9 | 0.607389 | 5.184146 | 3.49373 | 2.110529 | 0.326317 | 1.886247 | 2.482754 | 0.472666 |
34 | 33 | -1.014109 | 4.864552 | 4.092905 | 2.165698 | 0.060883 | 1.475992 | 2.800029 | 0.45384 |
35 | 37 | 0.007381 | 4.989052 | 3.74533 | 0.870565 | -0.687902 | 0.605196 | 2.064725 | 0.340032 |
36 | 20 | 1.229506 | 5.045309 | 3.546816 | 3.720035 | 0.422715 | 2.175015 | 3.337547 | 0.623914 |
37 | 28 | 1.82707 | 5.585286 | 3.723348 | 2.871783 | 1.212562 | 1.231864 | 3.181179 | 0.696954 |
38 | 10 | 1.103871 | 2.405025 | 2.781658 | 2.722821 | 0.288154 | 2.02654 | 2.850787 | 0.40748 |
39 | 29 | 0.357881 | 3.558867 | 3.36965 | 2.89412 | 1.219559 | 0.403054 | 2.946677 | 0.568025 |
40 | 33 | 2.660738 | 3.740564 | 2.984686 | 2.338734 | -0.62968 | 1.763583 | 2.400205 | 0.424812 |
41 | 17 | 1.135308 | 4.439911 | 3.565388 | 3.711828 | 1.157514 | 1.312481 | 3.029034 | 0.658799 |
42 | 3 | 2.285365 | 4.652216 | 3.387104 | 2.908646 | 0.1115 | 1.349547 | 2.837572 | 0.575125 |
43 | 12 | 1.124056 | 3.551994 | 3.576649 | 2.947956 | 0.519237 | 1.225954 | 3.069324 | 0.555024 |
44 | 5 | 1.085203 | 4.467038 | 3.58652 | 3.281354 | 0.46212 | 1.419662 | 3.27577 | 0.599431 |
45 | 23 | 2.918249 | 4.297784 | 2.776891 | 2.596198 | -0.062969 | 1.009222 | 2.260566 | 0.498966 |
46 | 27 | 0.771442 | 4.095001 | 3.365 | 3.13985 | 0.160964 | 1.830988 | 2.963222 | 0.508308 |
47 | 35 | 1.984468 | 4.100158 | 3.388561 | 3.898235 | 0.56407 | 1.220338 | 3.235108 | 0.653208 |
48 | 35 | 1.310437 | 3.430855 | 3.00709 | 2.741781 | 0.263321 | 0.524751 | 2.517512 | 0.481489 |
49 | 37 | 0.387676 | 5.772606 | 3.604864 | 2.952046 | 0.573472 | 1.05245 | 2.972706 | 0.594494 |
50 | 5 | 1.197183 | 4.374125 | 3.866995 | 2.688762 | -0.051099 | 1.293743 | 2.497555 | 0.521467 |
51 | 32 | 0.08406 | 4.192848 | 3.40633 | 2.504895 | 0.136403 | 0.418348 | 2.820594 | 0.479498 |
52 | 37 | 1.851706 | 5.433305 | 4.21746 | 2.789257 | 0.116822 | 0.812617 | 2.820817 | 0.645859 |
53 | 39 | -0.071382 | 4.309686 | 3.642581 | 2.732639 | 0.604594 | 1.897571 | 3.250143 | 0.52023 |
54 | 13 | -0.986653 | 5.765854 | 3.98644 | 2.454533 | 0.380328 | 1.986635 | 3.234639 | 0.517414 |
55 | 40 | 0.897771 | 3.198552 | 3.134879 | 2.842107 | -0.300111 | 3.985871 | 2.369147 | 0.343203 |
56 | 3 | 1.342026 | 4.037106 | 3.568189 | 2.636118 | -0.494148 | 0.734127 | 2.613739 | 0.483946 |
57 | 39 | 0.724549 | 5.180554 | 3.886035 | 3.568501 | -0.092576 | 1.45397 | 3.063777 | 0.595085 |
58 | 3 | 0.689782 | 3.216127 | 3.359839 | 2.757842 | 0.54875 | 0.880207 | 2.841253 | 0.502433 |
59 | 11 | 0.180096 | 5.035194 | 3.888535 | 2.637429 | 0.385758 | 1.636139 | 2.826839 | 0.534922 |
60 | 29 | 1.175696 | 3.719543 | 3.350603 | 2.160401 | -0.058333 | 1.252703 | 2.498794 | 0.437341 |
61 | 3 | 2.493892 | 4.93074 | 3.526051 | 2.718098 | -1.053333 | 1.894989 | 2.444871 | 0.482178 |
62 | 36 | 0.060366 | 5.56135 | 3.412977 | 2.582793 | -0.096301 | 1.621043 | 2.903302 | 0.480757 |
63 | 37 | 0.680134 | 6.156741 | 3.82128 | 3.147851 | 0.708786 | 1.894769 | 3.260931 | 0.644485 |
64 | 27 | 1.985785 | 3.997395 | 3.080637 | 2.739747 | 0.832589 | 1.578805 | 3.073943 | 0.56669 |
65 | 26 | 0.898889 | 3.643406 | 3.604566 | 2.359462 | 0.434837 | 2.407397 | 2.772153 | 0.469823 |
66 | 11 | 0.353319 | 3.783662 | 3.42187 | 2.909159 | 0.563879 | 0.816542 | 3.086916 | 0.532236 |
67 | 27 | 2.193436 | 4.578562 | 3.665786 | 2.611422 | 0.409916 | 1.904815 | 2.753921 | 0.574936 |
68 | 21 | 0.544209 | 4.537274 | 2.95743 | 2.887551 | -0.682788 | 1.406612 | 2.379833 | 0.396696 |
69 | 26 | 1.954545 | 5.372158 | 3.933754 | 2.737778 | 0.552217 | 1.719935 | 2.745546 | 0.627475 |
70 | 40 | 2.600013 | 3.575449 | 3.320578 | 3.230143 | 0.430498 | 0.756535 | 2.911989 | 0.60883 |
71 | 13 | 1.527686 | 3.692594 | 2.582901 | 3.37129 | 0.166866 | 1.607757 | 3.037418 | 0.492807 |
72 | 22 | 0.57651 | 3.443291 | 2.702249 | 3.834385 | 0.167139 | 2.433452 | 2.70969 | 0.445898 |
73 | 40 | 1.235466 | 5.678523 | 4.064906 | 3.298761 | 0.706961 | 2.374967 | 3.530633 | 0.679034 |
74 | 40 | -0.441035 | 3.539044 | 3.359795 | 3.642136 | 0.27899 | 1.495855 | 2.971595 | 0.4884 |
75 | 27 | 0.587688 | 4.81244 | 3.90694 | 2.992086 | 0.484865 | 0.259473 | 3.089321 | 0.618361 |
76 | 12 | 1.564803 | 4.441549 | 3.604067 | 2.809838 | -0.129224 | 0.79889 | 2.65445 | 0.540277 |
77 | 40 | 0.261763 | 4.723837 | 3.998506 | 2.70259 | 0.66398 | 1.55592 | 3.149962 | 0.576319 |
78 | 17 | -1.680976 | 3.08579 | 3.460904 | 1.810057 | -0.109777 | 1.169561 | 2.843269 | 0.311681 |
79 | 36 | 0.642461 | 4.233336 | 3.401631 | 2.654873 | 0.774511 | 0.685682 | 3.041593 | 0.555948 |
80 | 5 | 0.149523 | 5.172042 | 3.240498 | 2.103969 | 0.179013 | 1.413007 | 2.417833 | 0.43504 |
81 | 27 | 0.616411 | 5.488604 | 4.19529 | 2.977741 | 0.183362 | 1.034096 | 3.292623 | 0.629083 |
82 | 16 | 0.603514 | 4.368335 | 3.741365 | 3.248288 | -0.345117 | 0.969579 | 3.120536 | 0.537981 |
83 | 34 | 0.631806 | 4.078325 | 3.685007 | 3.007586 | 0.260122 | 1.358721 | 3.22294 | 0.548669 |
84 | 3 | 2.460126 | 5.034755 | 3.6632 | 2.631181 | 0.271394 | 1.3075 | 2.676984 | 0.601283 |
85 | 17 | 1.177669 | 3.248933 | 2.96451 | 3.683997 | 0.210697 | 1.120584 | 3.287363 | 0.537603 |
86 | 28 | 0.182831 | 4.675381 | 3.67967 | 2.607162 | 0.115418 | 1.021477 | 2.78387 | 0.503882 |
87 | 18 | 0.643671 | 4.206757 | 3.277801 | 3.152413 | 0.556383 | 0.764913 | 3.123693 | 0.561013 |
88 | 7 | 2.788994 | 5.002265 | 3.891942 | 2.374921 | 0.021587 | 1.60101 | 2.663868 | 0.591388 |
89 | 22 | 0.737192 | 4.256592 | 3.012217 | 3.255504 | -0.213558 | 2.028787 | 2.709993 | 0.451124 |
90 | 7 | 0.843521 | 4.28278 | 3.652559 | 3.412245 | -0.114351 | 1.270445 | 3.049294 | 0.551709 |
91 | 5 | 0.747351 | 6.119671 | 3.96043 | 2.316369 | 0.394942 | 1.278961 | 2.991902 | 0.592925 |
92 | 1 | 0.874083 | 4.076123 | 3.43542 | 2.907581 | 0.391612 | 0.836656 | 3.00888 | 0.546265 |
93 | 21 | 0.487892 | 2.991934 | 2.772359 | 3.05859 | 0.400035 | 0.00589 | 2.827989 | 0.473993 |
94 | 9 | 0.37023 | 5.255257 | 4.062844 | 2.668942 | 0.073297 | 1.215738 | 3.163785 | 0.568824 |
95 | 9 | -1.067802 | 5.187941 | 4.305112 | 2.435834 | 0.019465 | 1.90256 | 3.048774 | 0.489179 |
96 | 29 | 1.29092 | 3.873678 | 3.369984 | 2.510168 | 0.185668 | 0.739378 | 3.07244 | 0.522668 |
97 | 20 | 1.08702 | 4.331578 | 3.281075 | 3.42929 | -0.585484 | 1.506116 | 2.38763 | 0.468756 |
98 | 24 | 0.619846 | 6.352266 | 4.179029 | 2.478921 | -0.231162 | 1.715722 | 3.124163 | 0.573356 |
99 | 24 | 0.958257 | 6.066036 | 3.666409 | 2.811873 | 0.050137 | 0.953757 | 3.029873 | 0.592861 |
100 | 31 | 0.75719 | 4.551219 | 3.878815 | 3.109654 | 0.302248 | 2.698961 | 2.880228 | 0.539312 |
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Slackflation Economics Dataset
Dataset Description
Summary
Synthetic 200-row dataset for Slackflation measurement and computational experiments.
Supported Tasks
- Economic analysis
- Macroeconomics / Monetary Policy research
- Computational economics
Languages
- English (metadata and documentation)
- Python (code examples)
Dataset Structure
Data Fields
id: Unique observation idquarter: Synthetic quarterunemployment_gap: Gap from neutral unemploymentvacancy_rate: Job vacancy ratenominal_wage_growth: Nominal wage growthinflation_expectations: One-year inflation expectationsimport_cost_shock: Imported cost shock proxyproductivity_growth: Labor productivity growthcore_inflation: Core inflationslackflation_index: Composite term index
Data Splits
- Full dataset: 200 examples
Dataset Creation
Source Data
Synthetic data generated for demonstrating Slackflation applications.
Data Generation
Channels are sampled from controlled distributions with correlated structure. The term index is computed from normalized channels and directional weights.
Considerations
Social Impact
Research-only synthetic data for method development and reproducibility testing.
Additional Information
Licensing
MIT License - free for academic and commercial use.
Citation
@dataset{slackflation2026, title={{Slackflation Economics Dataset}}, author={{Economic Research Collective}}, year={{2026}} }
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