diff --git a/.travis.yml b/.travis.yml index d7e9140..1c3d9f2 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,33 +1,11 @@ -language: python -python: - - "3.6" -cache: - - pip - - yarn +language: node_js +node_js: 12 +cache: yarn before_install: - # install conda - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh; - bash miniconda.sh -b -p $HOME/miniconda - export PATH="$HOME/miniconda/bin:$PATH" - hash -r - conda config --set always_yes yes --set changeps1 no - conda update -q conda - # install yarn - - curl -o- -L https://yarnpkg.com/install.sh | bash -s -- --version 1.12.1 - - export PATH="$HOME/.yarn/bin:$PATH" - # Useful for debugging any issues with conda - - conda info -a -install: - - yarn - - yarn --cwd js - - conda create -q -n test-environment python=$TRAVIS_PYTHON_VERSION coveralls - - source activate test-environment - # now we are in an environment - conda install -c potassco clingo - - pip install -r requirements.txt - - pip install -e . -script: - - yarn --cwd js build - - python setup.py test -after_success: - - coveralls diff --git a/MANIFEST.in b/MANIFEST.in deleted file mode 100644 index 9f664c1..0000000 --- a/MANIFEST.in +++ /dev/null @@ -1,10 +0,0 @@ -include asp/*.lp -include js/bin/* -include js/build/draco.js* -include LICENSE -include README.md - -exclude *.json -exclude *.lp -exclude *.sh -exclude yarn.lock diff --git a/README.md b/README.md index aa828cf..da38c2e 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ # Formalizing Visualization Design Knowledge as Constraints -[![Build Status](https://travis-ci.org/uwdata/draco.svg?branch=master)](https://travis-ci.org/uwdata/draco) +[![Build Status](https://travis-ci.org/uwdata/draco.svg?branch=ndraco)](https://travis-ci.org/uwdata/draco) [![Coverage Status](https://coveralls.io/repos/github/uwdata/draco/badge.svg?branch=master)](https://coveralls.io/github/uwdata/draco?branch=master) [![PyPi](https://img.shields.io/pypi/v/draco.svg)](https://pypi.org/project/draco/) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/ambv/black) diff --git a/asp/Readme.md b/asp/Readme.md deleted file mode 100644 index c435b21..0000000 --- a/asp/Readme.md +++ /dev/null @@ -1,252 +0,0 @@ -# Draco Knowledge Base - -This directory contains the Draco knowledge base as [answer set programs](https://en.wikipedia.org/wiki/Answer_set_programming). These files can be used with the Draco Python and JavaScript Libraries. - -## Draco ASP files - -* `define.lp` declares the domains to visualization attributes and defines useful helper functions. You almost definitely want this file. -* `generate.lp` sets up the search space. -* `hard.lp` restricts the search space to only well-formed and expressive specifications. -* `soft.lp` defines soft constraints in the form of `violation/1` and `violation/2` predicates. By themselves, these predicates don't change the search. -* `weights.lp` declares default (hand tuned) weights similar to those in CompassQL. There is one constant for each rule in `soft.lp`. We use this file to generate `assign_weights.lp`. -* `learned_weights.lp` declares the weights learned form experimental data as described in the paper. -* `assign_weights.lp` uses `violation_weight/2` to assign every `violation` predicate a weight. These weights usually come from `weights.lp`. This file is generated from `weights.lp`. -* `optimize.lp` defined the minimization function. -* `output.lp` declares which predicates should be shown when an answer set is printed. - -## Helper collections - -* `_all.lp` collects all files necessary to find optimal encodings with Draco -* `_validate.lp` uses Draco to validate an encoding. Only applies hard constraints (well-formedness and expressiveness). -* `_violations.lp` uses Draco to find violations of soft constraints. This is essentially Draco without optimization. -* `_apt.lp` applies Draco-APT -* `_kim2018.lp` applies Draco-Learn to the visualization of the form that Kim et al. evaluated. Uses `weights_learned.lp` and `kim2018.lp`. -* `_saket2018.lp` applies Draco-Learn to the visualization of the form that Saket et al. evaluated. Uses `weights_learned.lp` and `saket2018.lp`. - -## Usage - -Call `clingo` on these files to use Draco for automated visualization design, validation, or exploring the space of possible encodings. You can either use the provided weight files (`weights.lp` or `learned_weights.lp`) or provide/override weights by passing `-c NAME=WEIGHT` to Clingo. Use `--quiet` to reduce noise in the output, `--project` to only show distinctively different encodings, `-n` to limit the number of generated encodings, and `--warn=no-atom-undefined` to silence warnings. For a full list of command line options, read the guide at https://github.com/potassco/guide/releases/download/v2.1.0/guide.pdf. - -## Examples - -### Encoding with two quantitative fields - -Draco uses point marks for encoding with two quantitative fields. This creates a scatterplot. - -``` -$ clingo asp/_all.lp asp/examples/scatter.lp --quiet=1 -clingo version 5.2.2 -Reading from asp/_all.lp ... -Solving... -Answer: 55 -violation(encoding,e0) violation(encoding,e1) violation(encoding_field,e0) violation(encoding_field,e1) field(e0,acceleration) field(e1,horsepower) channel(e0,x) channel(e1,y) type(e0,quantitative) type(e1,quantitative) zero(e0) zero(e1) mark(point) violation(c_c_point,_placeholder) violation(type_q,e0) violation(type_q,e1) violation(continuous_x,e0) violation(continuous_y,e1) -Optimization: 12 -OPTIMUM FOUND - -Models : 55 - Optimum : yes -Optimization : 12 -Calls : 1 -Time : 0.215s (Solving: 0.02s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.112s -``` - -### Strip plot from incomplete data - -In this query, we only specify that we want to use a quantitative field. Draco synthesizes a strip plot with the tick mark. - -``` -$ clingo asp/_all.lp asp/examples/strip.lp --quiet=1 -clingo version 5.2.2 -Reading from asp/_all.lp ... -Solving... -Answer: 9 -field(e0,horsepower) type(e0,quantitative) violation(encoding,e0) violation(encoding_field,e0) violation(type_q,e0) channel(e0,x) zero(e0) mark(tick) violation(c_d_tick,_placeholder) violation(continuous_x,e0) -Optimization: 6 -OPTIMUM FOUND - -Models : 9 - Optimum : yes -Optimization : 6 -Calls : 1 -Time : 0.194s (Solving: 0.02s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.117s -``` - -### Histogram from incomplete specification - -In the query, we only specify that we want to use a binned field. Draco completes the rest. - -``` -$ clingo asp/_all.lp asp/examples/histogram.lp --quiet=1 -clingo version 5.2.2 -Reading from asp/_all.lp ... -Solving... -Answer: 4 -channel(e0,x) field(e0,horsepower) violation(encoding,e0) violation(encoding_field,e0) bin(e0,10) channel(5,y) type(e0,quantitative) type(5,quantitative) aggregate(5,count) zero(5) mark(bar) violation(c_d_no_overlap_bar,_placeholder) violation(aggregate,5) violation(bin,e0) violation(encoding,5) violation(type_q,e0) violation(type_q,5) violation(continuous_y,5) violation(ordered_x,e0) violation(aggregate_count,5) -Optimization: 13 -OPTIMUM FOUND - -Models : 4 - Optimum : yes -Optimization : 13 -Calls : 1 -Time : 0.127s (Solving: 0.00s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.076s -``` - -### APT demo - -``` -$ clingo asp/_apt.lp asp/examples/apt.lp --opt-mode=optN --quiet=1 --project -c max_extra_encs=0 --warn=no-atom-undefined -clingo version 5.2.2 -Reading from asp/_apt.lp ... -Solving... -Answer: 1 -mark(point) channel(e0,x) channel(e1,y) channel(e2,color) channel(e3,size) -Optimization: 1 1 2 3 -Answer: 2 -mark(point) channel(e0,y) channel(e1,x) channel(e2,color) channel(e3,size) -Optimization: 1 1 2 3 -OPTIMUM FOUND - -Models : 9 - Optimum : yes - Optimal : 2 -Optimization : 1 1 2 3 -Calls : 1 -Time : 0.127s (Solving: 0.01s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.080s -``` - -### Use Draco with learned weights - -Instead of using Draco with default weights, we use Draco with learned weights. - -#### Kim et al. 2018 demo - -Here, we query for the optimal specification within the space that was studies by Kim et al. - -``` -$ clingo asp/_kim2018.lp asp/examples/kim2018.lp --opt-mode=optN --quiet=1 --project -clingo version 5.2.2 -Reading from asp/_kim2018.lp ... -Solving... -Answer: 1 -mark(point) channel(enc_n,x) channel(enc_q1,y) channel(enc_q2,color) -Optimization: -259 -OPTIMUM FOUND - -Models : 6 - Optimum : yes -Optimization : -259 -Calls : 1 -Time : 0.156s (Solving: 0.00s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.091s -``` - -#### Saket et al. 2018 demo - -Similar to above but for Saket at al. - -``` -$ clingo asp/_saket2018.lp asp/examples/saket2018.lp --opt-mode=optN --quiet=1 --project -clingo version 5.2.2 -Reading from asp/_saket2018.lp ... -Solving... -Answer: 1 -channel(e0,y) channel(e1,x) mark(line) -Optimization: -1289 -OPTIMUM FOUND - -Models : 4 - Optimum : yes -Optimization : -1289 -Calls : 1 -Time : 0.120s (Solving: 0.00s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.105s -``` - -## Use Draco to find violations of soft constraints - -``` -$ clingo asp/_violations.lp asp/examples/valid.lp --warn=no-atom-undefined -clingo version 5.2.2 -Reading from asp/_violations.lp ... -Solving... -Answer: 1 -violation(c_c_point,_placeholder) violation(encoding,e0) violation(encoding,e1) violation(encoding_field,e0) violation(encoding_field,e1) violation(type_q,e0) violation(type_q,e1) violation(continuous_x,e0) violation(continuous_y,e1) -SATISFIABLE - -Models : 1 -Calls : 1 -Time : 0.050s (Solving: 0.00s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.044s -``` - -## Use Draco find validate an encoding - -Here, we test an encoding that is invalid as it tries to encode a string field as quantitative. - -``` -$ clingo asp/_validate.lp asp/examples/invalid.lp --warn=no-atom-undefined -clingo version 5.2.2 -Reading from asp/_validate.lp ... -Solving... -UNSATISFIABLE - -Models : 0 -Calls : 1 -Time : 0.019s (Solving: 0.00s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.018s -``` - -## Enumerate a design space - -We can use Draco to enumerate all specifications within some space. For example, we might want to see all visualizations that could be created for some dataset with the space of the study from Kim et al. The command line option `-n 0` tells Clingo to print all answer sets. - -``` -$ clingo asp/_enumerate.lp asp/kim2018.lp asp/examples/data.lp -n 0 --project -clingo version 5.2.2 -Reading from asp/_enumerate.lp ... -Solving... -Answer: 1 -channel(3,x) channel(5,y) mark(point) type(3,quantitative) zero(3) type(5,quantitative) zero(5) type(4,nominal) channel(4,color) field(3,q1) field(5,q2) field(4,o1) -Answer: 2 -channel(3,x) channel(5,y) mark(point) type(3,quantitative) zero(3) type(5,quantitative) zero(5) type(4,nominal) channel(4,color) field(5,q1) field(3,q2) field(4,o1) -Answer: 3 -channel(3,x) channel(5,y) mark(point) type(3,quantitative) zero(3) type(5,quantitative) zero(5) type(4,nominal) channel(4,color) field(4,q1) field(5,q1) field(3,q2) -... [omitted output] -channel(5,x) channel(4,y) mark(point) type(4,quantitative) zero(4) type(5,quantitative) zero(5) type(3,nominal) channel(3,color) field(3,q1) field(4,q1) field(5,q2) -Answer: 490 -channel(5,x) channel(4,y) mark(point) type(4,quantitative) zero(4) type(5,quantitative) zero(5) type(3,nominal) channel(3,row) field(3,q1) field(4,q1) field(5,q2) -Answer: 491 -channel(5,x) channel(4,y) mark(point) type(3,quantitative) zero(3) type(4,quantitative) zero(4) type(5,nominal) channel(3,color) field(3,q1) field(4,q1) field(5,q2) -Answer: 492 -channel(5,x) channel(4,y) mark(point) type(3,quantitative) zero(3) type(4,quantitative) zero(4) type(5,nominal) channel(3,size) field(3,q1) field(4,q1) field(5,q2) -SATISFIABLE - -Models : 492 -Calls : 1 -Time : 0.651s (Solving: 0.59s 1st Model: 0.00s Unsat: 0.00s) -CPU Time : 0.086s -``` - -## Benchmark - -Here, we use Draco to find the optimal specification with 5 encodings for a dataset with 24 fields. On a 2014 MBP, Clingo finds the optimal answer in less than half a second. - -``` -$ clingo asp/_all.lp asp/examples/benchmark.lp --quiet=2 --warn=no-atom-undefined -c max_extra_encs=0 -clingo version 5.2.2 -Reading from asp/_all.lp ... -Solving... -OPTIMUM FOUND - -Models : 29 - Optimum : yes -Optimization : 37 -Calls : 1 -Time : 0.216s (Solving: 0.12s 1st Model: 0.00s Unsat: 0.12s) -CPU Time : 0.166s -``` diff --git a/asp/_all.lp b/asp/_all.lp deleted file mode 100644 index a209ed8..0000000 --- a/asp/_all.lp +++ /dev/null @@ -1,13 +0,0 @@ -% Collection of ASP files that can be used to quickly run an experiment. -% E.g. clingo asp/_all.lp test.lp - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". -#include "asp/soft.lp". -#include "asp/weights.lp". -#include "asp/assign_weights.lp". -#include "asp/optimize.lp". -#include "asp/output.lp". -#include "asp/hard-integrity.lp" -% #include "asp/topk-lua.lp". diff --git a/asp/_apt.lp b/asp/_apt.lp deleted file mode 100644 index 470e1b7..0000000 --- a/asp/_apt.lp +++ /dev/null @@ -1,34 +0,0 @@ -% implementation of APT - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". - -:~ type(E,quantitative), channel(E,x), priority(E,P). [1@P,E] -:~ type(E,quantitative), channel(E,y), priority(E,P). [1@P,E] -:~ type(E,quantitative), channel(E,size), priority(E,P). [2@P,E] -:~ type(E,quantitative), channel(E,color), priority(E,P). [3@P,E] - -:~ type(E,ordinal), channel(E,x), priority(E,P). [1@P,E] -:~ type(E,ordinal), channel(E,y), priority(E,P). [1@P,E] -:~ type(E,ordinal), channel(E,color), priority(E,P). [2@P,E] -:~ type(E,ordinal), channel(E,size), priority(E,P). [3@P,E] - -:~ type(E,nominal), channel(E,x), priority(E,P). [1@P,E] -:~ type(E,nominal), channel(E,y), priority(E,P). [1@P,E] -:~ type(E,nominal), channel(E,color), priority(E,P). [2@P,E] -:~ type(E,nominal), channel(E,shape), priority(E,P). [3@P,E] -:~ type(E,nominal), channel(E,size), priority(E,P). [4@P,E] - -:- channel(_,text). -:- channel(_,detail). -:- channel(_,row). -:- channel(_,column). - -% don't bin, use log, or aggregate -:- bin(_). -:- log(_). -:- aggregate(_,_). - -#show mark/1. -#show channel/2. diff --git a/asp/_cost.lp b/asp/_cost.lp deleted file mode 100644 index ac74a80..0000000 --- a/asp/_cost.lp +++ /dev/null @@ -1,12 +0,0 @@ -% Instead of running optimization, just count the cost of violations -% !! This is super slow and should only be used for experiments !! - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". -#include "asp/soft.lp". -#include "asp/weights.lp". -#include "asp/assign_weights.lp". -#include "asp/output.lp". -#include "asp/cost.lp". - diff --git a/asp/_enumerate.lp b/asp/_enumerate.lp deleted file mode 100644 index 2a60927..0000000 --- a/asp/_enumerate.lp +++ /dev/null @@ -1,7 +0,0 @@ -% Collection of ASP files that can be used to enumerate a space. -% E.g. clingo asp/_enumerate.lp test.lp - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". -#include "asp/output.lp". diff --git a/asp/_kim2018.lp b/asp/_kim2018.lp deleted file mode 100644 index 37c480e..0000000 --- a/asp/_kim2018.lp +++ /dev/null @@ -1,14 +0,0 @@ -% restrict to subset that is supported by Kim et al - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". -#include "asp/soft.lp". -#include "asp/weights_learned.lp". -#include "asp/assign_weights.lp". -#include "asp/optimize.lp". - -#include "asp/kim2018.lp". - -#show mark/1. -#show channel/2. diff --git a/asp/_saket2018.lp b/asp/_saket2018.lp deleted file mode 100644 index 338059b..0000000 --- a/asp/_saket2018.lp +++ /dev/null @@ -1,14 +0,0 @@ -% restrict to subset that is supported by Saket et al - -#include "asp/define.lp". -#include "asp/generate.lp". -#include "asp/hard.lp". -#include "asp/soft.lp". -#include "asp/weights_learned.lp". -#include "asp/assign_weights.lp". -#include "asp/optimize.lp". - -#include "asp/saket2018.lp". - -#show mark/1. -#show channel/2. diff --git a/asp/_validate.lp b/asp/_validate.lp deleted file mode 100644 index 530f6be..0000000 --- a/asp/_validate.lp +++ /dev/null @@ -1,5 +0,0 @@ -% Collection of ASP files that can be used to quickly run an experiment. -% E.g. clingo asp/_validate.lp test.lp - -#include "asp/define.lp". -#include "asp/hard.lp". diff --git a/asp/_violations.lp b/asp/_violations.lp deleted file mode 100644 index b671b6a..0000000 --- a/asp/_violations.lp +++ /dev/null @@ -1,8 +0,0 @@ -% Collection of ASP files that can be used to quickly run an experiment. -% E.g. clingo asp/_violations.lp test.lp - -#include "asp/define.lp". -#include "asp/hard.lp". -#include "asp/soft.lp". - -#show soft/2. diff --git a/asp/assign_weights.lp b/asp/assign_weights.lp deleted file mode 100644 index b292c42..0000000 --- a/asp/assign_weights.lp +++ /dev/null @@ -1,151 +0,0 @@ -%% GENERATED FILE. DO NOT EDIT. - -soft_weight(type_q,type_q_weight). -soft_weight(type_o,type_o_weight). -soft_weight(type_n,type_n_weight). -soft_weight(aggregate,aggregate_weight). -soft_weight(bin,bin_weight). -soft_weight(bin_high,bin_high_weight). -soft_weight(bin_low,bin_low_weight). -soft_weight(encoding,encoding_weight). -soft_weight(encoding_field,encoding_field_weight). -soft_weight(same_field_2,same_field_2_weight). -soft_weight(same_field_gte3,same_field_gte3_weight). -soft_weight(count_twice,count_twice_weight). -soft_weight(shape_cardinality,shape_cardinality_weight). -soft_weight(number_nominal,number_nominal_weight). -soft_weight(bin_cardinality,bin_cardinality_weight). -soft_weight(quant_bin,quant_bin_weight). -soft_weight(agg_dim,agg_dim_weight). -soft_weight(only_discrete,only_discrete_weight). -soft_weight(multiple_non_pos,multiple_non_pos_weight). -soft_weight(non_positional_pref,non_positional_pref_weight). -soft_weight(aggregate_group_by_raw,aggregate_group_by_raw_weight). -soft_weight(x_y_raw,x_y_raw_weight). -soft_weight(log,log_weight). -soft_weight(zero,zero_weight). -soft_weight(zero_size,zero_size_weight). -soft_weight(zero_positional,zero_positional_weight). -soft_weight(zero_skew,zero_skew_weight). -soft_weight(includes_zero,includes_zero_weight). -soft_weight(only_x,only_x_weight). -soft_weight(orientation_binned,orientation_binned_weight). -soft_weight(high_cardinality_ordinal,high_cardinality_ordinal_weight). -soft_weight(high_cardinality_nominal,high_cardinality_nominal_weight). -soft_weight(high_cardinality_nominal_color,high_cardinality_nominal_color_weight). -soft_weight(horizontal_scrolling,horizontal_scrolling_weight). -soft_weight(temporal_date,temporal_date_weight). -soft_weight(quantitative_numbers,quantitative_numbers_weight). -soft_weight(position_entropy,position_entropy_weight). -soft_weight(high_cardinality_size,high_cardinality_size_weight). -soft_weight(value_agg,value_agg_weight). -soft_weight(facet_summary,facet_summary_weight). -soft_weight(x_row,x_row_weight). -soft_weight(y_row,y_row_weight). -soft_weight(x_column,x_column_weight). -soft_weight(y_column,y_column_weight). -soft_weight(color_entropy_high,color_entropy_high_weight). -soft_weight(color_entropy_low,color_entropy_low_weight). -soft_weight(size_entropy_high,size_entropy_high_weight). -soft_weight(size_entropy_low,size_entropy_low_weight). -soft_weight(c_d_column,c_d_column_weight). -soft_weight(temporal_y,temporal_y_weight). -soft_weight(d_d_overlap,d_d_overlap_weight). -soft_weight(c_c_point,c_c_point_weight). -soft_weight(c_c_line,c_c_line_weight). -soft_weight(c_c_area,c_c_area_weight). -soft_weight(c_c_text,c_c_text_weight). -soft_weight(c_c_tick,c_c_tick_weight). -soft_weight(c_d_point,c_d_point_weight). -soft_weight(c_d_bar,c_d_bar_weight). -soft_weight(c_d_line,c_d_line_weight). -soft_weight(c_d_area,c_d_area_weight). -soft_weight(c_d_text,c_d_text_weight). -soft_weight(c_d_tick,c_d_tick_weight). -soft_weight(c_d_no_overlap_point,c_d_no_overlap_point_weight). -soft_weight(c_d_no_overlap_bar,c_d_no_overlap_bar_weight). -soft_weight(c_d_no_overlap_line,c_d_no_overlap_line_weight). -soft_weight(c_d_no_overlap_area,c_d_no_overlap_area_weight). -soft_weight(c_d_no_overlap_text,c_d_no_overlap_text_weight). -soft_weight(c_d_no_overlap_tick,c_d_no_overlap_tick_weight). -soft_weight(d_d_point,d_d_point_weight). -soft_weight(d_d_text,d_d_text_weight). -soft_weight(d_d_rect,d_d_rect_weight). -soft_weight(continuous_x,continuous_x_weight). -soft_weight(continuous_y,continuous_y_weight). -soft_weight(continuous_color,continuous_color_weight). -soft_weight(continuous_size,continuous_size_weight). -soft_weight(continuous_text,continuous_text_weight). -soft_weight(ordered_x,ordered_x_weight). -soft_weight(ordered_y,ordered_y_weight). -soft_weight(ordered_color,ordered_color_weight). -soft_weight(ordered_size,ordered_size_weight). -soft_weight(ordered_text,ordered_text_weight). -soft_weight(ordered_row,ordered_row_weight). -soft_weight(ordered_column,ordered_column_weight). -soft_weight(nominal_x,nominal_x_weight). -soft_weight(nominal_y,nominal_y_weight). -soft_weight(nominal_color,nominal_color_weight). -soft_weight(nominal_shape,nominal_shape_weight). -soft_weight(nominal_text,nominal_text_weight). -soft_weight(nominal_row,nominal_row_weight). -soft_weight(nominal_column,nominal_column_weight). -soft_weight(nominal_detail,nominal_detail_weight). -soft_weight(interesting_x,interesting_x_weight). -soft_weight(interesting_y,interesting_y_weight). -soft_weight(interesting_color,interesting_color_weight). -soft_weight(interesting_size,interesting_size_weight). -soft_weight(interesting_shape,interesting_shape_weight). -soft_weight(interesting_text,interesting_text_weight). -soft_weight(interesting_row,interesting_row_weight). -soft_weight(interesting_column,interesting_column_weight). -soft_weight(interesting_detail,interesting_detail_weight). -soft_weight(aggregate_count,aggregate_count_weight). -soft_weight(aggregate_sum,aggregate_sum_weight). -soft_weight(aggregate_mean,aggregate_mean_weight). -soft_weight(aggregate_median,aggregate_median_weight). -soft_weight(aggregate_min,aggregate_min_weight). -soft_weight(aggregate_max,aggregate_max_weight). -soft_weight(aggregate_stdev,aggregate_stdev_weight). -soft_weight(value_point,value_point_weight). -soft_weight(value_bar,value_bar_weight). -soft_weight(value_line,value_line_weight). -soft_weight(value_area,value_area_weight). -soft_weight(value_text,value_text_weight). -soft_weight(value_tick,value_tick_weight). -soft_weight(value_rect,value_rect_weight). -soft_weight(summary_point,summary_point_weight). -soft_weight(summary_bar,summary_bar_weight). -soft_weight(summary_line,summary_line_weight). -soft_weight(summary_area,summary_area_weight). -soft_weight(summary_text,summary_text_weight). -soft_weight(summary_tick,summary_tick_weight). -soft_weight(summary_rect,summary_rect_weight). -soft_weight(value_continuous_x,value_continuous_x_weight). -soft_weight(value_continuous_y,value_continuous_y_weight). -soft_weight(value_continuous_color,value_continuous_color_weight). -soft_weight(value_continuous_size,value_continuous_size_weight). -soft_weight(value_continuous_text,value_continuous_text_weight). -soft_weight(value_discrete_x,value_discrete_x_weight). -soft_weight(value_discrete_y,value_discrete_y_weight). -soft_weight(value_discrete_color,value_discrete_color_weight). -soft_weight(value_discrete_shape,value_discrete_shape_weight). -soft_weight(value_discrete_size,value_discrete_size_weight). -soft_weight(value_discrete_text,value_discrete_text_weight). -soft_weight(value_discrete_row,value_discrete_row_weight). -soft_weight(value_discrete_column,value_discrete_column_weight). -soft_weight(summary_continuous_x,summary_continuous_x_weight). -soft_weight(summary_continuous_y,summary_continuous_y_weight). -soft_weight(summary_continuous_color,summary_continuous_color_weight). -soft_weight(summary_continuous_size,summary_continuous_size_weight). -soft_weight(summary_continuous_text,summary_continuous_text_weight). -soft_weight(summary_discrete_x,summary_discrete_x_weight). -soft_weight(summary_discrete_y,summary_discrete_y_weight). -soft_weight(summary_discrete_color,summary_discrete_color_weight). -soft_weight(summary_discrete_shape,summary_discrete_shape_weight). -soft_weight(summary_discrete_size,summary_discrete_size_weight). -soft_weight(summary_discrete_text,summary_discrete_text_weight). -soft_weight(summary_discrete_row,summary_discrete_row_weight). -soft_weight(summary_discrete_column,summary_discrete_column_weight). -soft_weight(stack_zero,stack_zero_weight). -soft_weight(stack_normalize,stack_normalize_weight). diff --git a/asp/cost.lp b/asp/cost.lp deleted file mode 100644 index 126ba52..0000000 --- a/asp/cost.lp +++ /dev/null @@ -1,5 +0,0 @@ -% !! This is super slow and should only be used for experiments !! - -cost(C) :- C = #sum { W,Q,F: violation_weight(F,W), violation(F,Q) }. - -#show cost/1. diff --git a/asp/define.lp b/asp/define.lp deleted file mode 100644 index 0182c07..0000000 --- a/asp/define.lp +++ /dev/null @@ -1,121 +0,0 @@ -% ====== Definitions ====== - -% Types of marks to encode data. -marktype(point;bar;line;area;text;tick;rect). -% High level data types: quantitative, ordinal, nominal, temporal. -type(quantitative;ordinal;nominal;temporal). -% Basic types of the data. -primitive_type(string;number;boolean;datetime). -% Supported aggregation functions. -aggregate_op(count;mean;median;min;max;stdev;sum). -summative_aggregate_op(count;sum). -% Numbers of bins that can be recommended; any natural number is allowed. -binning(10;25;200). - -% Encoding channels. -single_channel(x;y;color;size;shape;text;row;column). -multi_channel(detail). -channel(C) :- single_channel(C). -channel(C) :- multi_channel(C). -non_positional(color;size;shape;text;detail). - -% Possible tasks. -tasks(value;summary). - -% Possible stackings. -stacking(zero;normalize). - -% ====== Helpers ====== - -discrete(E) :- type(E,(nominal;ordinal)). -discrete(E) :- bin(E,_). -continuous(E) :- encoding(E), not discrete(E). - -channel_discrete(C) :- discrete(E), channel(E,C). -channel_continuous(C) :- continuous(E), channel(E,C). - -ordered(E) :- type(E,(ordinal;quantitative)). - -% Fields -field(F) :- fieldtype(F,_). - -% Stacking is applied to the continuous x or y. -stack(EC,S) :- channel(EC,(x;y)), channel(ED,(x;y)), continuous(EC), discrete(ED), stack(S). -% X and y are continuous. -stack(E,S) :- channel_continuous(x), channel(E,y), continuous(E), stack(S). - -stack(S) :- stack(_,S). - -% Data properties -enc_cardinality(E,C) :- field(E,F), cardinality(F,C). -enc_entropy(E,EN) :- field(E,F), entropy(F,EN). -enc_interesting(E) :- field(E,F), interesting(F). -enc_extent(E,MIN,MAX) :- field(E,F), extent(F,MIN,MAX). - -% Cardinality of discrete field. A binned field has the cadinality of its field. -discrete_cardinality(E,CE) :- discrete(E), enc_cardinality(E,CE), channel(E,C), not bin(E,_). -discrete_cardinality(E,CB) :- channel(E,C), bin(E,CB). - -% Define a fake soft/2 for all soft/1. -soft(F,_placeholder) :- soft(F). - -% Silence warnings about properties never appearing in head. -entropy(0,0) :- #false. -interesting(0) :- #false. -extent(0,0,0) :- #false. -soft(0) :- #false. -task(value) :- #false. -task(summary) :- #false. -data(0) :- #false. - -% == Chart Types == - -% Continuous by continuous. -is_c_c :- channel_continuous(x), channel_continuous(y). - -% Continuous by discrete (or continuous only). -is_c_d :- channel_continuous(x), not channel_continuous(y). -is_c_d :- channel_continuous(y), not channel_continuous(x). - -% Discrete by discrete. -is_d_d :- channel_discrete(x), channel_discrete(y). - -% == Overlap == - -% The continuous variable is a measure (it is aggregated) and all other channels are .aggregated, or we use stack -> no overlap -non_pos_unaggregated :- channel(E,C), non_positional(C), not aggregate(E,_). -no_overlap :- is_c_d, continuous(E), channel(E,(x;y)), aggregate(E,_), not non_pos_unaggregated. -no_overlap :- is_c_d, stack(_). - -% the size of the discrete positional encoding -discrete_size(S) :- is_c_d, x_y_cardinality(_,S). -discrete_size(1) :- is_c_d, channel_continuous(x), not channel(_,y). -discrete_size(1) :- is_c_d, channel_continuous(y), not channel(_,x). - -% Data size is as small as discrete dimension -> no overlap. -no_overlap :- is_c_d, num_rows(S), discrete_size(S). - -% We definitely overlap if the data size > discrete size. -overlap :- is_c_d, not no_overlap, num_rows(S1), discrete_size(S2), S1 > S2. - -% helpers to go from quadratic to linear number of grounding -x_y_cardinality(x,S) :- channel(E,x), discrete_cardinality(E,S). -x_y_cardinality(y,S) :- channel(E,y), discrete_cardinality(E,S). - -% No overlap if all other dimensions are aggregated. -discrete_size(S) :- is_d_d, x_y_cardinality(x,SX), x_y_cardinality(y,SY), S = SX*SY. -no_overlap :- is_d_d, not non_pos_unaggregated. -no_overlap :- is_d_d, num_rows(S1), discrete_size(S2), S1 <= S2. % This cannot guarantee no overlap. - -% We can guarantee overlap using this rule unless we are using row / column. -row_col :- channel(_,(row;column)). -overlap :- is_d_d, channel(E,C), not row_col, not no_overlap, num_rows(S1), discrete_size(S2), S1 > S2. - -% == Orientation == - -% Orientation tells us which one is the dependent and independent variable. - -orientation(vertical) :- mark(bar;tick;area;line), channel_discrete(x). -orientation(vertical) :- mark(area;line), channel_continuous(x), channel_continuous(y). - -orientation(horizontal) :- mark(bar;tick;area;line), channel_discrete(y). diff --git a/asp/examples/apt.lp b/asp/examples/apt.lp deleted file mode 100644 index 714d3af..0000000 --- a/asp/examples/apt.lp +++ /dev/null @@ -1,39 +0,0 @@ -% test with `clingo asp/_apt.lp asp/examples/apt.lp --opt-mode=optN --quiet=1 --project -c max_extra_encs=0` - -% ====== Data definitions ====== -num_rows(20). - -fieldtype(a,number). -cardinality(a,20). - -fieldtype(b,number). -cardinality(b,20). - -fieldtype(c,string). -cardinality(c,4). - -fieldtype(d,number). -cardinality(d,6). - -% ====== Query constraints ====== -mark(point). - -encoding(e0). -priority(e0,4). -:- not type(e0,quantitative). -:- not field(e0,a). - -encoding(e1). -priority(e1,3). -:- not type(e1,quantitative). -:- not field(e1,b). - -encoding(e2). -priority(e2,2). -:- not type(e2,nominal). -:- not field(e2,c). - -encoding(e3). -priority(e3,1). -:- not type(e3,ordinal). -:- not field(e3,d). diff --git a/asp/examples/benchmark.lp b/asp/examples/benchmark.lp deleted file mode 100644 index 5f4cc78..0000000 --- a/asp/examples/benchmark.lp +++ /dev/null @@ -1,35 +0,0 @@ -% ====== Data definitions ====== -num_rows(142). - -fieldtype(a,number). -fieldtype(b,number). -fieldtype(c,number). -fieldtype(d,number). -fieldtype(e,number). -fieldtype(f,number). -fieldtype(g,number). - -fieldtype(h,string). -fieldtype(i,string). -fieldtype(j,string). -fieldtype(k,string). -fieldtype(l,string). -fieldtype(m,string). -fieldtype(n,string). -fieldtype(o,string). -fieldtype(p,string). -fieldtype(q,string). -fieldtype(r,string). -fieldtype(s,string). - -fieldtype(t,datetime). -fieldtype(u,datetime). -fieldtype(w,datetime). -fieldtype(x,datetime). -fieldtype(y,datetime). - -% ====== Query constraints ====== -encoding(e0). -encoding(e1). -encoding(e3). -encoding(e4). diff --git a/asp/examples/data.lp b/asp/examples/data.lp deleted file mode 100644 index abb1a52..0000000 --- a/asp/examples/data.lp +++ /dev/null @@ -1,25 +0,0 @@ -% ====== Data definitions for tests ====== - -num_rows(100). - -fieldtype(n1,string). -cardinality(n1,20). -entropy(n1,8). % Entropy is in 0.1 units because ASP only supports integers. - -fieldtype(n2,string). -cardinality(n2,3). -entropy(n2,12). - -fieldtype(o1,string). -cardinality(o2,7). -entropy(o2,1). - -fieldtype(q1,number). -cardinality(q1,12). -entropy(q1,21). -extent(q1,0,10). - -fieldtype(q2,number). -cardinality(q2,100). -entropy(q2,8). -extent(q2,10,30). diff --git a/asp/examples/histogram.lp b/asp/examples/histogram.lp deleted file mode 100644 index b90dad6..0000000 --- a/asp/examples/histogram.lp +++ /dev/null @@ -1,10 +0,0 @@ -% ====== Data definitions ====== -num_rows(142). - -fieldtype(horsepower,number). -cardinality(horsepower,94). - -% ====== Query constraints ====== -encoding(e0). -:- not field(e0,horsepower). -:- not bin(e0,_). diff --git a/asp/examples/invalid.lp b/asp/examples/invalid.lp deleted file mode 100644 index 79b12a7..0000000 --- a/asp/examples/invalid.lp +++ /dev/null @@ -1,11 +0,0 @@ -% ====== Data definitions ====== -fieldtype(name,string). - -% ====== Visualization specification ====== - -mark(point). - -encoding(e0). -field(e0,name). -channel(e0,x). -type(e0,quantitative). % canot use string as quantitative diff --git a/asp/examples/kim2018.lp b/asp/examples/kim2018.lp deleted file mode 100644 index 42852f9..0000000 --- a/asp/examples/kim2018.lp +++ /dev/null @@ -1,35 +0,0 @@ -% test with `clingo asp/_kim2018.lp asp/examples/kim2018.lp --opt-mode=optN --quiet=1 --project` - -% ====== Data definitions ====== -num_rows(30). - -fieldtype(n,string). -cardinality(n,10). -interesting(n). - -fieldtype(q1,number). -cardinality(q1,30). -interesting(q1). -entropy(q1,38). - -fieldtype(q2,number). -cardinality(q2,30). -entropy(q2,39). - -% ====== Query constraints ====== -mark(point). - -encoding(enc_n). -:- not type(enc_n,nominal). -:- not field(enc_n,n). - -encoding(enc_q1). -:- not type(enc_q1,quantitative). -:- not field(enc_q1,q1). - -encoding(enc_q2). -:- not type(enc_q2,quantitative). -:- not field(enc_q2,q2). - -% ====== Task constraints ====== -task(summary). diff --git a/asp/examples/saket2018.lp b/asp/examples/saket2018.lp deleted file mode 100644 index 3061550..0000000 --- a/asp/examples/saket2018.lp +++ /dev/null @@ -1,29 +0,0 @@ -% test with `clingo asp/_saket2018.lp asp/examples/saket2018.lp --opt-mode=optN --quiet=1 --project` - -% ====== Data definitions ====== -num_rows(407). - -fieldtype(n,string). -cardinality(n,9). - -fieldtype(o1,number). -cardinality(o1,25). - -fieldtype(q2,number). -cardinality(q2,407). - - -% ====== Query constraints ====== -encoding(e0). -:- not channel(e0,y). -:- not field(e0,q2). -:- not type(e0,quantitative). - -encoding(e1). -:- not channel(e1,x). -:- not field(e1,o1). -:- not type(e1,ordinal). - - -% ====== Task constraint ====== -task(value). diff --git a/asp/examples/strip.lp b/asp/examples/strip.lp deleted file mode 100644 index 61c1642..0000000 --- a/asp/examples/strip.lp +++ /dev/null @@ -1,10 +0,0 @@ -% ====== Data definitions ====== -num_rows(142). - -fieldtype(horsepower,number). -cardinality(horsepower,94). - -% ====== Query constraints ====== -encoding(e0). -:- not type(e0,quantitative). -:- not field(e0,horsepower). diff --git a/asp/examples/valid.lp b/asp/examples/valid.lp deleted file mode 100644 index 0a8f142..0000000 --- a/asp/examples/valid.lp +++ /dev/null @@ -1,26 +0,0 @@ -% ====== Data definitions ====== -data("cars.csv"). - -num_rows(142). - -fieldtype(horsepower,number). -cardinality(horsepower,94). - -fieldtype(acceleration,number). -cardinality(acceleration,96). - -% ====== Visualization specification ====== - -mark(point). - -encoding(e0). -field(e0,acceleration). -channel(e0,x). -type(e0,quantitative). -zero(e0). - -encoding(e1). -field(e1,horsepower). -channel(e1,y). -type(e1,quantitative). -zero(e1). diff --git a/asp/generate.lp b/asp/generate.lp deleted file mode 100644 index ea185e3..0000000 --- a/asp/generate.lp +++ /dev/null @@ -1,33 +0,0 @@ -% ====== Generators ====== - -% encodings - -% maximum number for each multi channel encoding -#const max_extra_encs = 5. - -obj_id(1..max_extra_encs). - -{ encoding(E): obj_id(E) }. - -:- not encoding(ID), encoding(ID-1), obj_id(ID), obj_id(ID-1). - -% properties of encodings - -% channel and type have to be present -{ channel(E,C): channel(C) } = 1 :- encoding(E). -{ type(E,T): type(T) } = 1 :- encoding(E). - -% other properties that are not required -0 { field(E,F): field(F) } 1 :- encoding(E). -0 { aggregate(E,A): aggregate_op(A) } 1 :- encoding(E). -0 { bin(E,B): binning(B) } 1 :- encoding(E). -0 { zero(E) } 1 :- encoding(E). -0 { log(E) } 1 :- encoding(E). - -% pick one mark type - -{ mark(M) : marktype(M) } = 1. - -% stacking - -0 { stack(S): stacking(S) } 1. diff --git a/asp/hard-integrity.lp b/asp/hard-integrity.lp deleted file mode 100644 index 1a85484..0000000 --- a/asp/hard-integrity.lp +++ /dev/null @@ -1,3 +0,0 @@ -:- hard(_). -:- hard(_,_). -:- hard(_,_,_). diff --git a/asp/hard.lp b/asp/hard.lp deleted file mode 100644 index d38fac8..0000000 --- a/asp/hard.lp +++ /dev/null @@ -1,208 +0,0 @@ -% ====== Expressiveness and Well-Formedness Constraints ====== - -% === Within Encodings === - -% @constraint Primitive type has to support data type. -hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). -hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). - -% @constraint Can only bin quantitative or ordinal. -hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal. - -% @constraint Can only use log with quantitative. -hard(log_q,E) :- log(E), not type(E,quantitative). - -% @constraint Can only use zero with quantitative. -hard(zero_q,E) :- zero(E), not type(E,quantitative). - -% @constraint Cannot use log scale with discrete (which includes binned). -hard(log_discrete,E) :- log(E), discrete(E). - -% @constraint Cannot use log and zero together. -hard(log_zero,E) :- log(E), zero(E). - -% @constraint Cannot use log if the data is negative or zero. -hard(log_non_positive,E,F) :- log(E), field(E,F), extent(F,MIN,_), MIN <= 0. - -% @constraint Cannot bin and aggregate. -hard(bin_and_aggregate,E) :- bin(E,_), aggregate(E,_). - -% @constraint Oridnal only supports min, max, and median. -hard(aggregate_o_valid,E,A) :- type(E,ordinal), aggregate(E,A), A != min, A != max, A != median. - -% @constraint Temporal only supports min and max. -hard(aggregate_t_valid,E,A) :- type(E,temporal), aggregate(E,A), A != min, A != max. - -% @constraint Cannot aggregate nominal. -hard(aggregate_nominal,E) :- aggregate(E,_), type(E,nominal). - -% @constraint Detail cannot be aggregated. -hard(aggregate_detail,E) :- channel(E,detail), aggregate(E,_). - -% @constraint Count has to be quantitative and not use a field. -hard(count_q_without_field,E) :- aggregate(E,count), field(E,_). -hard(count_q_without_field,E) :- aggregate(E,count), not type(E,quantitative). - -% @constraint Shape requires discrete and not ordered (nominal). Using ordinal would't make a difference in Vega-Lite. -hard(shape_discrete_non_ordered,E) :- channel(E,shape), not type(E,nominal). - -% @constraint Detail requires nominal. -hard(detail_non_ordered,E) :- channel(E,detail), not type(E,nominal). - -% @constraint Size implies order so nominal is misleading. -hard(size_nominal) :- channel(E,size), type(E,nominal). - -% @constraint Do not use size when data is negative as size implies that data is positive. -hard(size_negative,E) :- channel(E,size), enc_extent(E,MIN,MAX), MIN < 0, MAX > 0. - -% === Across encodings and between encodings and marks === - -% @constraint Cannot use single channels twice. -hard(repeat_channel,C):- single_channel(C), 2 { channel(_,C) }. - -% @constraint There has to be at least one encoding. Otherwise, the visualization doesn't show anything. -hard(no_encodings) :- not encoding(_). - -% @constraint Row and column require discrete. -hard(row_or_column_c) :- channel_continuous(row;column). - -% @constraint Don't use row without y. Just using y is simpler. -hard(row_no_y) :- channel(_,row), not channel(_,y). - -% @constraint Don't use column without x. Just using x is simpler. -hard(column_no_x) :- channel(_,column), not channel(_,x). - -% @constraint All encodings (if they have a channel) require field except if we have a count aggregate. -hard(encoding_no_field_and_not_count,E) :- not field(E,_), not aggregate(E,count), encoding(E). - -% @constraint Count should not have a field. Having a field doesn't make a difference. -hard(count_with_field,E) :- aggregate(E,count), field(E,_). - -% @constraint Text mark requires text channel. -hard(text_mark_without_text_channel) :- mark(text), not channel(_,text). - -% @constraint Text channel requires text mark. -hard(text_channel_without_text_mark) :- channel(_,text), not mark(text). - -% @constraint Point, tick, and bar require x or y channel. -hard(point_tick_bar_without_x_or_y) :- mark(point;tick;bar), not channel(_,x), not channel(_,y). - -% @constraint Line and area require x and y channel. -hard(line_area_without_x_y) :- mark(line;area), not channel(_,(x;y)). - -% @constraint Line and area cannot have two discrete. -hard(line_area_with_discrete) :- mark(line;area), channel_discrete(x), channel_discrete(y). - -% @constraint Bar and tick cannot have both x and y continuous. -hard(bar_tick_continuous_x_y) :- mark(bar;tick), channel_continuous(x), channel_continuous(y). - -% @constraint Bar, tick, line, area require some continuous variable on x or y. -hard(bar_tick_area_line_without_continuous_x_y) :- mark(bar;tick;area;line), not channel_continuous(x), not channel_continuous(y). - -% @constraint Bar and area mark requires scale of continuous to start at zero. -hard(bar_area_without_zero) :- mark(bar;area), channel(E,x), orientation(horizontal), not zero(E). -hard(bar_area_without_zero) :- mark(bar;area), channel(E,y), orientation(vertical), not zero(E). - -% @constraint Shape channel requires point mark. -hard(shape_without_point) :- channel(_,shape), not mark(point). - -% @constraint Size only works with some marks. Vega-Lite can also size lines, and ticks but that would violate best practices. -hard(size_without_point_text) :- channel(_,size), not mark(point), not mark(text). - -% @constraint Detail requires aggregation. Detail adds a field to the group by. Detail could also be used to add information to tooltips. We may remove this later. -hard(detail_without_agg) :- channel(_,detail), not aggregate(_,_). - -% @constraint Do not use log for bar or area mark as they are often misleading. We may remove this rule in the future. -hard(area_bar_with_log) :- mark(bar;area), log(E), channel(E,(x;y)). - -% @constraint Rect mark needs discrete x and y. -hard(rect_without_d_d) :- mark(rect), not is_d_d. - -% @constraint Don't use the same field on x and y. -hard(same_field_x_and_y) :- { field(E,F) : channel(E,x); field(E,F) : channel(E,y) } >= 2, field(F). - -% @constraint Don't use count on x and y. -hard(count_on_x_and_y):- channel(EX,x), channel(EY,y), aggregate(EX,count), aggregate(EY,count). - -% @constraint If we use aggregation, then all continuous fields need to be aggeragted. -hard(aggregate_not_all_continuous):- aggregate(_,_), continuous(E), not aggregate(E,_). - -% @constraint Don't use count twice. -hard(count_twice) :- { aggregate(_,count) } = 2. - -% === Global properties === - -% @constraint Bars and area cannot overlap. -hard(bar_area_overlap) :- mark(bar;area), overlap. - -% @constraint Rects shouldn't overlap. They are used for dioscrete heatmaps. -hard(rect_overlap) :- mark(rect), overlap. - -% == Stacking == - -% @constraint Only use stacking for bar and area. -hard(stack_without_bar_area) :- stack(_), not mark(bar), not mark(area). - -% @constraint Don't stack if aggregation is not summative (summative are count, sum, distinct, valid, missing). -hard(stack_without_summative_agg,E,A) :- stack(E,_), aggregate(E,A), not summative_aggregate_op(A). - -% @constraint Need to stack if we use bar, area with discrete color. -hard(no_stack_with_bar_area_discrete_color,E) :- mark(bar;area), channel(E,color), discrete(E), not stack(_). - -% @constraint Can only use stack if we also use discrete color, or detail. -hard(stack_without_discrete_color_or_detail) :- stack(_), not channel_discrete(color), not channel(_,detail). - -% @constraint If we use stack and detail, we also have to use quantitative color. -hard(stack_detail_without_q_color) :- stack(_), channel(_,detail), not channel(_,color). -hard(stack_detail_without_q_color,E) :- stack(_), channel(_,detail), channel(E,color), not aggregate(E,_). - -% @constraint Stack can only be on continuous. -hard(stack_discrete,E) :- stack(E,_), discrete(E). - -% @constraint Stack can only be on x or y. -hard(stack_without_x_y,E) :- stack(E,_), not channel(E,x), not channel(E,y). - -% @constraint Cannot use non positional continuous with stack unless it's aggregated. -hard(stack_with_non_positional_non_agg,E,C) :- stack(_), non_positional(C), channel(E,C), not aggregate(E,_), continuous(E). - -% @constraint Vega-Lite currently supports 8 shapes. -hard(shape_with_cardinality_gt_eight,E,C) :- channel(E,shape), enc_cardinality(E,C), C > 8. - -% @constraint At most 20 categorical colors. -hard(color_with_cardinality_gt_twenty,E,C) :- channel(E,color), discrete(E), enc_cardinality(E,C), C > 20. - -% === Type checks === - -% @constraint Check mark. -hard(invalid_mark,M) :- mark(M), not marktype(M). - -% @constraint Check types of encoding properties. -hard(invalid_channel,C) :- channel(_,C), not channel(C). -hard(invalid_field,F) :- field(_,F), not field(F). -hard(invalid_type,T) :- type(_,T), not type(T). -hard(invalid_agg,A) :- aggregate(_,A), not aggregate_op(A). -hard(invalid_bin,B) :- bin(_,B), not B >= 0. % @constraint Bin has to be a natural number. - -% @constraint Fieldtype has to be primitive type. -hard(invalid_fieldtype,T) :- fieldtype(_,T), not primitive_type(T). - -% @constraint Task has to be one of the tasks. -hard(invalid_task,T) :- task(T), not tasks(T). - -% @constraint Num_rows has to be larger than 0. -hard(invalid_num_rows,S) :- num_rows(S), S < 0. - -% @constraint Cardinality has to be larger than 0. -hard(invalid_cardinality,C) :- cardinality(_,C), C < 0. - -% @constraint Entropy has to be positive. -hard(invalid_entropy,E) :- entropy(_,E), E < 0. - -% @constraint Extent only allowed for numbers (for now). -hard(invalid_extent_non_number,F) :- extent(F,_,_), not fieldtype(F,number). - -% @constraint Order has to be correct. -hard(invalid_extent_order,MIN,MAX):- extent(_,MIN,MAX), MIN > MAX. - -% @constraint The name of a field cannot be the name of an encoding. This is to prevent errors coming from the shortcuts in define.lp. -hard(encoding_field_same_name,N) :- encoding(N), field(N). diff --git a/asp/kim2018.lp b/asp/kim2018.lp deleted file mode 100644 index 77e8300..0000000 --- a/asp/kim2018.lp +++ /dev/null @@ -1,28 +0,0 @@ -% only three encodings -3 { encoding(E): encoding(E) } 3. - -% two quantitative, one nominal -2 { type(E,quantitative): encoding(E) } 2. -1 { type(E,nominal): encoding(E) } 1. -:- type(_,ordinal). - -% need to use x and y -:- not channel(_,(x;y)). - -% only scatterplots -:- not mark(point). - -% always use zero for quantitative -:- type(E,quantitative), not zero(E). - -% no aggregations -:- aggregate(E,_). - -% no binning -:- bin(E,_). - -% no column -:- channel(E,column). - -% no shape -:- channel(E,shape). diff --git a/asp/optimize.lp b/asp/optimize.lp deleted file mode 100644 index f10c265..0000000 --- a/asp/optimize.lp +++ /dev/null @@ -1,3 +0,0 @@ -% Minimize the feature weight - -#minimize { W,F,Q: soft_weight(F,W), soft(F,Q); #inf,F,Q: soft(F,Q), not soft_weight(F,_); #inf,F: hard(F); #inf,F,Q: hard(F,Q); #inf,F,Q1,Q2: hard(F,Q1,Q2) }. diff --git a/asp/output.lp b/asp/output.lp deleted file mode 100644 index 7e4778f..0000000 --- a/asp/output.lp +++ /dev/null @@ -1,17 +0,0 @@ -% ====== Output ====== - -#show data/1. - -#show mark/1. - -#show type/2. -#show channel/2. -#show field/2. -#show aggregate/2. -#show bin/2. -#show stack/2. - -#show log/1. -#show zero/1. - -#show soft/2. diff --git a/asp/process_soft.py b/asp/process_soft.py deleted file mode 100644 index 9170161..0000000 --- a/asp/process_soft.py +++ /dev/null @@ -1,37 +0,0 @@ -""" -Reads the weights file and generates assign_weights.lp and weights.json -""" - -import json -import os -import re - - -def absolute_path(p: str) -> str: - return os.path.join(os.path.dirname(os.path.abspath(__file__)), p) - - -def main(): - with open(absolute_path("weights.lp")) as weight_constants, open( - absolute_path("assign_weights.lp"), "w" - ) as assign, open(absolute_path("../data/weights.json"), "w") as weights_json: - - assign.write("%% GENERATED FILE. DO NOT EDIT.\n\n") - - weights = {} - - for line in weight_constants.readlines(): - match = re.search("#const (.*)_weight = ([\-0-9]*)", line) - if match: - name = match.group(1) - value = int(match.group(2)) - - weights[f"{name}_weight"] = value - - assign.write(f"soft_weight({name},{name}_weight).\n") - - json.dump(weights, weights_json, indent=2) - - -if __name__ == "__main__": - main() diff --git a/asp/saket2018.lp b/asp/saket2018.lp deleted file mode 100644 index c790773..0000000 --- a/asp/saket2018.lp +++ /dev/null @@ -1,22 +0,0 @@ - -% allowed marktypes -:- not mark(bar), not mark(line), not mark(point). - -% two encodings -2 = { encoding(E): encoding(E) }. - -% only use x and y -:- not channel(_,(x;y)). - -% y has to be aggregated and quantitative -:- channel(E,y), not type(E,quantitative). -:- channel(E,y), not aggregate(E,mean). - -% no binning -:- bin(_,_). - -% no log scale -:- log(_). - -% no aggregate on x -:- aggregate(E,_), channel(E,x). diff --git a/asp/soft.lp b/asp/soft.lp deleted file mode 100644 index 7ef1ecf..0000000 --- a/asp/soft.lp +++ /dev/null @@ -1,469 +0,0 @@ -% After adding a soft constraint to this file, make sure to update `weights.lp` and run `process_softs.py`.. - -% ====== Preferences ====== - -% @constraint Prefer to use raw (no aggregate). -soft(aggregate,E) :- aggregate(E,_). - -% @constraint Prefer to not bin. -soft(bin,E) :- bin(E,_). - -% @constraint Prefer binning with at most 12 buckets. -soft(bin_high,E) :- bin(E,B), B > 12. - -% @constraint Prefer binning with more than 7 buckets. -soft(bin_low,E) :- bin(E,B), B <= 7. - -% @constraint Prefer to use fewer encodings. -soft(encoding,E) :- encoding(E). - -% @constraint Prefer to use fewer encodings with fields (count does not have a field). -soft(encoding_field,E) :- encoding(E), field(E,_). - -% @constraint Prefer not to use the same field twice. -soft(same_field_2,F) :- field(F), { field(_,F) } = 2. - -% @constraint Prefer not to use the same field three or more times. -% @weight {16} -soft(same_field_gte3,F) :- field(F), { field(_,F) } >= 3. -% @end - -% @constraint Prefer not to use count more than once. -soft(count_twice) :- { aggregate(_,count) } = 2. - -% @constraint Shape channel should not have too high cardinality. -soft(shape_cardinality,E) :- channel(E,shape), discrete_cardinality(E,C), C > 5. - -% @constraint Numbers should not be nominal. -soft(number_nominal,E) :- type(E,nominal), field(E,F), fieldtype(F,number). - -% @constraint Binned quantitative field should not have too low cardinality. -soft(bin_cardinality,E) :- type(E,quantitative), bin(E,_), enc_cardinality(E,C), C < 15. - -% @constraint Prefer quantitative for bin. -soft(quant_bin,E) :- bin(E,_), not type(E,quantitative). - -% @constraint Plots with only nominal, ordinal, binned q, or t with time unit should add either an aggregation (e.g. count) or a quantitative field. -soft(only_discrete) :- not continuous(_). - -% @constraint Prefer not to use multiple non-positional encoding channels. -soft(multiple_non_pos) :- {channel(_,C): non_positional(C)} > 1. - -% @constraint Prefer not to use non-positional channels until all positional channels are used. -soft(non_positional_pref) :- channel(_,C), non_positional(C), not channel(_,(x;y)). - -% @constraint Aggregate plots should not use raw continuous as group by. -soft(aggregate_group_by_raw,E) :- aggregate(_,_), continuous(E), not aggregate(E,_). - -% @constraint Aggregate should also have a discrete encoding to group by. -soft(agg_dim) :- aggregate(_,_), not discrete(_). - -% @constraint Prefer not to use plot with both x and y discrete and no aggregate as it leads to occlusion. -soft(x_y_raw,E) :- channel(EX,x), discrete(EX), channel(EY,y), discrete(EY), not aggregate(E,_), continuous(E). - -% @constraint Prefer not to use log scale. -soft(log,E) :- log(E). - -% @constraint Prefer to include zero for continuous (binned doesn't need zero). -soft(zero,E) :- continuous(E), not zero(E). - -% @constraint Prefer zero size (even when binned). -soft(zero_size) :- channel(E,size), not zero(E). - -% @constraint Prefer zero positional. -soft(zero_positional) :- continuous(E), channel(E,(x;y)), not zero(E). - -% @constraint Prefer not to use zero when the difference between min and max is larger than distance to 0. -soft(zero_skew) :- enc_extent(E,MIN,MAX), EX = MAX - MIN, |MAX| > EX, |MIN| > EX, zero(E). - -% @constraint Do not include zero when the range of data includes zero. -soft(includes_zero) :- zero(E), extent(E,MIN,MAX), MIN < 0, MAX > 0. - -% @constraint Prefer to use only x instead of only y. -soft(only_x) :- channel(_,y), not channel(_,x). - -% @constraint Chart orientation for bar and tick (with and without bin). Binned fields have short labels if they are quantitative while otherwise labels can be long. -soft(orientation_binned) :- bin(E,_), type(E,quantitative), not channel(E,x). - -% @constraint Prefer not to use ordinal for fields with high cardinality. -soft(high_cardinality_ordinal,E) :- type(E,ordinal), discrete_cardinality(E,C), C > 30. - -% @constraint Prefer not to use nominal for fields with high cardinality. -soft(high_cardinality_nominal,E) :- type(E,nominal), enc_cardinality(E,C), C > 12. - -% @constraint Prefer not to use high cardinality nominal for color. -soft(high_cardinality_nominal_color,E) :- type(E,nominal), channel(E,color), enc_cardinality(E,C), C > 10. - -% @constraint Avoid high cardinality on x or column as it causes horizontal scrolling. -soft(horizontal_scrolling,E) :- channel(E,x), discrete_cardinality(E,C), C > 50. -soft(horizontal_scrolling,E) :- channel(E,columm), discrete_cardinality(E,C), C > 5. - -% @constraint Prefer to use temporal type with dates. -soft(temporal_date,E) :- field(E,F), fieldtype(F,datetime), not type(E,temporal). - -% @constraint Prefer quantitative for numbers with high cardinality. -soft(quantitative_numbers) :- field(E,F), fieldtype(F,number), cardinality(F,C), C > 20, not bin(E,_), not type(E,quantitative). - -% @constraint Overplotting. Prefer not to use x and y for continuous with high cardinality and low entropy without aggregation because the points will overplot. -soft(position_entropy,E) :- channel(E,(x;y)), continuous(E), enc_cardinality(E,C), C > 100, enc_entropy(E,EN), EN <= 12, not aggregate(E,_). - -% @constraint Prefer not to use size when the cardinality is large on x or y. -soft(high_cardinality_size,E) :- continuous(E), channel(_,size), enc_cardinality(E,C), C > 100, channel(E,(x;y)). - -% @constraint Prefer not to aggregate for value tasks. -soft(value_agg) :- task(value), aggregate(_,_). - -% @constraint Prefer not to use row and column for summary tasks as it makes it difficult to compare. -soft(facet_summary,E) :- task(summary), channel(E,row). - -% @constraint Positional interactions as suggested by Kim et al. -soft(x_row) :- channel(_,x), channel(_,row). - -% @constraint Positional interactions as suggested by Kim et al. -soft(y_row) :- channel(_,y), channel(_,row). - -% @constraint Positional interactions as suggested by Kim et al. -soft(x_column) :- channel(_,x), channel(_,column). - -% @constraint Positional interactions as suggested by Kim et al. -soft(y_column) :- channel(_,y), channel(_,column). - -% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. -soft(color_entropy_high, E) :- channel(E,color), enc_entropy(E,EN), EN > 12, type(E,quantitative), enc_interesting(E). - -% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. -soft(color_entropy_low, E) :- channel(E,color), enc_entropy(E,EN), EN <= 12, type(E,quantitative), enc_interesting(E). - -% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. -soft(size_entropy_high, E) :- channel(E,size), enc_entropy(E,EN), EN > 12, type(E,quantitative), enc_interesting(E). - -% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. -soft(size_entropy_low, E) :- channel(E,size), enc_entropy(E,EN), EN <= 12, type(E,quantitative), enc_interesting(E). - -% @constraint Prefer not to use continuous on x, discrete on y, and column. -soft(c_d_column) :- channel_continuous(x), channel_discrete(y), channel(_,column). - -% @constraint Prefer time on x. -soft(temporal_y) :- type(E,temporal), not channel(E,x). - -% @constraint Prefer not to overlap with DxD. -soft(d_d_overlap) :- is_d_d, overlap. - -% ====== Rankings ====== -% === Data Types === - -% @constraint Prefer quantitative > ordinal > nominal. -soft(type_q,E) :- type(E,quantitative). - -% @constraint Prefer quantitative > ordinal > nominal. -soft(type_o,E) :- type(E,ordinal). - -% @constraint Prefer quantitative > ordinal > nominal. -soft(type_n,E) :- type(E,nominal). - -% === Mark types === - -% @constraint Continuous by continuous for point mark. -soft(c_c_point) :- is_c_c, mark(point). - -% @constraint Continuous by continuous for line mark. -soft(c_c_line) :- is_c_c, mark(line). - -% @constraint Continuous by continuous for area mark. -soft(c_c_area) :- is_c_c, mark(area). - -% @constraint Continuous by continuous for text mark. -soft(c_c_text) :- is_c_c, mark(text). - -% @constraint Continuous by continuous for tick mark. -soft(c_c_tick) :- is_c_c, mark(tick). - -% @constraint Continuous by discrete for point mark. -soft(c_d_point) :- is_c_d, not no_overlap, mark(point). - -% @constraint Continuous by discrete for bar mark. -soft(c_d_bar) :- is_c_d, not no_overlap, mark(bar). - -% @constraint Continuous by discrete for line mark. -soft(c_d_line) :- is_c_d, not no_overlap, mark(line). - -% @constraint Continuous by discrete for area mark. -soft(c_d_area) :- is_c_d, not no_overlap, mark(area). - -% @constraint Continuous by discrete for text mark. -soft(c_d_text) :- is_c_d, not no_overlap, mark(text). - -% @constraint Continuous by discrete for tick mark. -soft(c_d_tick) :- is_c_d, not no_overlap, mark(tick). - -% @constraint Continuous by discrete for point mark with no overlap. -soft(c_d_no_overlap_point) :- is_c_d, no_overlap, mark(point). - -% @constraint Continuous by discrete for bar mark with no overlap. -soft(c_d_no_overlap_bar) :- is_c_d, no_overlap, mark(bar). - -% @constraint Continuous by discrete for line mark with no overlap. -soft(c_d_no_overlap_line) :- is_c_d, no_overlap, mark(line). - -% @constraint Continuous by discrete for area mark with no overlap. -soft(c_d_no_overlap_area) :- is_c_d, no_overlap, mark(area). - -% @constraint Continuous by discrete for text mark with no overlap. -soft(c_d_no_overlap_text) :- is_c_d, no_overlap, mark(text). - -% @constraint Continuous by discrete for tick mark with no overlap. -soft(c_d_no_overlap_tick) :- is_c_d, no_overlap, mark(tick). - -% @constraint Discrete by discrete for point mark. -soft(d_d_point) :- is_d_d, mark(point). - -% @constraint Discrete by discrete for point mark. -soft(d_d_text) :- is_d_d, mark(text). - -% @constraint Discrete by discrete for point mark. -soft(d_d_rect) :- is_d_d, mark(rect). - -% === Channel rankings à la APT === - -% @constraint Continuous on x channel. -soft(continuous_x,E) :- channel(E,x), continuous(E). - -% @constraint Continuous on y channel. -soft(continuous_y,E) :- channel(E,y), continuous(E). - -% @constraint Continuous on color channel. -soft(continuous_color,E) :- channel(E,color), continuous(E). - -% @constraint Continuous on size channel. -soft(continuous_size,E) :- channel(E,size), continuous(E). - -% @constraint Continuous on text channel. -soft(continuous_text,E) :- channel(E,text), continuous(E). - -% @constraint Ordered on x channel. -soft(ordered_x,E) :- channel(E,x), discrete(E), not type(E,nominal). - -% @constraint Ordered on y channel. -soft(ordered_y,E) :- channel(E,y), discrete(E), not type(E,nominal). - -% @constraint Ordered on color channel. -soft(ordered_color,E) :- channel(E,color), discrete(E), not type(E,nominal). - -% @constraint Ordered on size channel. -soft(ordered_size,E) :- channel(E,size), discrete(E), not type(E,nominal). - -% @constraint Ordered on text channel. -soft(ordered_text,E) :- channel(E,text), discrete(E), not type(E,nominal). - -% @constraint Ordered on row channel. -soft(ordered_row,E) :- channel(E,row), discrete(E), not type(E,nominal). - -% @constraint Ordered on column channel. -soft(ordered_column,E) :- channel(E,column), discrete(E), not type(E,nominal). - -% @constraint Nominal on x channel. -soft(nominal_x,E) :- channel(E,x), type(E,nominal). - -% @constraint Nominal on y channel. -soft(nominal_y,E) :- channel(E,y), type(E,nominal). - -% @constraint Nominal on color channel. -soft(nominal_color,E) :- channel(E,color), type(E,nominal). - -% @constraint Nominal on shape channel. -soft(nominal_shape,E) :- channel(E,shape), type(E,nominal). - -% @constraint Nominal on text channel. -soft(nominal_text,E) :- channel(E,text), type(E,nominal). - -% @constraint Nominal on row channel. -soft(nominal_row,E) :- channel(E,row), type(E,nominal). - -% @constraint Nominal on column channel. -soft(nominal_column,E) :- channel(E,column), type(E,nominal). - -% @constraint Nominal on detail channel. -soft(nominal_detail,E) :- channel(E,detail), type(E,nominal). - -% @constraint Interesting on x channel. -soft(interesting_x,E) :- channel(E,x), enc_interesting(E). - -% @constraint Interesting on y channel. -soft(interesting_y,E) :- channel(E,y), enc_interesting(E). - -% @constraint Interesting on color channel. -soft(interesting_color,E) :- channel(E,color), enc_interesting(E). - -% @constraint Interesting on size channel. -soft(interesting_size,E) :- channel(E,size), enc_interesting(E). - -% @constraint Interesting on shape channel. -soft(interesting_shape,E) :- channel(E,shape), enc_interesting(E). - -% @constraint Interesting on text channel. -soft(interesting_text,E) :- channel(E,text), enc_interesting(E). - -% @constraint Interesting on row channel. -soft(interesting_row,E) :- channel(E,row), enc_interesting(E). - -% @constraint Interesting on column channel. -soft(interesting_column,E) :- channel(E,column), enc_interesting(E). - -% @constraint Interesting on detail channel. -soft(interesting_detail,E) :- channel(E,detail), enc_interesting(E). - -% === Aggregations === - -% @constraint Count as aggregate op. -soft(aggregate_count,E) :- aggregate(E,count). - -% @constraint Sum as aggregate op. -soft(aggregate_sum,E) :- aggregate(E,sum). - -% @constraint Mean as aggregate op. -soft(aggregate_mean,E) :- aggregate(E,mean). - -% @constraint Median as aggregate op. -soft(aggregate_median,E) :- aggregate(E,median). - -% @constraint Min as aggregate op. -soft(aggregate_min,E) :- aggregate(E,min). - -% @constraint Max as aggregate op. -soft(aggregate_max,E) :- aggregate(E,max). - -% @constraint Standard Deviation as aggregate op. -soft(aggregate_stdev,E) :- aggregate(E,stdev). - -% === Stack === - -% @constraint Zero base for stack op. -soft(stack_zero) :- stack(zero). - -% @constraint Normalize between groupbys as stack op. -soft(stack_normalize) :- stack(normalize). - -% === Task - marktype correlations === - -% @constraint Point mark for value tasks. -soft(value_point) :- task(value), mark(point). - -% @constraint Bar mark for value tasks. -soft(value_bar) :- task(value), mark(bar). - -% @constraint Line mark for value tasks. -soft(value_line) :- task(value), mark(line). - -% @constraint Area mark for value tasks. -soft(value_area) :- task(value), mark(area). - -% @constraint Text mark for value tasks. -soft(value_text) :- task(value), mark(text). - -% @constraint Tick mark for value tasks. -soft(value_tick) :- task(value), mark(tick). -% @end - -% @constraint Rect mark for value tasks. -soft(value_rect) :- task(value), mark(rect). - -% @constraint Point mark for summary tasks. -soft(summary_point) :- task(summary), mark(point). - -% @constraint Bar mark for summary tasks. -soft(summary_bar) :- task(summary), mark(bar). - -% @constraint Line mark for summary tasks. -soft(summary_line) :- task(summary), mark(line). - -% @constraint Area mark for summary tasks. -soft(summary_area) :- task(summary), mark(area). - -% @constraint Text mark for summary tasks. -soft(summary_text) :- task(summary), mark(text). - -% @constraint Tick mark for summary tasks. -soft(summary_tick) :- task(summary), mark(tick). - -% @constraint Rect mark for summary tasks. -soft(summary_rect) :- task(summary), mark(rect). - -% === Task - channel correlations === - -% @constraint Continuous x for value tasks. -soft(value_continuous_x,E) :- task(value), channel(E,x), continuous(E), enc_interesting(E). - -% @constraint Continuous y for value tasks. -soft(value_continuous_y,E) :- task(value), channel(E,y), continuous(E), enc_interesting(E). - -% @constraint Continuous color for value tasks. -soft(value_continuous_color,E) :- task(value), channel(E,color), continuous(E), enc_interesting(E). - -% @constraint Continuous size for value tasks. -soft(value_continuous_size,E) :- task(value), channel(E,size), continuous(E), enc_interesting(E). - -% @constraint Continuous text for value tasks. -soft(value_continuous_text,E) :- task(value), channel(E,text), continuous(E), enc_interesting(E). - -% @constraint Discrete x for value tasks. -soft(value_discrete_x,E) :- task(value), channel(E,x), discrete(E), enc_interesting(E). - -% @constraint Discrete y for value tasks. -soft(value_discrete_y,E) :- task(value), channel(E,y), discrete(E), enc_interesting(E). - -% @constraint Discrete color for value tasks. -soft(value_discrete_color,E) :- task(value), channel(E,color), discrete(E), enc_interesting(E). - -% @constraint Discrete shape for value tasks. -soft(value_discrete_shape,E) :- task(value), channel(E,shape), discrete(E), enc_interesting(E). - -% @constraint Discrete size for value tasks. -soft(value_discrete_size,E) :- task(value), channel(E,size), discrete(E), enc_interesting(E). - -% @constraint Discrete text for value tasks. -soft(value_discrete_text,E) :- task(value), channel(E,text), discrete(E), enc_interesting(E). - -% @constraint Discrete row for value tasks. -soft(value_discrete_row,E) :- task(value), channel(E,row), discrete(E), enc_interesting(E). - -% @constraint Discrete column for value tasks. -soft(value_discrete_column,E) :- task(value), channel(E,column), discrete(E), enc_interesting(E). - -% @constraint Continuous x for summary tasks. -soft(summary_continuous_x,E) :- task(summary), channel(E,x), continuous(E), enc_interesting(E). - -% @constraint Continuous y for summary tasks. -soft(summary_continuous_y,E) :- task(summary), channel(E,y), continuous(E), enc_interesting(E). - -% @constraint Continuous color for summary tasks. -soft(summary_continuous_color,E) :- task(summary), channel(E,color), continuous(E), enc_interesting(E). - -% @constraint Continuous size for summary tasks. -soft(summary_continuous_size,E) :- task(summary), channel(E,size), continuous(E), enc_interesting(E). - -% @constraint Continuous text for summary tasks. -soft(summary_continuous_text,E) :- task(summary), channel(E,text), continuous(E), enc_interesting(E). - -% @constraint Discrete x for summary tasks. -soft(summary_discrete_x,E) :- task(summary), channel(E,x), discrete(E), enc_interesting(E). - -% @constraint Discrete y for summary tasks. -soft(summary_discrete_y,E) :- task(summary), channel(E,y), discrete(E), enc_interesting(E). - -% @constraint Discrete color for summary tasks. -soft(summary_discrete_color,E) :- task(summary), channel(E,color), discrete(E), enc_interesting(E). - -% @constraint Discrete shape for summary tasks. -soft(summary_discrete_shape,E) :- task(summary), channel(E,shape), discrete(E), enc_interesting(E). - -% @constraint Discrete size for summary tasks. -soft(summary_discrete_size,E) :- task(summary), channel(E,size), discrete(E), enc_interesting(E). - -% @constraint Discrete text for summary tasks. -soft(summary_discrete_text,E) :- task(summary), channel(E,text), discrete(E), enc_interesting(E). - -% @constraint Discrete row for summary tasks. -soft(summary_discrete_row,E) :- task(summary), channel(E,row), discrete(E), enc_interesting(E). - -% @constraint Discrete column for summary tasks. -soft(summary_discrete_column,E) :- task(summary), channel(E,column), discrete(E), enc_interesting(E). diff --git a/asp/tests.yaml b/asp/tests.yaml deleted file mode 100644 index dd06641..0000000 --- a/asp/tests.yaml +++ /dev/null @@ -1,361 +0,0 @@ -Definitions: - # test data - data: {filename: asp/examples/data.lp} - - define: {filename: asp/define.lp} - generate: {filename: asp/generate.lp} - hard: {filename: asp/hard.lp} - hard-integrity: {filename: asp/hard-integrity.lp} - features: {filename: asp/soft.lp} - optimize: {filename: asp/optimize.lp} - - # program to test constraints - no_opt: {group: [data, define, generate, hard, hard-integrity, features]} - no_gen: {group: [data, define, hard, hard-integrity, features]} - draco: {group: [data, define, generate, hard, hard-integrity, features, optimize]} - -Test a implies b: - Program: | - b :- a. - a. - :- not b. - Expect: SAT - -Test program by itself is satisfiable: - Modules: no_opt - Expect: SAT - -Test valid values: - Modules: no_opt - Expect: SAT - - Test channel: - Program: | - :- not channel(_,x). - - Test field: - Program: | - :- not field(_,n1). - - Test type: - Program: | - :- not type(_,quantitative). - - Test aggregate: - Program: | - :- not aggregate(_,mean). - - Test bin: - Program: | - :- not bin(_,10). - - Test zero: - Program: | - :- not zero(_). - - Test fieldtype: - Program: | - :- not fieldtype(_,string). - - Test mark: - Program: | - :- not mark(bar). - - Test data size: - Program: | - num_rows(10). - -Test invalid values: - Modules: no_opt - Expect: UNSAT - - Test channel: - Program: | - :- not channel(_,foo). - - Test field: - Program: | - :- not field(_,foo). - - Test type: - Program: | - :- not type(_,foo). - - Test aggregate: - Program: | - :- not aggregate(_,foo). - - Test bin: - Program: | - :- not bin(_,-1). - - Test fieldtype: - Program: | - :- not fieldtype(_,foo). - - Test mark: - Program: | - :- not mark(foo). - - Test data size: - Program: | - num_rows(-10). - -Test constraints: - Modules: no_opt - - Test can use binning: - Program: | - encoding(e). - :- not bin(e,_). - Expect: SAT - - Test can use aggregation: - Program: | - encoding(e). - :- not aggregate(e,_). - Expect: SAT - - Test cannot use aggregation and binning: - Program: | - encoding(e). - :- not aggregate(e,_). - :- not bin(e,_). - Expect: UNSAT - - Test cannot use field with count: - Program: | - encoding(e). - :- not aggregate(e,count). - :- not field(e,q1). - Expect: UNSAT - - Test can use string as o: - Program: | - encoding(e). - :- not field(e,n1). - :- not type(e,ordinal). - Expect: SAT - - Test cannot use string as q: - Program: | - encoding(e). - :- not field(e,n1). - :- not type(e,quantitative). - Expect: UNSAT - - Test cannot bin temporal: - Program: | - fieldtype(d,datetime). - encoding(e). - :- not field(e,d). - :- not type(e,temporal). - :- not bin(e,_). - Expect: UNSAT - - Test cannot use log with string: - Program: | - encoding(e). - :- not field(e,n1). - :- not log(e). - Expect: UNSAT - - Test can log number: - Program: | - encoding(e). - :- not field(e,q2). - :- not log(e). - Expect: SAT - - Test cannot use log with binned data because it is discrete: - Program: | - encoding(e). - :- not log(e). - :- not bin(e). - Expect: UNSAT - - Test cannot use zero with string: - Program: | - encoding(e). - :- not field(e,n1). - :- not zero(e). - Expect: UNSAT - - Test can zero number: - Program: | - encoding(e). - :- not field(e,q1). - :- not zero(e). - Expect: SAT - - Test cannot use zero with binned data because it is discrete: - Program: | - encoding(e). - :- not zero(e). - :- not bin(e). - Expect: UNSAT - - Test can compute average of a number: - Program: | - encoding(e). - :- not field(e,q1). - :- not aggregate(e,mean). - Expect: SAT - - Test cannot compute average of a string: - Program: | - encoding(e). - :- not field(e,n1). - :- not aggregate(e,mean). - Expect: UNSAT - - Test cannot aggregate nominal: - Program: | - encoding(e). - :- not aggregate(e,_). - :- not type(e,nominal). - Expect: UNSAT - - Test can aggregate continuous: - Program: | - encoding(e). - :- not aggregate(e,_). - Expect: SAT - - Test temporal requires datetime: - Program: | - fieldtype(t,datetime). - encoding(e). - :- not field(e,t). - :- not type(e,temporal). - Expect: SAT - - Test cannot use different different on x and y: - Program: | - encoding(e0). - :- not channel(e0,x). - :- not field(e0,n1). - encoding(e1). - :- not channel(e1,y). - :- not field(e1,n2). - Expect: SAT - - Test cannot use same field on x and y: - Program: | - encoding(e0). - :- not channel(e0,x). - :- not field(e0,n1). - encoding(e1). - :- not channel(e1,y). - :- not field(e1,n1). - Expect: UNSAT - -Test helpers: - Modules: no_gen - - Test overlap: - Program: | - mark(point). - - encoding(e1). - field(e1,n1). - channel(e1,x). - type(e1,ordinal). - - encoding(e2). - field(e2,q1). - channel(e2,y). - type(e2,quantitative). - - :- no_overlap. - Expect: SAT - - Test no overlap aggregation: - Program: | - mark(point). - - encoding(e1). - field(e1,n1). - channel(e1,x). - type(e1,ordinal). - - encoding(e2). - field(e2,q1). - channel(e2,y). - type(e2,quantitative). - aggregate(e2,mean). - - :- no_overlap. - Expect: UNSAT - - Test no overlap cardinality: - Program: | - mark(point). - - encoding(e1). - field(e1,q2). - channel(e1,x). - type(e1,ordinal). - - encoding(e2). - field(e2,q1). - channel(e2,y). - type(e2,quantitative). - - :- no_overlap. - Expect: UNSAT - -Test soft constraints: - Modules: no_gen - - Test high entropy data: - Program: | - fieldtype(n3,number). - cardinality(n3,200). - entropy(n3,1). - - mark(point). - - encoding(e). - field(e,n3). - channel(e,x). - type(e,quantitative). - - :- not soft(position_entropy, e). - Expect: SAT - - Test skew with zero: - Program: | - fieldtype(n3,number). - cardinality(n3,10). - extent(n3,10,12). - - mark(tick). - - encoding(e). - field(e,n3). - channel(e,x). - type(e,quantitative). - zero(e). - - :- not soft(zero_skew). - Expect: SAT - - Test zero with data that covers it: - Program: | - fieldtype(n3,number). - cardinality(n3,200). - entropy(n3,1). - extent(n3,-10,10). - - mark(point). - - encoding(e). - field(e,n3). - channel(e,x). - type(e,quantitative). - zero(e). - - :- not soft(includes_zero). - - Expect: UNSAT diff --git a/asp/topk-lua.lp b/asp/topk-lua.lp deleted file mode 100644 index da71a15..0000000 --- a/asp/topk-lua.lp +++ /dev/null @@ -1,48 +0,0 @@ -#script(lua) - -function main(prg) - local count = tonumber(prg.configuration.solve.models) - local backend = prg:backend() - - local observer = { - minimize_literals = {} - } - function observer:minimize (priority, literals) - self.minimize_literals = literals - end - - prg:register_observer(observer) - - prg:ground({{"base", {}}}, self) - - while count > 0 do - local cost = 0 - - prg.configuration.solve.models = count - local it = prg:solve{yield=true} - local ret, err = pcall(function() - if it:get().unsatisfiable then - count = 0 - return - end - - for m in it:iter() do - if m.optimality_proven then - cost = m.cost[1] - count = count-1 - end - end - end) - it:close() - if not ret then - error(err) - end - - if count > 0 then - local aux = backend:add_atom() - backend:add_weight_rule{{aux}, cost+1, observer.minimize_literals} - backend:add_rule{{aux}, {-aux}} - end - end -end -#end. diff --git a/asp/topk-py.lp b/asp/topk-py.lp deleted file mode 100644 index 979ffdb..0000000 --- a/asp/topk-py.lp +++ /dev/null @@ -1,39 +0,0 @@ -#script(python) - -class Observer: - def __init__(self): - self.minimize_literals = [] - - def minimize(self, priority, literals): - self.minimize_literals = literals - -def main(prg): - assert(prg.configuration.solve.opt_mode == 'optN'), 'Set --opt-mode=OptN.' - - with prg.backend() as backend: - # Use model count as number of models to output - count = int(prg.configuration.solve.models) - - # register observer - obs = Observer() - prg.register_observer(obs) - - prg.ground([('base', [])]) - - while count > 0: - cost = 0 - - prg.configuration.solve.models = count - with prg.solve(yield_=True) as handle: - if handle.get().unsatisfiable: - break - for model in handle: - if model.optimality_proven: - cost = model.cost[0] - count -= 1 - - if count > 0: - aux = backend.add_atom() - backend.add_weight_rule([aux], cost+1, obs.minimize_literals) - backend.add_rule([], [-aux]) -#end. diff --git a/asp/weights.lp b/asp/weights.lp deleted file mode 100644 index 1645cf1..0000000 --- a/asp/weights.lp +++ /dev/null @@ -1,165 +0,0 @@ -% Weights as constants - -#const type_q_weight = 0. -#const type_o_weight = 1. -#const type_n_weight = 2. -#const aggregate_weight = 1. -#const bin_weight = 2. -#const bin_high_weight = 10. -#const bin_low_weight = 6. -#const encoding_weight = 0. -#const encoding_field_weight = 6. -#const same_field_2_weight = 8. -#const same_field_gte3_weight = 16. -#const count_twice_weight = 50. -#const shape_cardinality_weight = 5. -#const number_nominal_weight = 10. -#const bin_cardinality_weight = 5. -#const quant_bin_weight = 1. -#const agg_dim_weight = 2. -#const only_discrete_weight = 30. -#const multiple_non_pos_weight = 3. -#const non_positional_pref_weight = 10. -#const aggregate_group_by_raw_weight = 3. -#const x_y_raw_weight = 1. -#const log_weight = 1. -#const zero_weight = 1. -#const zero_size_weight = 3. -#const zero_positional_weight = 1. -#const zero_skew_weight = 5. -#const includes_zero_weight = 10. - -#const only_x_weight = 1. -#const orientation_binned_weight = 1. -#const high_cardinality_ordinal_weight = 10. -#const high_cardinality_nominal_weight = 10. -#const high_cardinality_nominal_color_weight = 10. -#const horizontal_scrolling_weight = 20. -#const temporal_date_weight = 1. -#const quantitative_numbers_weight = 2. -#const position_entropy_weight = 2. -#const high_cardinality_size_weight = 1. -#const value_agg_weight = 1. -#const facet_summary_weight = 0. -#const x_row_weight = 1. -#const y_row_weight = 1. -#const x_column_weight = 1. -#const y_column_weight = 1. -#const color_entropy_high_weight = 0. -#const color_entropy_low_weight = 0. -#const size_entropy_high_weight = 0. -#const size_entropy_low_weight = 0. - -#const c_d_column_weight = 5. -#const temporal_y_weight = 1. -#const d_d_overlap_weight = 20. - -#const c_c_point_weight = 0. -#const c_c_line_weight = 20. -#const c_c_area_weight = 20. -#const c_c_text_weight = 2. -#const c_c_tick_weight = 5. - -#const c_d_point_weight = 10. -#const c_d_bar_weight = 20. -#const c_d_line_weight = 20. -#const c_d_area_weight = 20. -#const c_d_text_weight = 50. -#const c_d_tick_weight = 0. - -#const c_d_no_overlap_point_weight = 20. -#const c_d_no_overlap_bar_weight = 0. -#const c_d_no_overlap_line_weight = 20. -#const c_d_no_overlap_area_weight = 20. -#const c_d_no_overlap_text_weight = 30. -#const c_d_no_overlap_tick_weight = 25. - -#const d_d_point_weight = 0. -#const d_d_text_weight = 1. -#const d_d_rect_weight = 0. - -#const continuous_x_weight = 0. -#const continuous_y_weight = 0. -#const continuous_color_weight = 10. -#const continuous_size_weight = 1. -#const continuous_text_weight = 20. - -#const ordered_x_weight = 1. -#const ordered_y_weight = 0. -#const ordered_color_weight = 8. -#const ordered_size_weight = 10. -#const ordered_text_weight = 32. -#const ordered_row_weight = 10. -#const ordered_column_weight = 10. - -#const nominal_x_weight = 3. -#const nominal_y_weight = 0. -#const nominal_color_weight = 10. -#const nominal_shape_weight = 11. -#const nominal_text_weight = 12. -#const nominal_row_weight = 7. -#const nominal_column_weight = 10. -#const nominal_detail_weight = 20. - -#const interesting_x_weight = 0. -#const interesting_y_weight = 1. -#const interesting_color_weight = 2. -#const interesting_size_weight = 2. -#const interesting_shape_weight = 3. -#const interesting_text_weight = 6. -#const interesting_row_weight = 6. -#const interesting_column_weight = 7. -#const interesting_detail_weight = 20. - -#const aggregate_count_weight = 0. -#const aggregate_sum_weight = 2. -#const aggregate_mean_weight = 1. -#const aggregate_median_weight = 3. -#const aggregate_min_weight = 4. -#const aggregate_max_weight = 4. -#const aggregate_stdev_weight = 5. - -#const value_point_weight = 0. -#const value_bar_weight = 0. -#const value_line_weight = 0. -#const value_area_weight = 0. -#const value_text_weight = 0. -#const value_tick_weight = 0. -#const value_rect_weight = 0. -#const summary_point_weight = 0. -#const summary_bar_weight = 0. -#const summary_line_weight = 0. -#const summary_area_weight = 0. -#const summary_text_weight = 0. -#const summary_tick_weight = 0. -#const summary_rect_weight = 0. - -#const value_continuous_x_weight = 0. -#const value_continuous_y_weight = 0. -#const value_continuous_color_weight = 0. -#const value_continuous_size_weight = 0. -#const value_continuous_text_weight = 0. -#const value_discrete_x_weight = 0. -#const value_discrete_y_weight = 0. -#const value_discrete_color_weight = 0. -#const value_discrete_shape_weight = 0. -#const value_discrete_size_weight = 0. -#const value_discrete_text_weight = 0. -#const value_discrete_row_weight = 0. -#const value_discrete_column_weight = 0. -#const summary_continuous_x_weight = 0. -#const summary_continuous_y_weight = 0. -#const summary_continuous_color_weight = 0. -#const summary_continuous_size_weight = 0. -#const summary_continuous_text_weight = 0. -#const summary_discrete_x_weight = 0. -#const summary_discrete_y_weight = 0. -#const summary_discrete_color_weight = 0. -#const summary_discrete_shape_weight = 0. -#const summary_discrete_size_weight = 0. -#const summary_discrete_text_weight = 0. -#const summary_discrete_row_weight = 0. -#const summary_discrete_column_weight = 0. - -#const stack_zero_weight = 0. -#const stack_normalize_weight = 1. diff --git a/asp/weights_learned.lp b/asp/weights_learned.lp deleted file mode 100644 index 6352e22..0000000 --- a/asp/weights_learned.lp +++ /dev/null @@ -1,151 +0,0 @@ -% Generated with `python draco/learn/linear.py`. - -#const agg_dim_weight = 191. -#const aggregate_weight = 0. -#const aggregate_count_weight = 0. -#const aggregate_group_by_raw_weight = 191. -#const aggregate_max_weight = 0. -#const aggregate_mean_weight = 0. -#const aggregate_median_weight = 0. -#const aggregate_min_weight = 0. -#const aggregate_stdev_weight = 0. -#const aggregate_sum_weight = 0. -#const bin_weight = 0. -#const bin_cardinality_weight = 0. -#const bin_high_weight = 0. -#const bin_low_weight = 0. -#const c_c_area_weight = 0. -#const c_c_line_weight = 309. -#const c_c_point_weight = -397. -#const c_c_text_weight = 0. -#const c_c_tick_weight = 0. -#const c_d_area_weight = 0. -#const c_d_bar_weight = 0. -#const c_d_column_weight = 0. -#const c_d_line_weight = 0. -#const c_d_no_overlap_area_weight = 0. -#const c_d_no_overlap_bar_weight = -262. -#const c_d_no_overlap_line_weight = -416. -#const c_d_no_overlap_point_weight = 487. -#const c_d_no_overlap_text_weight = 0. -#const c_d_no_overlap_tick_weight = 0. -#const c_d_point_weight = 279. -#const c_d_text_weight = 0. -#const c_d_tick_weight = 0. -#const color_entropy_high_weight = -582. -#const color_entropy_low_weight = 1618. -#const continuous_color_weight = -38. -#const continuous_size_weight = 317. -#const continuous_text_weight = 0. -#const continuous_x_weight = 3. -#const continuous_y_weight = -91. -#const count_twice_weight = 0. -#const d_d_overlap_weight = 0. -#const d_d_point_weight = 0. -#const d_d_rect_weight = 0. -#const d_d_text_weight = 0. -#const encoding_weight = 0. -#const encoding_field_weight = 0. -#const facet_summary_weight = 4. -#const high_cardinality_nominal_weight = 0. -#const high_cardinality_nominal_color_weight = 1042. -#const high_cardinality_ordinal_weight = 0. -#const high_cardinality_size_weight = 216. -#const horizontal_scrolling_weight = 0. -#const includes_zero_weight = 0. -#const interesting_color_weight = 1235. -#const interesting_column_weight = 0. -#const interesting_detail_weight = 0. -#const interesting_row_weight = 4. -#const interesting_shape_weight = 0. -#const interesting_size_weight = -112. -#const interesting_text_weight = 0. -#const interesting_x_weight = -439. -#const interesting_y_weight = -687. -#const log_weight = 0. -#const multiple_non_pos_weight = 0. -#const nominal_color_weight = -370. -#const nominal_column_weight = 0. -#const nominal_detail_weight = 0. -#const nominal_row_weight = 270. -#const nominal_shape_weight = 0. -#const nominal_text_weight = 0. -#const nominal_x_weight = 188. -#const nominal_y_weight = -88. -#const non_positional_pref_weight = 180. -#const number_nominal_weight = 0. -#const only_discrete_weight = 0. -#const only_x_weight = 0. -#const ordered_color_weight = 0. -#const ordered_column_weight = 0. -#const ordered_row_weight = 0. -#const ordered_size_weight = 0. -#const ordered_text_weight = 0. -#const ordered_x_weight = -191. -#const ordered_y_weight = 0. -#const orientation_binned_weight = 0. -#const position_entropy_weight = 339. -#const quant_bin_weight = 0. -#const quantitative_numbers_weight = -191. -#const same_field_2_weight = 666. -#const same_field_gte3_weight = 0. -#const shape_cardinality_weight = 0. -#const size_entropy_high_weight = 142. -#const size_entropy_low_weight = -254. -#const stack_normalize_weight = 0. -#const stack_zero_weight = 0. -#const summary_area_weight = 0. -#const summary_bar_weight = -540. -#const summary_continuous_color_weight = 106. -#const summary_continuous_size_weight = -575. -#const summary_continuous_text_weight = 0. -#const summary_continuous_x_weight = 207. -#const summary_continuous_y_weight = 261. -#const summary_discrete_color_weight = 198. -#const summary_discrete_column_weight = 0. -#const summary_discrete_row_weight = 4. -#const summary_discrete_shape_weight = 0. -#const summary_discrete_size_weight = 0. -#const summary_discrete_text_weight = 0. -#const summary_discrete_x_weight = -248. -#const summary_discrete_y_weight = 45. -#const summary_line_weight = 343. -#const summary_point_weight = 196. -#const summary_rect_weight = 0. -#const summary_text_weight = 0. -#const summary_tick_weight = 0. -#const temporal_date_weight = 0. -#const temporal_y_weight = 0. -#const type_n_weight = 0. -#const type_o_weight = -191. -#const type_q_weight = 191. -#const value_agg_weight = 0. -#const value_area_weight = 0. -#const value_bar_weight = 277. -#const value_continuous_color_weight = 929. -#const value_continuous_size_weight = 463. -#const value_continuous_text_weight = 0. -#const value_continuous_x_weight = -398. -#const value_continuous_y_weight = -994. -#const value_discrete_color_weight = 0. -#const value_discrete_column_weight = 0. -#const value_discrete_row_weight = 0. -#const value_discrete_shape_weight = 0. -#const value_discrete_size_weight = 0. -#const value_discrete_text_weight = 0. -#const value_discrete_x_weight = 0. -#const value_discrete_y_weight = 0. -#const value_line_weight = -451. -#const value_point_weight = 173. -#const value_rect_weight = 0. -#const value_text_weight = 0. -#const value_tick_weight = 0. -#const x_column_weight = 0. -#const x_row_weight = 270. -#const x_y_raw_weight = 0. -#const y_column_weight = 0. -#const y_row_weight = 270. -#const zero_weight = 0. -#const zero_positional_weight = 0. -#const zero_size_weight = 0. -#const zero_skew_weight = 0. diff --git a/data/cars.csv b/data/cars.csv deleted file mode 100644 index 499754e..0000000 --- a/data/cars.csv +++ /dev/null @@ -1,388 +0,0 @@ -Name,Type,AWD,RWD,Retail Price,Dealer Cost,Engine Size (l),Cyl,Horsepower(HP),City Miles Per Gallon,Highway Miles Per Gallon,Weight,Wheel Base,Len,Width -Acura 3.5 RL 4dr,Sedan,0,0,43755,39014,3.5,6,225,18,24,3880,115,197,72 -Acura 3.5 RL w/Navigation 4dr,Sedan,0,0,46100,41100,3.5,6,225,18,24,3893,115,197,72 -Acura MDX,SUV,1,0,36945,33337,3.5,6,265,17,23,4451,106,189,77 -Acura NSX coupe 2dr manual S,Sports Car,0,1,89765,79978,3.2,6,290,17,24,3153,100,174,71 -Acura RSX Type S 2dr,Sedan,0,0,23820,21761,2,4,200,24,31,2778,101,172,68 -Acura TL 4dr,Sedan,0,0,33195,30299,3.2,6,270,20,28,3575,108,186,72 -Acura TSX 4dr,Sedan,0,0,26990,24647,2.4,4,200,22,29,3230,105,183,69 -Audi A4 1.8T 4dr,Sedan,0,0,25940,23508,1.8,4,170,22,31,3252,104,179,70 -Audi A4 3.0 4dr,Sedan,0,0,31840,28846,3,0,220,20,28,3462,104,179,70 -Audi A4 3.0 convertible 2dr,Sedan,0,0,42490,38325,3,6,220,20,27,3814,105,180,70 -Audi A4 3.0 Quattro 4dr auto,Sedan,1,0,34480,31388,0,6,220,18,25,3627,104,179,70 -Audi A4 3.0 Quattro 4dr manual,Sedan,1,0,33430,30366,3,6,220,17,26,3583,104,179,70 -Audi A4 3.0 Quattro convertible 2dr,Sedan,1,0,44240,40075,3,6,220,18,25,4013,105,180,70 -Audi A41.8T convertible 2dr,Sedan,0,0,35940,32506,1.8,4,170,23,30,3638,105,180,70 -Audi A6 2.7 Turbo Quattro 4dr,Sedan,1,0,42840,38840,2.7,6,250,18,25,3836,109,192,71 -Audi A6 3.0 4dr,Sedan,0,0,36640,33129,3,6,220,20,27,3561,109,192,71 -Audi A6 3.0 Avant Quattro,Wagon,1,0,40840,37060,3,6,220,18,25,4035,109,192,71 -Audi A6 3.0 Quattro 4dr,Sedan,1,0,39640,35992,3,6,220,18,25,3880,109,192,2 -Audi A6 4.2 Quattro 4dr,Sedan,1,0,49690,44936,4.2,8,300,17,24,4024,109,193,71 -Audi A8 L Quattro 4dr,Sedan,1,0,69190,64740,4.2,8,330,17,24,4399,121,204,75 -Audi RS 6 4dr,Sports Car,0,0,84600,76417,4.2,8,450,15,22,4024,109,191,78 -Audi S4 Avant Quattro,Wagon,1,0,49090,44446,4.2,8,340,15,21,3936,104,179,70 -Audi S4 Quattro 4dr,Sedan,1,0,48040,43556,4.2,8,340,14,20,3825,104,179,70 -Audi TT 1.8 convertible 2dr (coupe),Sports Car,0,0,35940,32512,1.8,4,180,20,28,3131,95,159,73 -Audi TT 1.8 Quattro 2dr (convertible),Sports Car,1,0,37390,33891,1.8,4,225,20,28,2921,96,159,73 -Audi TT 3.2 coupe 2dr (convertible),Sports Car,1,0,40590,36739,3.2,6,250,21,29,3351,96,159,73 -BMW 325Ci 2dr,Sedan,0,1,30795,28245,2.5,6,184,20,29,3197,107,177,69 -BMW 325Ci convertible 2dr,Sedan,0,1,37995,34800,2.5,6,184,19,27,3560,107,177,69 -BMW 325i 4dr,Sedan,0,1,28495,26155,2.5,6,184,20,29,3219,107,176,69 -BMW 325xi 4dr,Sedan,1,0,30245,27745,2.5,6,184,19,27,3461,107,176,69 -BMW 325xi Sport,Wagon,1,0,32845,30110,2.5,6,184,19,26,3594,107,176,69 -BMW 330Ci 2dr,Sedan,0,1,36995,33890,3,6,225,20,30,3285,107,176,69 -BMW 330Ci convertible 2dr,Sedan,0,1,44295,40530,3,6,225,19,28,3616,107,177,69 -BMW 330i 4dr,Sedan,0,1,35495,32525,3,6,225,20,30,3285,107,176,69 -BMW 330xi 4dr,Sedan,1,0,37245,34115,3,6,225,20,29,3483,107,176,69 -BMW 525i 4dr,Sedan,0,1,39995,36620,2.5,6,184,19,28,3428,114,191,73 -BMW 530i 4dr,Sedan,0,1,44995,41170,3,6,225,20,30,3472,114,191,73 -BMW 545iA 4dr,Sedan,0,1,54995,50270,4.4,8,325,18,26,3814,114,191,73 -BMW 745i 4dr,Sedan,0,1,69195,63190,4.4,8,325,18,26,4376,118,198,75 -BMW 745Li 4dr,Sedan,0,1,73195,66830,4.4,8,325,18,26,4464,123,204,75 -BMW M3 convertible 2dr,Sports Car,0,1,56595,51815,3.2,6,333,16,23,3781,108,177,70 -BMW M3 coupe 2dr,Sports Car,0,1,48195,44170,3.2,6,333,16,24,3415,108,177,70 -BMW X3 3.0i,SUV,1,0,37000,33873,3,6,225,16,23,4023,110,180,73 -BMW X5 4.4i,SUV,1,0,52195,47720,4.4,8,325,16,22,4824,111,184,74 -BMW Z4 convertible 2.5i 2dr,Sports Car,0,1,33895,31065,2.5,6,184,20,28,2932,98,161,70 -BMW Z4 convertible 3.0i 2dr,Sports Car,0,1,41045,37575,3,6,225,21,29,2998,98,161,70 -Buick Century Custom 4dr,Sedan,0,0,22180,20351,3.1,6,175,20,30,3353,109,195,73 -Buick LeSabre Custom 4dr,Sedan,0,0,26470,24282,3.8,6,205,20,29,3567,112,200,74 -Buick LeSabre Limited 4dr,Sedan,0,0,32245,29566,3.8,6,205,20,29,3591,112,200,74 -Buick Park Avenue 4dr,Sedan,0,0,35545,32244,3.8,6,205,20,29,3778,0,207,75 -Buick Park Avenue Ultra 4dr,Sedan,0,0,40720,36927,3.8,6,240,18,28,3909,114,207,75 -Buick Rainier,SUV,1,0,37895,34357,4.2,6,275,15,21,4600,113,193,75 -Buick Regal GS 4dr,Sedan,0,0,28345,26047,3.8,6,240,18,28,3536,109,196,73 -Buick Regal LS 4dr,Sedan,0,0,24895,22835,3.8,6,200,20,30,3461,109,196,73 -Buick Rendezvous CX,SUV,0,0,26545,24085,3.4,6,185,19,26,4024,112,187,74 -Cadillac CTS VVT 4dr,Sedan,0,1,30835,28575,3.6,6,255,18,25,3694,113,190,71 -Cadillac Deville 4dr,Sedan,0,0,45445,41650,4.6,8,275,18,26,3984,115,207,74 -Cadillac Deville DTS 4dr,Sedan,0,0,50595,46362,4.6,8,300,18,26,4044,115,207,74 -Cadillac Escaladet,SUV,0,0,52795,48377,5.3,8,295,14,18,5367,116,199,79 -Cadillac Seville SLS 4dr,Sedan,0,0,47955,43841,4.6,8,275,18,26,3992,112,201,75 -Cadillac SRX V8,SUV,0,0,46995,43523,4.6,8,320,16,21,4302,116,195,73 -Cadillac XLR convertible 2dr,Sports Car,0,1,76200,70546,4.6,8,320,17,25,3647,106,178,72 -Chevrolet Astro,Minivan,1,0,26395,23954,4.3,6,190,14,17,4605,111,190,78 -Chevrolet Aveo 4dr,Sedan,0,0,11690,10965,1.6,4,103,28,34,2370,98,167,66 -Chevrolet Aveo LS 4dr hatch,Sedan,0,0,12585,11802,1.6,4,103,28,34,2348,98,153,66 -Chevrolet Cavalier 2dr,Sedan,0,0,14610,13697,2.2,4,140,26,37,2617,104,183,69 -Chevrolet Cavalier 4dr,Sedan,0,0,14810,13884,2.2,4,140,26,37,2676,104,183,68 -Chevrolet Cavalier LS 2dr,Sedan,0,0,16385,15357,2.2,4,140,26,37,2617,104,183,69 -Chevrolet Corvette 2dr,Sports Car,0,1,44535,39068,5.7,8,350,18,25,3246,105,180,74 -Chevrolet Corvette convertible 2dr,Sports Car,0,1,51535,45193,5.7,8,350,18,25,3248,105,180,74 -Chevrolet Impala 4dr,Sedan,0,0,21900,20095,3.4,6,180,21,32,3465,111,200,73 -Chevrolet Impala LS 4dr,Sedan,0,0,25000,22931,3.8,6,200,20,30,3476,111,200,73 -Chevrolet Impala SS 4dr,Sedan,0,0,27995,25672,3.8,6,240,18,28,3606,111,200,73 -Chevrolet Malibu 4dr,Sedan,0,0,18995,17434,2.2,4,145,24,34,3174,106,188,70 -Chevrolet Malibu LS 4dr,Sedan,0,0,20370,18639,3.5,6,200,22,30,3297,106,188,70 -Chevrolet Malibu LT 4dr,Sedan,0,0,23495,21551,3.5,6,200,23,32,3315,106,188,70 -Chevrolet Malibu Maxx LS,Wagon,0,0,22225,20394,3.5,6,200,22,30,3458,112,188,70 -Chevrolet Monte Carlo LS 2dr,Sedan,0,0,21825,20026,3.4,6,180,21,32,3340,111,198,73 -Chevrolet Monte Carlo SS 2dr,Sedan,0,0,24225,22222,3.8,6,200,18,28,3434,111,198,73 -Chevrolet Suburban 1500 LT,SUV,0,0,42735,37422,5.3,8,295,14,18,4947,130,219,79 -Chevrolet Tahoe LT,SUV,1,0,41465,36287,5.3,8,295,14,18,5050,116,197,79 -Chevrolet Tracker,SUV,0,0,20255,19108,2.5,6,165,19,22,2866,98,163,67 -Chevrolet TrailBlazer LT,SUV,0,0,30295,27479,4.2,6,275,16,21,4425,113,192,75 -Chevrolet Venture LS,Minivan,0,0,27020,24518,3.4,6,185,19,26,3699,112,187,72 -Chrvsler PT Cruiser GT 4dr,Sedan,0,0,25955,24172,2.4,4,220,21,27,3217,103,169,67 -Chrysler 300M 4dr,Sedan,0,0,29865,27797,3.5,6,250,18,27,3581,113,198,74 -Chrysler 300M Special Edition 4dr,Sedan,0,0,33295,30884,3.5,6,255,18,27,3650,113,198,74 -Chrysler Concorde LX 4dr,Sedan,0,0,24130,22452,2.7,6,200,21,29,3479,113,208,74 -Chrysler Concorde LXi 4dr,Sedan,0,0,26860,24909,3.5,6,232,19,27,3548,113,208,74 -Chrysler Crossfire 2dr,Sports Car,0,1,34495,32033,3.2,6,215,17,25,3060,95,160,70 -Chrysler Pacifica,Wagon,0,1,31230,28725,3.5,6,250,17,23,4675,116,199,79 -Chrysler PT Cruiser 4dr,Sedan,0,0,17985,16919,2.4,4,150,22,29,3101,103,169,67 -Chrysler PT Cruiser Limited 4dr,Sedan,0,0,22000,20573,2.4,4,150,22,29,3105,103,169,67 -Chrysler Sebring 4dr,Sedan,0,0,19090,17805,2.4,4,150,22,30,3173,108,191,71 -Chrysler Sebring convertible 2dr,Sedan,0,0,25215,23451,2.4,4,150,22,30,3357,106,194,64 -Chrysler Sebring Limited convertible 2dr,Sedan,0,0,30950,28613,2.7,6,200,21,28,3448,106,194,69 -Chrysler Sebring Touring 4dr,Sedan,0,0,21840,20284,2.7,6,200,21,28,3222,108,191,71 -Chrysler Town and Country Limited,Minivan,0,0,38380,35063,3.8,6,215,18,25,4331,119,201,79 -Chrysler Town and Country LX,Minivan,0,0,27490,25371,3.3,6,180,19,26,4068,119,201,79 -CMC Yukon 1500 SLE,SUV,0,0,35725,31361,4.8,8,285,16,19,5042,116,199,79 -Dodge Caravan SE,Minivan,0,0,21795,20508,2.4,4,150,20,26,3862,113,189,79 -Dodge Durango SLT,SUV,1,0,32235,29472,4.7,8,230,15,21,4987,119,201,76 -Dodge Grand Caravan SXT,Minivan,1,0,32660,29812,3.8,6,215,18,25,4440,119,201,79 -Dodge Intrepid ES 4dr,Sedan,0,0,24885,23058,3.5,6,232,18,27,3487,113,204,75 -Dodge Intrepid SE 4dr,Sedan,0,0,22035,20502,2.7,6,200,21,29,3469,113,204,75 -Dodge Neon SE 4dr,Sedan,0,0,13670,12849,2,4,132,29,36,2581,105,174,67 -Dodge Neon SXT 4dr,Sedan,0,0,15040,14086,2,4,132,29,36,2626,105,174,67 -Dodge Stratus SE 4dr,Sedan,0,0,20220,18821,2.4,4,150,21,28,3175,108,191,71 -Dodge Stratus SXT 4dr,Sedan,0,0,18820,17512,2.4,4,150,21,28,3182,108,191,71 -Ford Crown Victoria 4dr,Sedan,0,1,24345,22856,4.6,8,224,17,25,4057,115,212,78 -Ford Crown Victoria LX 4dr,Sedan,0,1,27370,25105,4.6,8,224,17,25,4057,115,212,78 -Ford Crown Victoria LX Sport 4dr,Sedan,0,1,30315,27756,4.6,8,239,17,25,4057,115,212,78 -Ford Escape XLS,SUV,1,0,22515,20907,3,6,201,18,23,3346,103,173,70 -Ford Expedition 4.6 XLT,SUV,0,0,34560,30468,4.6,8,232,15,19,5000,119,206,79 -Ford Explorer XLT V6,SUV,1,0,29670,26983,4,6,210,15,20,4463,114,190,72 -Ford Focus LX 4dr,Sedan,0,0,13730,12906,2,4,110,27,36,2606,103,168,67 -Ford Focus SE 4dr,Sedan,0,0,15460,14496,2,4,130,26,33,2606,103,168,67 -Ford Focus SVT 2dr,Sedan,0,0,19135,17878,2,4,170,21,28,2750,103,168,67 -Ford Focus ZTW,Wagon,0,0,17475,16375,2,4,130,26,33,2702,103,178,67 -Ford Focus ZX3 2dr hatch,Sedan,0,0,13270,12482,2,4,130,26,33,2612,103,168,67 -Ford Focus ZX5 5dr,Sedan,0,0,15580,14607,2,4,130,26,33,2691,103,168,67 -Ford Freestar SE,Minivan,0,0,26930,24498,3.9,6,193,17,23,4275,121,201,77 -Ford Mustang 2dr (convertible),Sports Car,0,1,18345,16943,3.8,6,193,20,29,3290,101,183,73 -Ford Mustang GT Premium convertible 2dr,Sports Car,0,1,29380,26875,4.6,8,260,17,25,3347,101,183,73 -Ford Taurus LX 4dr,Sedan,0,0,20320,18881,3,6,155,20,27,3306,109,198,73 -Ford Taurus SE,Wagon,0,0,22290,20457,3,6,155,19,26,3497,109,198,73 -Ford Taurus SES Duratec 4dr,Sedan,0,0,22735,20857,3,6,201,19,26,3313,109,198,73 -Ford Thunderbird Deluxe convert w/hardtop 2dr,Sports Car,0,0,37530,34483,3.9,8,280,17,24,3780,107,186,72 -GMC Envoy XUV SLE,SUV,0,0,31890,28922,4.2,6,275,15,19,4945,129,208,75 -GMC Safari SLE,Minivan,0,1,25640,23215,4.3,6,190,16,20,4309,111,190,78 -GMC Yukon XL 2500 SLT,SUV,1,0,46265,40534,6,8,325,13,17,6133,130,219,79 -Honda Accord EX 2dr,Sedan,0,0,22260,20080,2.4,4,160,26,34,3047,105,188,71 -Honda Accord EX V6 2dr,Sedan,0,0,26960,24304,3,6,240,21,30,3294,105,188,71 -Honda Accord LX 2dr,Sedan,0,0,19860,17924,2.4,4,160,26,34,2994,105,188,71 -Honda Accord LX V6 4dr,Sedan,0,0,23760,21428,3,6,240,21,30,3349,108,190,72 -Honda Civic DX 2dr,Sedan,0,0,13270,12175,1.7,4,115,32,38,2432,103,175,67 -Honda Civic EX 4dr,Sedan,0,0,17750,16265,1.7,4,127,32,37,2601,103,175,68 -Honda Civic HX 2dr,Sedan,0,0,14170,12996,1.7,4,117,36,44,2500,103,175,67 -Honda Civic Hybrid 4dr manual (gas/electric),Sedan,0,0,20140,18451,1.4,4,93,46,51,2732,103,175,68 -Honda Civic LX 4dr,Sedan,0,0,15850,14531,1.7,4,115,32,38,2513,103,175,68 -Honda Civic Si 2dr hatch,Sedan,0,0,19490,17849,2,4,160,26,30,2782,101,166,67 -Honda CR-V LX,SUV,1,0,19860,18419,2.4,4,160,21,25,3258,103,179,70 -Honda Element LX,SUV,1,0,18690,17334,2.4,4,160,21,24,3468,101,167,72 -Honda Insight 2dr (gas/electric),Sedan,0,0,19110,17911,2,3,73,60,66,1850,95,155,67 -Honda Odyssey EX,Minivan,0,0,27450,24744,3.5,6,240,18,25,4365,118,201,76 -Honda Odyssey LX,Minivan,0,0,24950,22498,3.5,6,240,18,25,4310,118,201,76 -Honda Pilot LX,SUV,1,0,27560,24843,3.5,6,240,17,22,4387,106,188,77 -Honda S2000 convertible 2dr,Sports Car,0,1,33260,29965,2.2,4,240,20,25,2835,95,162,69 -Hummer H2,SUV,1,0,49995,45815,6,8,316,10,12,6400,123,190,81 -Hyundai Accent 2dr hatch,Sedan,0,0,10539,10107,1.6,4,103,29,33,2255,96,167,66 -Hyundai Accent GL 4dr,Sedan,0,0,11839,11116,1.6,4,103,29,33,2290,96,167,66 -Hyundai Accent GT 2dr hatch,Sedan,0,0,11939,11209,1.6,4,103,29,33,2339,96,167,66 -Hyundai Elantra GLS 4dr,Sedan,0,0,13839,12781,2,4,138,26,34,2635,103,178,68 -Hyundai Elantra GT 4dr,Sedan,0,0,15389,14207,2,4,138,26,34,2635,103,178,68 -Hyundai Elantra GT 4dr hatch,Sedan,0,0,15389,14207,2,4,138,26,34,2698,103,178,68 -Hyundai Santa Fe GLS,SUV,0,0,21589,20201,2.7,6,173,19,-1100,3549,103,177,73 -Hyundai Sonata GLS 4dr,Sedan,0,0,19339,17574,2.7,6,170,19,27,3217,106,187,72 -Hyundai Sonata LX 4dr,Sedan,0,0,20339,18380,2.7,6,170,19,27,3217,106,187,72 -Hyundai Tiburon GT V6 2dr,Sports Car,0,0,18739,17101,2.7,6,172,19,26,3023,100,173,69 -Hyundai XG350 4dr,Sedan,0,0,24589,22055,3.5,6,194,17,26,3651,108,192,72 -Hyundai XG350 L 4dr,Sedan,0,0,26189,23486,3.5,6,194,17,26,3651,108,192,72 -Infiniti FX35,Wagon,0,1,34895,31756,3.5,6,280,16,22,4056,112,189,76 -Infiniti FX45,Wagon,1,0,36395,33121,4.5,8,315,1000,19,4309,112,189,76 -Infiniti G35 4dr,Sedan,0,1,28495,26157,3.5,6,260,18,26,3336,112,187,69 -Infiniti G35 4dr,Sedan,1,0,32445,29783,3.5,6,260,18,26,3677,112,187,69 -Infiniti G35 Sport Coupe 2dr,Sedan,0,1,29795,27536,3.5,6,280,18,26,3416,112,182,72 -Infiniti I35 4dr,Sedan,0,0,31145,28320,3.5,6,255,19,26,3306,108,194,70 -Infiniti M45 4dr,Sedan,0,1,42845,38792,4.5,8,340,17,23,3851,110,197,70 -Infiniti Q45 Luxury 4dr,Sedan,0,1,52545,47575,4.5,8,340,17,23,3977,113,200,73 -Isuzu Ascender S,SUV,1,0,31849,29977,4.2,6,275,15,20,4967,129,208,76 -Isuzu Rodeo S,SUV,0,0,20449,19261,3.2,6,193,17,21,3836,106,178,70 -Jaguar S-Type 3.0 4dr,Sedan,0,1,43895,40004,3,6,235,18,26,3777,115,192,72 -Jaguar S-Type 4.2 4dr,Sedan,0,1,49995,45556,4.2,8,294,18,28,3874,115,192,72 -Jaguar S-Type R 4dr,Sedan,0,1,63120,57499,4.2,8,390,17,24,4046,115,192,72 -Jaguar Vanden Plas 4dr,Sedan,0,1,68995,62846,4.2,8,294,18,28,3803,119,200,73 -Jaguar XJ8 4dr,Sedan,0,1,59995,54656,4.2,8,294,18,28,3803,119,200,73 -Jaguar XJR 4dr,Sedan,0,1,74995,68306,4.2,8,390,17,24,3948,119,200,73 -Jaguar XK8 convertible 2dr,Sports Car,0,1,74995,68306,4.2,8,294,18,26,3980,102,187,71 -Jaguar XK8 coupe 2dr,Sports Car,0,1,69995,63756,4.2,8,294,18,26,3779,102,187,71 -Jaguar XKR convertible 2dr,Sports Car,0,1,86995,79226,4.2,8,390,16,23,4042,102,187,71 -Jaguar XKR coupe 2dr,Sports Car,0,1,81995,74676,4.2,8,390,16,23,3865,102,187,71 -Jaguar X-Type 2.5 4dr,Sedan,1,0,29995,27355,2.5,6,192,18,26,3428,107,184,70 -Jaguar X-Type 3.0 4dr,Sedan,1,0,33995,30995,3,6,227,18,25,3516,107,184,70 -Jeep Grand Cherokee Laredo,SUV,0,0,27905,25686,4,6,195,16,21,3790,106,181,72 -Jeep Liberty Sport,SUV,1,0,20130,18973,2.4,4,150,20,24,3826,104,174,72 -Jeep Wrangler Sahara convertible 2dr,SUV,1,0,25520,23275,4,6,190,16,19,3575,93,150,67 -Kia Optima LX 4dr,Sedan,0,0,16040,14910,2.4,4,138,23,30,3281,106,186,72 -Kia Optima LX V6 4dr,Sedan,0,0,18435,16850,2.7,6,170,20,27,3279,106,186,72 -Kia Rio 4dr auto,Sedan,0,0,11155,10705,1.6,4,104,25,32,2458,95,167,66 -Kia Rio 4dr manual,Sedan,0,0,10280,9875,1.6,4,104,26,33,2403,95,167,66 -Kia Rio Cinco,Wagon,0,0,11905,11410,1.6,4,104,26,33,2447,95,167,66 -Kia Sedona LX,Minivan,0,0,20615,19400,3.5,6,195,16,22,4802,115,194,75 -Kia Sorento LX,SUV,0,0,19635,18630,3.5,6,192,16,19,4112,107,180,73 -Kia Spectra 4dr,Sedan,0,0,12360,11630,1.8,4,124,24,32,2661,101,178,68 -Kia Spectra GS 4dr hatch,Sedan,0,0,13580,12830,1.8,4,124,24,32,2686,101,178,68 -Kia Spectra GSX 4dr hatch,Sedan,0,0,14630,13790,1.8,4,124,24,32,2697,101,178,68 -Land Rover Discovery SE,SUV,1,0,39250,35777,4.6,8,217,12,16,4576,100,185,74 -Land Rover Freelander SE,SUV,1,0,25995,23969,2.5,6,174,18,21,3577,101,175,71 -Land Rover Range Rover HSE,SUV,1,0,72250,65807,4.4,8,282,12,16,5379,113,195,76 -Lexus ES 330 4dr,Sedan,0,0,32350,28755,3.3,6,225,20,29,3460,107,191,71 -Lexus GS 300 4dr,Sedan,0,1,41010,36196,3,6,220,18,25,3649,110,189,71 -Lexus GS 430 4dr,Sedan,0,1,48450,42232,4.3,8,300,18,23,3715,110,189,71 -Lexus GX 470,SUV,1,0,45700,39838,4.7,8,235,15,19,4740,110,188,74 -Lexus IS 300 4dr auto,Sedan,0,1,32415,28611,3,6,215,18,24,3285,105,177,68 -Lexus IS 300 4dr manual,Sedan,0,1,31045,27404,3,6,215,18,25,3255,105,177,68 -Lexus IS 300 SportCross,Wagon,0,1,32455,28647,3,6,215,18,24,3410,105,177,68 -Lexus LS 430 4dr,Sedan,0,1,55750,48583,4.3,8,290,18,25,3990,115,197,72 -Lexus LX 470,SUV,1,0,64800,56455,4.7,8,235,13,17,5590,112,193,76 -Lexus RX 330,SUV,1,0,39195,34576,3.3,6,230,18,24,4065,107,186,73 -Lexus SC 430 convertible 2dr,Sports Car,0,1,63200,55063,4.3,8,300,18,23,3840,103,178,72 -Lincoln Aviator Ultimate,SUV,0,0,42915,39443,4.6,8,302,13,18,4834,114,193,76 -Lincoln LS V6 Luxury 4dr,Sedan,0,1,32495,29969,3,6,232,20,26,3681,115,194,73 -Lincoln LS V6 Premium 4dr,Sedan,0,1,36895,33929,3,6,232,20,26,3681,115,194,73 -Lincoln LS V8 Sport 4dr,Sedan,0,1,40095,36809,3.9,8,280,17,24,3768,115,194,73 -Lincoln LS V8 Ultimate 4dr,Sedan,0,1,43495,39869,3.9,8,280,17,24,3768,115,194,73 -Lincoln Navigator Luxury,SUV,1,0,52775,46360,5.4,8,300,13,18,5969,119,206,80 -Lincoln Town Car Signature 4dr,Sedan,0,1,41815,38418,4.6,8,239,17,25,4369,118,215,78 -Lincoln Town Car Ultimate 4dr,Sedan,0,1,44925,41217,4.6,8,239,17,25,4369,118,215,78 -Lincoln Town Car Ultimate L 4dr,Sedan,0,1,50470,46208,4.6,8,239,17,25,4474,124,221,78 -Mazda MPV ES,Minivan,0,0,28750,26600,3,6,200,18,25,3812,112,188,72 -Mazda MX-5 Miata convertible 2dr,Sports Car,0,1,22388,20701,1.8,4,142,23,28,2387,89,156,66 -Mazda MX-5 Miata LS convertible 2dr,Sports Car,0,1,25193,23285,1.8,4,142,23,28,2387,89,156,66 -Mazda Tribute DX 2.0,SUV,1,0,21087,19742,2,4,130,22,25,3091,103,173,72 -Mazda6 i 4dr,Sedan,0,0,19270,17817,2.3,4,160,24,32,3042,105,187,70 -Mercedes-Benz C230 Sport 2dr,Sedan,0,1,26060,24249,1.8,4,189,22,30,3250,107,178,68 -Mercedes-Benz C240,Wagon,0,1,33780,31466,2.6,6,168,19,25,3470,107,179,68 -Mercedes-Benz C240 4dr,Sedan,0,1,32280,30071,2.6,6,168,20,25,3360,107,178,68 -Mercedes-Benz C240 4dr,Sedan,1,0,33480,31187,2.6,6,168,19,25,3360,107,178,68 -Mercedes-Benz C32 AMG 4dr,Sedan,0,1,52120,48522,3.2,6,349,16,21,3540,107,178,68 -Mercedes-Benz C320 4dr,Sedan,0,1,37630,35046,3.2,9,215,20,26,3450,107,178,68 -Mercedes-Benz C320 Sport 2dr,Sedan,0,1,28370,26435,3.2,6,215,19,26,3430,107,178,68 -Mercedes-Benz C320 Sport 4dr,Sedan,0,1,35920,33456,3.2,6,215,19,26,3430,107,178,68 -Mercedes-Benz CL500 2dr,Sedan,0,1,94820,88324,5,8,302,16,24,4085,114,196,73 -Mercedes-Benz CL600 2dr,Sedan,0,1,128420,119600,5.5,12,493,13,19,4473,114,196,73 -Mercedes-Benz CLK320 coupe 2dr (convertible),Sedan,0,1,45707,41966,3.2,6,215,20,26,3770,107,183,69 -Mercedes-Benz CLK500 coupe 2dr (convertible),Sedan,0,1,52800,49104,5,8,302,17,22,3585,107,183,69 -Mercedes-Benz E320,Wagon,0,1,50670,47174,3.2,6,221,19,27,3966,112,190,71 -Mercedes-Benz E320 4dr,Sedan,0,1,48170,44849,3.2,6,221,19,27,3635,112,190,71 -Mercedes-Benz E500,Wagon,1,0,60670,56474,5,8,302,16,24,4230,112,190,71 -Mercedes-Benz E500 4dr,Sedan,0,1,57270,53382,5,8,302,16,20,3815,112,190,71 -Mercedes-Benz G500,SUV,1,0,76870,71540,5,8,292,13,14,5423,112,186,71 -Mercedes-Benz ML500,SUV,1,0,46470,43268,5,8,288,14,17,4874,111,183,72 -Mercedes-Benz S430 4dr,Sedan,0,1,74320,69168,4.3,8,275,18,26,4160,122,203,73 -Mercedes-Benz S500 4dr,Sedan,1,0,86970,80939,5,8,302,16,24,4390,122,203,73 -Mercedes-Benz SL500 convertible 2dr,Sports Car,0,1,90520,84325,5,8,302,16,23,4065,101,179,72 -Mercedes-Benz SL55 AMG 2dr,Sports Car,0,1,121770,113388,5.5,8,493,14,21,4235,101,179,72 -Mercedes-Benz SL600 convertible 2dr,Sports Car,0,1,126670,117854,5.5,12,493,13,19,4429,101,179,72 -Mercedes-Benz SLK230 convertible 2dr,Sports Car,0,1,40320,37548,2.3,4,192,21,29,3055,95,158,68 -Mercedes-Benz SLK32 AMG 2dr,Sports Car,0,1,56170,52289,3.2,6,349,17,22,3220,95,158,68 -Mercury Grand Marquis GS 4dr,Sedan,0,1,24695,23217,4.6,8,224,17,25,4052,115,212,78 -Mercury Grand Marquis LS Premium 4dr,Sedan,0,1,29595,27148,4.6,8,224,17,25,4052,115,212,78 -Mercury Grand Marquis LS Ultimate 4dr,Sedan,0,1,30895,28318,4.6,8,224,17,25,4052,115,212,78 -Mercury Marauder 4dr,Sedan,0,1,34495,31558,4.6,8,302,17,23,4195,115,212,78 -Mercury Monterey Luxury,Minivan,0,0,33995,30846,4.2,6,201,16,23,4340,121,202,77 -Mercury Mountaineer,SUV,0,0,29995,27317,4,6,210,16,21,4374,114,190,72 -Mercury Sable GS,Wagon,0,0,22595,20748,3,6,155,19,26,3488,109,198,73 -Mercury Sable GS 4dr,Sedan,0,0,21595,19848,3,6,155,20,27,3308,109,200,73 -Mercury Sable LS Premium 4dr,Sedan,0,0,23895,21918,3,6,201,19,26,3315,109,200,73 -Mini Cooper,Sedan,0,0,16999,15437,1.6,4,115,28,37,2524,97,143,67 -Mini Cooper S,Sedan,0,0,19999,18137,1.6,4,163,25,34,2678,97,144,67 -Mitsubishi Diamante LS 4dr,Sedan,0,0,29282,27250,3.5,6,205,18,25,3549,107,194,70 -Mitsubishi Eclipse GTS 2dr,Sports Car,0,0,25092,23456,3,6,210,21,28,3241,101,177,69 -Mitsubishi Eclipse Spyder GT convertible 2dr,Sports Car,0,0,26992,25218,3,6,210,21,28,3296,101,177,69 -Mitsubishi Endeavor XLS,SUV,1,0,30492,28330,3.8,6,215,17,21,4134,109,190,74 -Mitsubishi Galant GTS 4dr,Sedan,0,0,25700,23883,3.8,6,230,18,26,3649,108,191,72 -Mitsubishi Lancer Evolution 4dr,Sports Car,0,0,29562,27466,2,4,271,18,26,3263,103,179,70 -Mitsubishi Montero XLS,SUV,1,0,33112,30763,3.8,6,215,15,19,4718,110,190,75 -Mitsubishi Outlander LS,SUV,0,0,18892,17569,2.4,4,160,21,27,3240,103,179,69 -Nissan 350Z coupe 2dr,Sports Car,0,1,26910,25203,3.5,6,287,20,26,3188,104,169,72 -Nissan 350Z Enthusiast convertible 2dr,Sports Car,0,1,34390,31845,3.5,6,287,20,26,3428,104,169,72 -Nissan Altima S 4dr,Sedan,0,0,19240,18030,2.5,4,175,21,26,3039,110,192,70 -Nissan Altima SE 4dr,Sedan,0,0,23290,21580,3.5,6,245,21,26,3197,110,192,70 -Nissan Maxima SE 4dr,Sedan,0,0,27490,25182,3.5,6,265,20,28,3473,111,194,72 -Nissan Maxima SL 4dr,Sedan,0,0,29440,26966,3.5,6,265,20,28,3476,111,194,72 -Nissan Murano SL,Wagon,0,1,28739,27300,3.5,6,245,20,25,3801,111,188,74 -Nissan Pathfinder Armada SE,SUV,0,0,33840,30815,5.6,8,305,13,19,5013,123,207,79 -Nissan Pathfinder SE,SUV,0,0,27339,25972,3.5,6,240,16,21,3871,106,183,72 -Nissan Quest S,Minivan,0,0,24780,22958,3.5,6,240,19,26,4012,124,204,78 -Nissan Quest SE,Minivan,0,0,32780,30019,3.5,6,240,18,25,4175,124,204,78 -Nissan Sentra 1.8 4dr,Sedan,0,0,12740,12205,1.8,4,126,28,35,2513,100,178,67 -Nissan Sentra 1.8 S 4dr,Sedan,0,0,14740,13747,1.8,4,126,28,35,2581,100,178,67 -Nissan Sentra SE-R 4dr,Sedan,0,0,17640,16444,2.5,4,165,23,28,2761,100,178,67 -Nissan Xterra XE V6,SUV,0,0,20939,19512,3.3,6,180,17,20,3760,104,178,70 -Oldsmobile Alero GLS 2dr,Sedan,0,0,23675,21485,3.4,6,170,20,29,3085,107,187,70 -Oldsmobile Alero GX 2dr,Sedan,0,0,18825,17642,2.2,4,140,24,32,2946,107,187,70 -Oldsmobile Silhouette GL,Minivan,0,0,28790,26120,3.4,6,185,19,26,3948,120,201,72 -Pontiac Aztekt,SUV,0,0,21595,19810,3.4,6,185,19,26,3779,108,182,74 -Pontiac Grand Am GT 2dr,Sedan,0,0,22450,20595,3.4,6,175,20,29,3118,107,186,70 -Pontiac Grand Prix GT1 4dr,Sedan,0,0,22395,20545,3.8,6,200,20,30,3477,111,198,74 -Pontiac Grand Prix GT2 4dr,Sedan,0,0,24295,22284,3.8,6,200,20,30,3484,111,198,74 -Pontiac Montana,Minivan,0,0,23845,21644,3.4,6,185,19,26,3803,112,187,72 -Pontiac Montana EWB,Minivan,1,0,31370,28454,3.4,6,185,18,24,4431,121,201,72 -Pontiac Sunfire 1SA 2dr,Sedan,0,0,15495,14375,2.2,4,140,24,33,2771,104,182,68 -Pontiac Sunfire 1SC 2dr,Sedan,0,0,17735,16369,2.2,4,140,24,33,2771,104,182,68 -Pontiac Vibe,Wagon,0,1,17045,15973,1.8,4,130,29,36,2701,102,172,70 -Porsche 911 Carrera 4S coupe 2dr (convert),Sports Car,1,0,84165,72206,3.6,6,315,17,24,3240,93,175,72 -Porsche 911 Carrera convertible 2dr (coupe),Sports Car,0,1,79165,69229,3.6,6,315,18,26,3135,93,175,70 -Porsche 911 GT2 2dr,Sports Car,0,1,192465,173560,3.6,6,477,17,24,3131,93,175,72 -Porsche 911 Targa coupe 2dr,Sports Car,0,1,76765,67128,3.6,6,315,18,26,3119,93,175,70 -Porsche Boxster convertible 2dr,Sports Car,0,1,43365,37886,2.7,6,228,20,29,2811,95,170,70 -Porsche Boxster S convertible 2dr,Sports Car,0,1,52365,45766,3.2,6,258,18,26,2911,95,170,70 -Porsche Cayenne S,SUV,1,0,56665,49865,4.5,8,340,14,18,4950,112,188,76 -Saab 9-3 Aero 4dr,Sedan,0,0,33360,31562,2,4,210,20,28,3175,105,183,69 -Saab 9-3 Aero convertible 2dr,Sedan,0,0,43175,40883,2,4,210,21,30,3700,105,182,69 -Saab 9-3 Arc convertible 2dr,Sedan,0,0,40670,38520,2,4,210,21,29,3480,105,182,69 -Saab 9-3 Arc Sport 4dr,Sedan,0,0,30860,29269,2,4,210,20,28,3175,105,183,69 -Saab 9-5 Aero,Wagon,0,0,40845,38376,2.3,4,250,19,29,3620,106,190,71 -Saab 9-5 Aero 4dr,Sedan,0,0,39465,37721,2.3,4,250,21,29,3470,106,190,71 -Saab 9-5 Arc 4dr,Sedan,0,0,35105,33011,2.3,4,220,21,29,3470,106,190,71 -Saturn Ion1 4dr,Sedan,0,0,10995,10319,2.2,4,140,26,35,2692,103,185,67 -Saturn L300 2,Wagon,0,0,23560,21779,2.2,4,140,24,34,3109,107,190,69 -Saturn L300-2 4dr,Sedan,0,0,21410,19801,3,6,182,20,28,3197,107,190,69 -Saturn lon2 4dr,Sedan,0,0,14300,13393,2.2,4,140,26,35,2692,103,185,67 -Saturn lon2 quad coupe 2dr,Sedan,0,0,14850,13904,2.2,4,140,26,35,2751,103,185,68 -Saturn lon3 4dr,Sedan,0,0,15825,14811,2.2,4,140,26,35,2692,103,185,67 -Saturn lon3 quad coupe 2dr,Sedan,0,0,16350,15299,2.2,4,140,26,35,2751,103,185,68 -Saturn VUE,SUV,1,0,20585,19238,2.2,4,143,21,26,3381,107,181,72 -Scion xA 4dr hatch,Sedan,0,0,12965,12340,1.5,4,108,32,38,2340,93,154,67 -Scion xB,Wagon,0,0,14165,13480,1.5,4,108,31,35,2425,98,155,67 -Subaru Forester X,Wagon,1,0,21445,19646,2.5,4,165,21,28,3090,99,175,68 -Subaru Impreza 2.5 RS 4dr,Sedan,1,0,19945,18399,2.5,4,165,22,28,2965,99,174,69 -Subaru Impreza WRX 4dr,Sports Car,1,0,25045,23022,2,4,227,20,27,3085,99,174,69 -Subaru Impreza WRX STi 4dr,Sports Car,1,0,31545,29130,2.5,4,300,18,24,3263,100,174,69 -Subaru Legacy GT 4dr,Sedan,1,0,25645,23336,2.5,4,165,21,28,3395,104,184,69 -Subaru Legacy L 4dr,Sedan,1,0,20445,18713,2.5,4,165,21,28,3285,104,184,69 -Subaru Outback,Wagon,1,0,23895,21773,2.5,4,165,21,28,3430,104,187,69 -Subaru Outback H6 4dr,Sedan,1,0,29345,26660,3,6,212,19,26,3610,104,184,69 -Subaru Outback H-6 VDC 4dr,Sedan,1,0,31545,28603,3,6,212,19,26,3630,104,184,69 -Subaru Outback Limited Sedan 4dr,Sedan,1,0,27145,24687,2.5,4,165,20,27,3495,104,184,69 -Suzuki Aeno S 4dr,Sedan,0,0,12884,12719,2.3,4,155,25,31,2676,98,171,68 -Suzuki Aerio LX 4dr,Sedan,0,0,14500,14317,2.3,4,155,25,31,2676,98,171,68 -Suzuki Aerio SX,Wagon,1,0,16497,16291,2.3,4,155,24,29,2932,98,167,68 -Suzuki Forenza EX 4dr,Sedan,0,0,15568,15378,2,4,119,22,30,2756,102,177,68 -Suzuki Forenza S 4dr,Sedan,0,0,12269,12116,2,4,119,24,31,2701,102,177,68 -Suzuki Verona LX 4dr,Sedan,0,0,17262,17053,2.5,6,155,20,27,3380,106,188,72 -Suzuki Vitara LX,SUV,1,0,17163,16949,2.5,6,165,19,22,3020,98,163,67 -Suzuki XL-7 EX,SUV,0,0,23699,22307,2.7,6,185,18,22,3682,110,187,70 -Toyota 4Runner SR5 V6,SUV,0,0,27710,24801,4,6,245,18,21,4035,110,189,74 -Toyota Avalon XL 4dr,Sedan,0,0,26560,23693,3,6,210,21,29,3417,107,192,72 -Toyota Avalon XLS 4dr,Sedan,0,0,30920,27271,3,6,210,21,29,3439,107,192,72 -Toyota Camry LE 4dr,Sedan,0,0,19560,17558,2.4,4,157,24,33,3086,107,189,71 -Toyota Camry LE V6 4dr,Sedan,0,0,22775,20325,3,6,210,21,29,3296,107,189,71 -Toyota Camry Solara SE 2dr,Sedan,0,0,19635,17722,2.4,4,157,24,33,3175,107,193,72 -Toyota Camry Solara SE V6 2dr,Sedan,0,0,21965,19819,3.3,6,225,20,29,3417,107,193,72 -Toyota Camry Solara SLE V6 2dr,Sedan,0,0,26510,23908,3.3,6,225,20,29,3439,107,193,72 -Toyota Camry XLE V6 4dr,Sedan,0,0,25920,23125,3,6,210,21,29,3362,107,189,71 -Toyota Celica GT-S 2dr,Sports Car,0,0,22570,20363,1.8,4,180,24,33,2500,102,171,68 -Toyota Corolla CE 4dr,Sedan,0,0,14085,13065,1.8,4,130,32,40,2502,102,178,67 -Toyota Corolla LE 4dr,Sedan,0,0,15295,13889,1.8,4,130,32,40,2524,102,178,67 -Toyota Corolla S 4dr,Sedan,0,0,15030,13650,1.8,4,130,32,40,2524,102,178,67 -Toyota Echo 2dr auto,Sedan,0,0,11560,10896,1.5,4,108,33,39,2085,93,163,65 -Toyota Echo 2dr manual,Sedan,0,0,10760,10144,1.5,4,108,35,43,2035,93,163,65 -Toyota Echo 4dr,Sedan,0,0,11290,10642,1.5,4,108,35,43,2055,93,163,65 -Toyota Highlander V6,SUV,1,0,27930,24915,3.3,6,230,18,24,3935,107,185,72 -Toyota Land Cruiser,SUV,1,0,54765,47986,4.7,8,325,13,17,5390,112,193,76 -Toyota Matrix XR,Wagon,0,0,16695,15156,1.8,4,130,29,36,2679,102,171,70 -Toyota MR2 Spyder convertible 2dr,Sports Car,0,1,25130,22787,1.8,4,138,26,32,2195,97,153,67 -Toyota Prius 4dr (gas/electric),Sedan,0,0,20510,18926,1.5,4,110,59,51,2890,106,175,68 -Toyota RAV4,SUV,1,0,20290,18553,2.4,4,161,22,27,3119,98,167,68 -Toyota Sequoia SR5,SUV,1,0,35695,31827,4.7,8,240,14,17,5270,118,204,78 -Toyota Sienna CE,Minivan,0,0,23495,21198,3.3,6,230,19,27,4120,119,200,77 -Toyota Sienna XLE Limited,Minivan,0,0,28800,25690,3.3,6,230,19,27,4165,119,200,77 -Volkswagen Golf GLS 4dr,Sedan,0,0,18715,17478,2,4,115,24,31,2897,99,165,68 -Volkswagen GTI 1.8T 2dr hatch,Sedan,0,0,19825,18109,1.8,4,180,24,31,2934,99,168,68 -Volkswagen Jetta GL,Wagon,0,0,19005,17427,2,4,115,24,30,3034,99,174,68 -Volkswagen Jetta GLI VR6 4dr,Sedan,0,0,23785,21686,2.8,6,200,21,30,3179,99,172,68 -Volkswagen Jetta GLS TDI 4dr,Sedan,0,0,21055,19638,1.9,4,100,38,46,3003,99,172,68 -Volkswagen New Beetle GLS 1.8T 2dr,Sedan,0,0,21055,19638,1.8,4,150,24,31,2820,99,161,68 -Volkswagen New Beetle GLS convertible 2dr,Sedan,0,0,23215,21689,2,4,115,24,30,3082,99,161,68 -Volkswagen Passat GLS 1.8T,Wagon,0,0,24955,22801,1.8,4,170,22,31,3338,106,184,69 -Volkswagen Passat GLS 4dr,Sedan,0,0,23955,21898,1.8,4,170,22,31,3241,106,185,69 -Volkswagen Passat GLX V6 4MOTION 4dr,Sedan,0,0,33180,30583,2.8,6,190,19,26,3721,106,185,69 -Volkswagen Passat W8,Wagon,0,0,40235,36956,4,8,270,18,25,4067,106,184,69 -Volkswagen Passat W8 4MOTION 4dr,Sedan,0,0,39235,36052,4,8,270,18,25,3953,106,185,69 -Volkswagen Touareg V6,SUV,1,0,35515,32243,3.2,6,220,15,20,5086,112,187,76 -Volvo C70 HPT convertible 2dr,Sedan,0,0,42565,40083,2.3,5,242,20,26,3450,105,186,72 -Volvo C70 LPT convertible 2dr,Sedan,0,0,40565,38203,2.4,5,197,21,28,3450,105,186,72 -Volvo S40 4dr,Sedan,0,0,25135,23701,1.9,4,170,22,29,2767,101,178,68 -Volvo S60 2.5 4dr,Sedan,1,0,31745,29916,2.5,5,208,20,27,3903,107,180,71 -Volvo S60 R 4dr,Sedan,1,0,37560,35382,2.5,5,300,18,25,3571,107,181,71 -Volvo S60 T5 4dr,Sedan,0,0,34845,32902,2.3,5,247,20,28,3766,107,180,71 -Volvo S80 2.5T 4dr,Sedan,1,0,37885,35688,2.5,5,194,20,27,3691,110,190,72 -Volvo S80 2.9 4dr,Sedan,0,0,37730,35542,2.9,6,208,20,28,3576,110,190,72 -Volvo S80 T6 4dr,Sedan,0,0,45210,42573,2.9,6,268,19,26,3653,110,190,72 -Volvo V40,Wagon,0,0,26135,24641,1.9,4,170,22,29,2822,101,180,68 -Volvo XC70,Wagon,1,0,35145,33112,2.5,5,208,20,27,3823,109,186,73 -Volvo XC90 T6,SUV,1,0,41250,38851,2.9,6,268,15,20,4638,113,189,75 \ No newline at end of file diff --git a/data/cars_mod.json b/data/cars_mod.json deleted file mode 100644 index 075e8b1..0000000 --- a/data/cars_mod.json +++ /dev/null @@ -1,5807 +0,0 @@ -[ - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 115, - "Rating": 1, - "Retail Price": 43755, - "Dealer Price": 39014, - "Engine Size": 3.5, - "Horsepower": 225, - "Build Date": "9/13/04", - "Sell Date": "11/3/17", - "Resale Date": "12/25/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 115, - "Rating": 2, - "Retail Price": 46100, - "Dealer Price": 41100, - "Engine Size": 3.5, - "Horsepower": 225, - "Build Date": "6/22/17", - "Sell Date": "4/4/17", - "Resale Date": "12/29/17" - }, - { - "Car Type": "SUV", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 106, - "Rating": 4, - "Retail Price": 36945, - "Dealer Price": 33337, - "Engine Size": 3.5, - "Horsepower": 265, - "Build Date": "3/27/11", - "Sell Date": "5/16/17", - "Resale Date": "12/23/17" - }, - { - "Car Type": "Sports Car", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 100, - "Rating": 2, - "Retail Price": 89765, - "Dealer Price": 79978, - "Engine Size": 3.2, - "Horsepower": 290, - "Build Date": "8/24/02", - "Sell Date": "10/30/17", - "Resale Date": "12/27/17" - }, - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 101, - "Rating": 4, - "Retail Price": 23820, - "Dealer Price": 21761, - "Engine Size": 2, - "Horsepower": 200, - "Build Date": "12/2/04", - "Sell Date": "11/27/17", - "Resale Date": "12/13/17" - }, - { - "Car Type": "Sedan", - "Make": "BMW", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 108, - "Rating": 4, - "Retail Price": 33195, - "Dealer Price": 30299, - "Engine Size": 3.2, - "Horsepower": 270, - "Build Date": "5/30/00", - "Sell Date": "6/3/17", - "Resale Date": "12/17/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 105, - "Rating": 2, - "Retail Price": 26990, - "Dealer Price": 24647, - "Engine Size": 2.4, - "Horsepower": 200, - "Build Date": "3/25/06", - "Sell Date": "12/20/17", - "Resale Date": "12/8/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 104, - "Rating": 1, - "Retail Price": 25940, - "Dealer Price": 23508, - "Engine Size": 1.8, - "Horsepower": 170, - "Build Date": "1/2/02", - "Sell Date": "10/13/17", - "Resale Date": "12/20/17" - }, - { - "Car Type": "Sedan", - "Make": "BMW", - "AWD": "FALSE", - "Cylinders": 0, - "Wheel Base": 104, - "Rating": 4, - "Retail Price": 31840, - "Dealer Price": 28846, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "6/17/09", - "Sell Date": "10/2/17", - "Resale Date": "12/5/17" - }, - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 105, - "Rating": 1, - "Retail Price": 42490, - "Dealer Price": 38325, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "9/24/11", - "Sell Date": "8/16/17", - "Resale Date": "12/21/17" - }, - { - "Car Type": "Sedan", - "Make": "BMW", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 104, - "Rating": 2, - "Retail Price": 34480, - "Dealer Price": 31388, - "Engine Size": 0, - "Horsepower": 220, - "Build Date": "5/19/04", - "Sell Date": "12/23/17", - "Resale Date": "12/17/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 104, - "Rating": 1, - "Retail Price": 33430, - "Dealer Price": 30366, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "6/3/13", - "Sell Date": "11/3/17", - "Resale Date": "12/11/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 105, - "Rating": 1, - "Retail Price": 44240, - "Dealer Price": 40075, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "10/12/00", - "Sell Date": "7/24/17", - "Resale Date": "12/23/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 105, - "Rating": 4, - "Retail Price": 35940, - "Dealer Price": 32506, - "Engine Size": 1.8, - "Horsepower": 170, - "Build Date": "5/7/02", - "Sell Date": "6/2/17", - "Resale Date": "12/8/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 109, - "Rating": 4, - "Retail Price": 42840, - "Dealer Price": 38840, - "Engine Size": 2.7, - "Horsepower": 250, - "Build Date": "4/15/12", - "Sell Date": "6/9/17", - "Resale Date": "12/8/17" - }, - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 109, - "Rating": 4, - "Retail Price": 36640, - "Dealer Price": 33129, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "5/14/09", - "Sell Date": "6/26/17", - "Resale Date": "12/9/17" - }, - { - "Car Type": "Wagon", - "Make": "BMW", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 109, - "Rating": 4, - "Retail Price": 40840, - "Dealer Price": 37060, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "12/22/09", - "Sell Date": "7/24/17", - "Resale Date": "12/20/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 109, - "Rating": 2, - "Retail Price": 39640, - "Dealer Price": 35992, - "Engine Size": 3, - "Horsepower": 220, - "Build Date": "2/24/04", - "Sell Date": "12/9/17", - "Resale Date": "12/31/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 8, - "Wheel Base": 109, - "Rating": 1, - "Retail Price": 49690, - "Dealer Price": 44936, - "Engine Size": 4.2, - "Horsepower": 300, - "Build Date": "12/31/16", - "Sell Date": "8/18/17", - "Resale Date": "12/8/17" - }, - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "TRUE", - "Cylinders": 8, - "Wheel Base": 121, - "Rating": 2, - "Retail Price": 69190, - "Dealer Price": 64740, - "Engine Size": 4.2, - "Horsepower": 330, - "Build Date": "5/11/12", - "Sell Date": "11/4/17", - "Resale Date": "12/1/17" - }, - { - "Car Type": "Sports Car", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 8, - "Wheel Base": 109, - "Rating": 4, - "Retail Price": 84600, - "Dealer Price": 76417, - "Engine Size": 4.2, - "Horsepower": 450, - "Build Date": "4/11/16", - "Sell Date": "5/23/17", - "Resale Date": "12/6/17" - }, - { - "Car Type": "Wagon", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 8, - "Wheel Base": 104, - "Rating": 2, - "Retail Price": 49090, - "Dealer Price": 44446, - "Engine Size": 4.2, - "Horsepower": 340, - "Build Date": "12/11/14", - "Sell Date": "12/1/17", - "Resale Date": "12/21/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 8, - "Wheel Base": 104, - "Rating": 2, - "Retail Price": 48040, - "Dealer Price": 43556, - "Engine Size": 4.2, - "Horsepower": 340, - "Build Date": "4/6/04", - "Sell Date": "7/28/17", - "Resale Date": "12/5/17" - }, - { - "Car Type": "Sports Car", - "Make": "BMW", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 95, - "Rating": 1, - "Retail Price": 35940, - "Dealer Price": 32512, - "Engine Size": 1.8, - "Horsepower": 180, - "Build Date": "8/7/02", - "Sell Date": "11/10/17", - "Resale Date": "12/21/17" - }, - { - "Car Type": "Sports Car", - "Make": "Ford", - "AWD": "TRUE", - "Cylinders": 4, - "Wheel Base": 96, - "Rating": 4, - "Retail Price": 37390, - "Dealer Price": 33891, - "Engine Size": 1.8, - "Horsepower": 225, - "Build Date": "4/12/11", - "Sell Date": "1/24/17", - "Resale Date": "12/6/17" - }, - { - "Car Type": "Sports Car", - "Make": "Toyota", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 96, - "Rating": 1, - "Retail Price": 40590, - "Dealer Price": 36739, - "Engine Size": 3.2, - "Horsepower": 250, - "Build Date": "5/8/15", - "Sell Date": "9/2/17", - "Resale Date": "12/12/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 107, - "Rating": 1, - "Retail Price": 30795, - "Dealer Price": 28245, - "Engine Size": 2.5, - "Horsepower": 184, - "Build Date": "7/4/01", - "Sell Date": "2/25/17", - "Resale Date": "12/20/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 107, - "Rating": 4, - "Retail Price": 37995, - "Dealer Price": 34800, - "Engine Size": 2.5, - "Horsepower": 184, - "Build Date": "4/15/00", - "Sell Date": "3/13/17", - "Resale Date": 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"7/26/17", - "Resale Date": "12/29/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "FALSE", - "Cylinders": 5, - "Wheel Base": 107, - "Rating": 1, - "Retail Price": 34845, - "Dealer Price": 32902, - "Engine Size": 2.3, - "Horsepower": 247, - "Build Date": "4/22/15", - "Sell Date": "3/21/17", - "Resale Date": "12/5/17" - }, - { - "Car Type": "Sedan", - "Make": "GM", - "AWD": "TRUE", - "Cylinders": 5, - "Wheel Base": 110, - "Rating": 2, - "Retail Price": 37885, - "Dealer Price": 35688, - "Engine Size": 2.5, - "Horsepower": 194, - "Build Date": "7/25/11", - "Sell Date": "12/19/17", - "Resale Date": "12/26/17" - }, - { - "Car Type": "Sedan", - "Make": "Ford", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 110, - "Rating": 2, - "Retail Price": 37730, - "Dealer Price": 35542, - "Engine Size": 2.9, - "Horsepower": 208, - "Build Date": "2/28/14", - "Sell Date": "9/26/17", - "Resale Date": "12/23/17" - }, - { - "Car Type": "Sedan", - "Make": "Toyota", - "AWD": "FALSE", - "Cylinders": 6, - "Wheel Base": 110, - "Rating": 1, - "Retail Price": 45210, - "Dealer Price": 42573, - "Engine Size": 2.9, - "Horsepower": 268, - "Build Date": "4/24/01", - "Sell Date": "1/16/17", - "Resale Date": "12/15/17" - }, - { - "Car Type": "Wagon", - "Make": "GM", - "AWD": "FALSE", - "Cylinders": 4, - "Wheel Base": 101, - "Rating": 2, - "Retail Price": 26135, - "Dealer Price": 24641, - "Engine Size": 1.9, - "Horsepower": 170, - "Build Date": "11/19/07", - "Sell Date": "10/11/17", - "Resale Date": "12/5/17" - }, - { - "Car Type": "Wagon", - "Make": "Ford", - "AWD": "TRUE", - "Cylinders": 5, - "Wheel Base": 109, - "Rating": 4, - "Retail Price": 35145, - "Dealer Price": 33112, - "Engine Size": 2.5, - "Horsepower": 208, - "Build Date": "3/11/07", - "Sell Date": "4/20/17", - "Resale Date": "12/1/17" - }, - { - "Car Type": "SUV", - "Make": "BMW", - "AWD": "TRUE", - "Cylinders": 6, - "Wheel Base": 113, - "Rating": 2, - "Retail Price": 41250, - "Dealer Price": 38851, - "Engine Size": 2.9, - "Horsepower": 268, - "Build Date": "12/5/10", - "Sell Date": "3/14/17", - "Resale Date": "12/19/17" - } - ] diff --git a/data/compassql_examples/input/1d-N-mark.json b/data/compassql_examples/input/1d-N-mark.json deleted file mode 100644 index 780d2c7..0000000 --- a/data/compassql_examples/input/1d-N-mark.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "x", - "field": "Origin", - "type": "nominal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/1d-N.json b/data/compassql_examples/input/1d-N.json deleted file mode 100644 index 0364721..0000000 --- a/data/compassql_examples/input/1d-N.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Origin", - "type": "nominal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/1d-O.json b/data/compassql_examples/input/1d-O.json deleted file mode 100644 index fbaae0f..0000000 --- a/data/compassql_examples/input/1d-O.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Cylinders", - "type": "ordinal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/1d-Q-mark.json b/data/compassql_examples/input/1d-Q-mark.json deleted file mode 100644 index e343535..0000000 --- a/data/compassql_examples/input/1d-Q-mark.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "x", - "field": "Horsepower", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/1d-Q.json b/data/compassql_examples/input/1d-Q.json deleted file mode 100644 index 9699b43..0000000 --- a/data/compassql_examples/input/1d-Q.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Miles_per_Gallon", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/1d-T.json b/data/compassql_examples/input/1d-T.json deleted file mode 100644 index a9d405c..0000000 --- a/data/compassql_examples/input/1d-T.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "data": {"url": "data/movies.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "timeUnit": "?", - "field": "Release_Date", - "type": "temporal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/2d-NxN.json b/data/compassql_examples/input/2d-NxN.json deleted file mode 100644 index aa1066c..0000000 --- a/data/compassql_examples/input/2d-NxN.json +++ /dev/null @@ -1,15 +0,0 @@ -{ - "data": {"url": "data/movies.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Major_Genre", - "type": "nominal" - },{ - "channel": "?", - "field": "Creative_Type", - "type": "nominal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/2d-NxQ.json b/data/compassql_examples/input/2d-NxQ.json deleted file mode 100644 index fd459a9..0000000 --- a/data/compassql_examples/input/2d-NxQ.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Origin", - "type": "nominal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/2d-OxQ.json b/data/compassql_examples/input/2d-OxQ.json deleted file mode 100644 index 2eab162..0000000 --- a/data/compassql_examples/input/2d-OxQ.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Cylinders", - "type": "ordinal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - } - ] - } \ No newline at end of file diff --git a/data/compassql_examples/input/2d-QxQ.json b/data/compassql_examples/input/2d-QxQ.json deleted file mode 100644 index fd2415b..0000000 --- a/data/compassql_examples/input/2d-QxQ.json +++ /dev/null @@ -1,19 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Miles_per_Gallon", - "type": "quantitative" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/2d-QxT.json b/data/compassql_examples/input/2d-QxT.json deleted file mode 100644 index 8cf1d47..0000000 --- a/data/compassql_examples/input/2d-QxT.json +++ /dev/null @@ -1,18 +0,0 @@ -{ - "data": {"url": "data/movies.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "IMDB_Rating", - "type": "quantitative" - },{ - "channel": "?", - "timeUnit": "?", - "field": "Release_Date", - "type": "temporal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/3d-NxOxQ.json b/data/compassql_examples/input/3d-NxOxQ.json deleted file mode 100644 index aa24ee1..0000000 --- a/data/compassql_examples/input/3d-NxOxQ.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Cylinders", - "type": "ordinal" - },{ - "channel": "?", - "field": "Origin", - "type": "nominal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Acceleration", - "type": "quantitative" - } - ] -} diff --git a/data/compassql_examples/input/3d-NxQxQ.json b/data/compassql_examples/input/3d-NxQxQ.json deleted file mode 100644 index 95363ee..0000000 --- a/data/compassql_examples/input/3d-NxQxQ.json +++ /dev/null @@ -1,23 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Cylinders", - "type": "ordinal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Acceleration", - "type": "quantitative" - } - ] -} diff --git a/data/compassql_examples/input/3d-OxQxQ.json b/data/compassql_examples/input/3d-OxQxQ.json deleted file mode 100644 index ec888e0..0000000 --- a/data/compassql_examples/input/3d-OxQxQ.json +++ /dev/null @@ -1,23 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Origin", - "type": "nominal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Acceleration", - "type": "quantitative" - } - ] -} diff --git a/data/compassql_examples/input/bin-maxbins.json b/data/compassql_examples/input/bin-maxbins.json deleted file mode 100644 index 14b2ccb..0000000 --- a/data/compassql_examples/input/bin-maxbins.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "bar", - "encodings": [ - { - "channel": "x", - "bin": {"maxbins": "?"}, - "field": "Miles_per_Gallon", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/cql_1.json b/data/compassql_examples/input/cql_1.json deleted file mode 100644 index b13961c..0000000 --- a/data/compassql_examples/input/cql_1.json +++ /dev/null @@ -1,19 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "?", - "encodings": [ - { - "channel": "x", - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - { - "channel": "y", - "field": "Cylinders", - "type": "ordinal" - } - ] -} diff --git a/data/compassql_examples/input/cql_2.json b/data/compassql_examples/input/cql_2.json deleted file mode 100644 index 993e749..0000000 --- a/data/compassql_examples/input/cql_2.json +++ /dev/null @@ -1,16 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Horsepower" - }, - { - "channel": "?", - "field": "Acceleration" - } - ] -} diff --git a/data/compassql_examples/input/cql_3.json b/data/compassql_examples/input/cql_3.json deleted file mode 100644 index 1aaf267..0000000 --- a/data/compassql_examples/input/cql_3.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "?", - "encodings": [ - { - "channel": "?", - "aggregate": "mean", - "field": "Horsepower" - }, - { - "channel": "?", - "field": "Cylinders" - } - ] -} diff --git a/data/compassql_examples/input/cql_4.json b/data/compassql_examples/input/cql_4.json deleted file mode 100644 index ef918ce..0000000 --- a/data/compassql_examples/input/cql_4.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Horsepower" - } - ] -} diff --git a/data/compassql_examples/input/rank-by-feature_histogram.json b/data/compassql_examples/input/rank-by-feature_histogram.json deleted file mode 100644 index b73d916..0000000 --- a/data/compassql_examples/input/rank-by-feature_histogram.json +++ /dev/null @@ -1,19 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "bin": "?", - "timeUnit": "?", - "field": "?", - "type": "?" - }, - { - "channel": "?", - "field": "*", - "aggregate": "count", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/scale-type.json b/data/compassql_examples/input/scale-type.json deleted file mode 100644 index 9dd9642..0000000 --- a/data/compassql_examples/input/scale-type.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "tick", - "encodings": [ - { - "channel": "x", - "scale": {"type": "?"}, - "field": "Miles_per_Gallon", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/scatter.json b/data/compassql_examples/input/scatter.json deleted file mode 100644 index 7d2269a..0000000 --- a/data/compassql_examples/input/scatter.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "?", - "encodings": [ - {"field": "Acceleration", "channel": "?", "type": "?"}, - {"field": "Horsepower", "channel": "?", "type": "?"} - ] -} diff --git a/data/compassql_examples/input/showme_add-to-sheet.json b/data/compassql_examples/input/showme_add-to-sheet.json deleted file mode 100644 index b284889..0000000 --- a/data/compassql_examples/input/showme_add-to-sheet.json +++ /dev/null @@ -1,20 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "x", - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - },{ - "channel": "y", - "field": "Cylinders", - "type": "ordinal" - },{ - "channel": "?", - "field": "Origin", - "type": "nominal" - } - ] -} diff --git a/data/compassql_examples/input/showme_automatic-mark.json b/data/compassql_examples/input/showme_automatic-mark.json deleted file mode 100644 index eeb0e81..0000000 --- a/data/compassql_examples/input/showme_automatic-mark.json +++ /dev/null @@ -1,16 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "x", - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - },{ - "channel": "y", - "field": "Cylinders", - "type": "ordinal" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/input/voyager_exact-match.json b/data/compassql_examples/input/voyager_exact-match.json deleted file mode 100644 index 4f6bba2..0000000 --- a/data/compassql_examples/input/voyager_exact-match.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "data": {"url": "data/cars.json"}, - "mark": "?", - "encodings": [ - { - "channel": "?", - "field": "Cylinders", - "type": "ordinal" - },{ - "channel": "?", - "bin": "?", - "aggregate": "?", - "field": "Horsepower", - "type": "quantitative" - } - ] -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-N-mark.json b/data/compassql_examples/output/1d-N-mark.json deleted file mode 100644 index e9ad84b..0000000 --- a/data/compassql_examples/output/1d-N-mark.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "field": "Origin", - "type": "nominal" - }, - "y": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-N.json b/data/compassql_examples/output/1d-N.json deleted file mode 100644 index 7d69e9f..0000000 --- a/data/compassql_examples/output/1d-N.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "y": { - "field": "Origin", - "type": "nominal" - }, - "x": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-O.json b/data/compassql_examples/output/1d-O.json deleted file mode 100644 index 7b02475..0000000 --- a/data/compassql_examples/output/1d-O.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "y": { - "field": "Cylinders", - "type": "ordinal" - }, - "x": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-Q-mark.json b/data/compassql_examples/output/1d-Q-mark.json deleted file mode 100644 index 11ed00a..0000000 --- a/data/compassql_examples/output/1d-Q-mark.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-Q.json b/data/compassql_examples/output/1d-Q.json deleted file mode 100644 index 51caa71..0000000 --- a/data/compassql_examples/output/1d-Q.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "y": { - "field": "Miles_per_Gallon", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/1d-T.json b/data/compassql_examples/output/1d-T.json deleted file mode 100644 index f2d9126..0000000 --- a/data/compassql_examples/output/1d-T.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": { - "url": "data/movies.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Release_Date", - "type": "temporal", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/2d-NxN.json b/data/compassql_examples/output/2d-NxN.json deleted file mode 100644 index 324a816..0000000 --- a/data/compassql_examples/output/2d-NxN.json +++ /dev/null @@ -1,32 +0,0 @@ -{ - "data": { - "url": "data/movies.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Major_Genre", - "type": "nominal", - "scale": { - "rangeStep": 12 - } - }, - "y": { - "field": "Creative_Type", - "type": "nominal" - }, - "size": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/2d-NxQ.json b/data/compassql_examples/output/2d-NxQ.json deleted file mode 100644 index 8581601..0000000 --- a/data/compassql_examples/output/2d-NxQ.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "y": { - "field": "Origin", - "type": "nominal" - }, - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/2d-OxQ.json b/data/compassql_examples/output/2d-OxQ.json deleted file mode 100644 index 510feb2..0000000 --- a/data/compassql_examples/output/2d-OxQ.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "y": { - "field": "Cylinders", - "type": "ordinal" - }, - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/2d-QxQ.json b/data/compassql_examples/output/2d-QxQ.json deleted file mode 100644 index 02553eb..0000000 --- a/data/compassql_examples/output/2d-QxQ.json +++ /dev/null @@ -1,24 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Miles_per_Gallon", - "type": "quantitative" - }, - "y": { - "field": "Horsepower", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} diff --git a/data/compassql_examples/output/2d-QxT.json b/data/compassql_examples/output/2d-QxT.json deleted file mode 100644 index 7f853c0..0000000 --- a/data/compassql_examples/output/2d-QxT.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "data": { - "url": "data/movies.json" - }, - "mark": "point", - "encoding": { - "y": { - "field": "IMDB_Rating", - "type": "quantitative", - "scale": {} - }, - "x": { - "field": "Release_Date", - "type": "temporal", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/3d-NxOxQ.json b/data/compassql_examples/output/3d-NxOxQ.json deleted file mode 100644 index 6eb86c3..0000000 --- a/data/compassql_examples/output/3d-NxOxQ.json +++ /dev/null @@ -1,29 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Cylinders", - "type": "ordinal" - }, - "y": { - "field": "Origin", - "type": "nominal" - }, - "size": { - "aggregate": "mean", - "field": "Acceleration", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/3d-NxQxQ.json b/data/compassql_examples/output/3d-NxQxQ.json deleted file mode 100644 index 1a4fab1..0000000 --- a/data/compassql_examples/output/3d-NxQxQ.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "y": { - "field": "Cylinders", - "type": "ordinal" - }, - "size": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "x": { - "bin": {}, - "field": "Acceleration", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/3d-OxQxQ.json b/data/compassql_examples/output/3d-OxQxQ.json deleted file mode 100644 index dfa01cb..0000000 --- a/data/compassql_examples/output/3d-OxQxQ.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "y": { - "field": "Origin", - "type": "nominal" - }, - "size": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "x": { - "bin": {}, - "field": "Acceleration", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/bin-maxbins.json b/data/compassql_examples/output/bin-maxbins.json deleted file mode 100644 index 2aa6ded..0000000 --- a/data/compassql_examples/output/bin-maxbins.json +++ /dev/null @@ -1,28 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "bin": { - "maxbins": 5 - }, - "field": "Miles_per_Gallon", - "type": "quantitative" - }, - "y": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/cql_1.json b/data/compassql_examples/output/cql_1.json deleted file mode 100644 index 8c6733a..0000000 --- a/data/compassql_examples/output/cql_1.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "y": { - "field": "Cylinders", - "type": "ordinal" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/cql_2.json b/data/compassql_examples/output/cql_2.json deleted file mode 100644 index aba5cf5..0000000 --- a/data/compassql_examples/output/cql_2.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - }, - "y": { - "field": "Acceleration", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/cql_3.json b/data/compassql_examples/output/cql_3.json deleted file mode 100644 index 27a34ae..0000000 --- a/data/compassql_examples/output/cql_3.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "y": { - "field": "Cylinders", - "type": "nominal" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/cql_4.json b/data/compassql_examples/output/cql_4.json deleted file mode 100644 index 11ed00a..0000000 --- a/data/compassql_examples/output/cql_4.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/rank-by-feature_histogram.json b/data/compassql_examples/output/rank-by-feature_histogram.json deleted file mode 100644 index 7d69e9f..0000000 --- a/data/compassql_examples/output/rank-by-feature_histogram.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "y": { - "field": "Origin", - "type": "nominal" - }, - "x": { - "aggregate": "count", - "field": "*", - "type": "quantitative" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/scale-type.json b/data/compassql_examples/output/scale-type.json deleted file mode 100644 index 283e199..0000000 --- a/data/compassql_examples/output/scale-type.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "x": { - "field": "Miles_per_Gallon", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/scatter.json b/data/compassql_examples/output/scatter.json deleted file mode 100644 index 1548335..0000000 --- a/data/compassql_examples/output/scatter.json +++ /dev/null @@ -1,26 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "point", - "encoding": { - "x": { - "field": "Acceleration", - "type": "quantitative", - "scale": {} - }, - "y": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/showme_add-to-sheet.json b/data/compassql_examples/output/showme_add-to-sheet.json deleted file mode 100644 index 842a9b8..0000000 --- a/data/compassql_examples/output/showme_add-to-sheet.json +++ /dev/null @@ -1,32 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "y": { - "field": "Cylinders", - "type": "ordinal", - "scale": { - "rangeStep": 12 - } - }, - "row": { - "field": "Origin", - "type": "nominal" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/showme_automatic-mark.json b/data/compassql_examples/output/showme_automatic-mark.json deleted file mode 100644 index 8c6733a..0000000 --- a/data/compassql_examples/output/showme_automatic-mark.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "bar", - "encoding": { - "x": { - "aggregate": "mean", - "field": "Horsepower", - "type": "quantitative" - }, - "y": { - "field": "Cylinders", - "type": "ordinal" - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/output/voyager_exact-match.json b/data/compassql_examples/output/voyager_exact-match.json deleted file mode 100644 index 510feb2..0000000 --- a/data/compassql_examples/output/voyager_exact-match.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "data": { - "url": "data/cars.json" - }, - "mark": "tick", - "encoding": { - "y": { - "field": "Cylinders", - "type": "ordinal" - }, - "x": { - "field": "Horsepower", - "type": "quantitative", - "scale": {} - } - }, - "config": { - "overlay": { - "line": true - }, - "scale": { - "useUnaggregatedDomain": true - } - } -} \ No newline at end of file diff --git a/data/compassql_examples/run_compassql.js b/data/compassql_examples/run_compassql.js deleted file mode 100755 index 66b39d4..0000000 --- a/data/compassql_examples/run_compassql.js +++ /dev/null @@ -1,43 +0,0 @@ -#!/usr/bin/env node - -const cql = require('compassql'); -const dl = require('datalib'); -const fs = require('fs'); - -var path = require('path'); - -// the folder containing input partial specs -const inputDir = 'data/compassql_examples/input/'; -// the folder for output full specs -const outputDir = 'data/compassql_examples/output/'; - -files = fs.readdirSync(inputDir); - -for (var i = 0; i < files.length; i ++) { - - console.log('[OK] Processing ' + files[i]); - - input = path.join(inputDir, files[i]); - output = path.join(outputDir, files[i]); - - // read spec - var raw_spec = fs.readFileSync(input, 'utf8'); - var spec = JSON.parse(raw_spec); - - // compile data schema for compassql - var data = dl.json(spec.data.url); - var schema = cql.schema.build(data); - - const query = { - spec, - chooseBy: 'effectiveness', - config: { autoAddCount: true } - }; - - const recommendation = cql.recommend(query, schema); - - const vlSpec = recommendation.result.items[0].toSpec(); - - fs.writeFileSync(output, JSON.stringify(vlSpec, null, 2), 'utf8'); -} - diff --git a/data/driving.json b/data/driving.json deleted file mode 100644 index 33d0afc..0000000 --- a/data/driving.json +++ /dev/null @@ -1,57 +0,0 @@ -[ - {"side": "left", "year": 1956, "miles": 3675, "gas": 2.38}, - {"side": "right", "year": 1957, "miles": 3706, "gas": 2.40}, - {"side": "bottom", "year": 1958, "miles": 3766, "gas": 2.26}, - {"side": "top", "year": 1959, "miles": 3905, "gas": 2.31}, - {"side": "right", "year": 1960, "miles": 3935, "gas": 2.27}, - {"side": "bottom", "year": 1961, "miles": 3977, "gas": 2.25}, - {"side": "right", "year": 1962, "miles": 4085, "gas": 2.22}, - {"side": "bottom", "year": 1963, "miles": 4218, "gas": 2.12}, - {"side": "bottom", "year": 1964, "miles": 4369, "gas": 2.11}, - {"side": "bottom", "year": 1965, "miles": 4538, "gas": 2.14}, - {"side": "top", "year": 1966, "miles": 4676, "gas": 2.14}, - {"side": "bottom", "year": 1967, "miles": 4827, "gas": 2.14}, - {"side": "right", "year": 1968, "miles": 5038, "gas": 2.13}, - {"side": "right", "year": 1969, "miles": 5207, "gas": 2.07}, - {"side": "right", "year": 1970, "miles": 5376, "gas": 2.01}, - {"side": "bottom", "year": 1971, "miles": 5617, "gas": 1.93}, - {"side": "bottom", "year": 1972, "miles": 5973, "gas": 1.87}, - {"side": "right", "year": 1973, "miles": 6154, "gas": 1.90}, - {"side": "left", "year": 1974, "miles": 5943, "gas": 2.34}, - {"side": "bottom", "year": 1975, "miles": 6111, "gas": 2.31}, - {"side": "bottom", "year": 1976, "miles": 6389, "gas": 2.32}, - {"side": "top", "year": 1977, "miles": 6630, "gas": 2.36}, - {"side": "bottom", "year": 1978, "miles": 6883, "gas": 2.23}, - {"side": "left", "year": 1979, "miles": 6744, "gas": 2.68}, - {"side": "left", "year": 1980, "miles": 6672, "gas": 3.30}, - {"side": "right", "year": 1981, "miles": 6732, "gas": 3.30}, - {"side": "right", "year": 1982, "miles": 6835, "gas": 2.92}, - {"side": "right", "year": 1983, "miles": 6943, "gas": 2.66}, - {"side": "right", "year": 1984, "miles": 7130, "gas": 2.48}, - {"side": "right", "year": 1985, "miles": 7323, "gas": 2.36}, - {"side": "left", "year": 1986, "miles": 7558, "gas": 1.76}, - {"side": "top", "year": 1987, "miles": 7770, "gas": 1.76}, - {"side": "bottom", "year": 1988, "miles": 8089, "gas": 1.68}, - {"side": "left", "year": 1989, "miles": 8397, "gas": 1.75}, - {"side": "top", "year": 1990, "miles": 8529, "gas": 1.88}, - {"side": "right", "year": 1991, "miles": 8535, "gas": 1.78}, - {"side": "right", "year": 1992, "miles": 8662, "gas": 1.69}, - {"side": "left", "year": 1993, "miles": 8855, "gas": 1.60}, - {"side": "bottom", "year": 1994, "miles": 8909, "gas": 1.59}, - {"side": "bottom", "year": 1995, "miles": 9150, "gas": 1.60}, - {"side": "top", "year": 1996, "miles": 9192, "gas": 1.67}, - {"side": "right", "year": 1997, "miles": 9416, "gas": 1.65}, - {"side": "bottom", "year": 1998, "miles": 9590, "gas": 1.39}, - {"side": "right", "year": 1999, "miles": 9687, "gas": 1.50}, - {"side": "top", "year": 2000, "miles": 9717, "gas": 1.89}, - {"side": "left", "year": 2001, "miles": 9699, "gas": 1.77}, - {"side": "bottom", "year": 2002, "miles": 9814, "gas": 1.64}, - {"side": "right", "year": 2003, "miles": 9868, "gas": 1.86}, - {"side": "left", "year": 2004, "miles": 9994, "gas": 2.14}, - {"side": "left", "year": 2005, "miles": 10067, "gas": 2.53}, - {"side": "right", "year": 2006, "miles": 10037, "gas": 2.79}, - {"side": "right", "year": 2007, "miles": 10025, "gas": 2.95}, - {"side": "left", "year": 2008, "miles": 9880, "gas": 3.31}, - {"side": "bottom", "year": 2009, "miles": 9657, "gas": 2.38}, - {"side": "left", "year": 2010, "miles": 9596, "gas": 2.61} -] \ No newline at end of file diff --git a/data/movies.csv b/data/movies.csv deleted file mode 100644 index b3f035c..0000000 --- a/data/movies.csv +++ /dev/null @@ -1,335 +0,0 @@ -Genre,Title,Director,Date,Studio,IMDb Rating,Length,Budget,Gross($M),Profit,Profit%,US%,US($M),Overseas($M),Overseas% -animation,Inside Out,Pete Docter,6/19/15,Buena Vista Studios,8.8,102,175,266.6,91.6,52.3,185.1,69.4,81.5,30.6 -action,Jurassic World,Colin Trevorrow,6/12/15,Universal,7.5,124,215,1245.9,1030.9,479.5,500.4,40.2,745.5,59.8 -action,San Andreas,Brad Peyton,5/29/15,WB,6.6,114,110,441.2,331.2,301.1,142,32.2,299.2,67.8 -action,Tomorrowland,Brad Bird,5/22/15,Buena Vista Studios,6.7,130,170,202.1,32.1,18.9,90.2,44.6,111.9,55.4 -action,Mad Max: Fury Road,George Miller,5/15/15,WB,8.5,120,150,356.4,206.4,137.6,147.1,41.3,209.3,58.7 -comedy,Pitch Perfect 2,Elizabeth Banks,5/15/15,Universal,6.9,115,29,276.9,247.9,854.8,181.1,65.4,95.9,34.6 -action,Avengers: Age of Ultron,Joss Whedon,5/1/15,Buena Vista Studios,7.9,141,250,1371.6,1121.6,448.6,452.5,33,919.1,67 -action,Furious 7,James Wan,4/3/15,Universal,7.6,137,190,1511.6,1321.6,695.6,351,23.2,1160.6,76.8 -animation,Home,Tim Johnson,3/27/15,Fox,6.8,94,130,367.7,237.7,182.9,174.7,47.5,193,52.5 -action,The Divergent Series: Insurgent,Robert Schwentke,3/20/15,Lionsgate/Summit,6.9,119,110,295.1,185.1,168.3,130,44.1,165.1,55.9 -drama,Cinderella,Kenneth Branagh,3/13/15,Buena Vista Studios,7.3,105,95,539,444,467.4,200.3,37.2,338.7,62.8 -drama,Fifty Shades of Grey,Sam Taylor-Wood,2/13/15,Universal,4.2,125,40,569.7,529.7,1324.3,166.2,29.2,403.5,70.8 -action,Kingsman: The Secret Service,Matthew Vaughn,2/13/15,Fox,7.9,129,81,403.8,322.8,398.5,128.2,31.8,275.5,68.2 -animation,The SpongeBob Movie: Sponge Out of Water,Paul Tibbitt,2/6/15,Paramount Pictures,6.2,92,74,311.6,237.6,321.1,163,52.3,148.6,47.7 -comedy,Paddington,Paul King,1/16/15,StudioCanal,7.3,95,55,259.5,204.5,371.8,76.2,29.4,183.3,70.6 -action,Taken 3,Olivier Megaton,1/9/15,Fox,6.1,109,48,325.8,277.8,578.8,89.3,27.4,236.5,72.6 -action,American Sniper,Clint Eastwood,12/25/14,WB,7.4,132,58,547.1,489.1,843.3,350.1,64,197,36 -adventure,Into the Woods,Rob Marshall,12/25/14,Buena Vista Studios,6,125,50,212.9,162.9,325.8,128,60.1,84.9,39.9 -adventure,Night at the Museum,Shawn Levy,12/19/14,Fox,6.4,98,127,574.5,447.5,352.4,250.9,43.7,323.6,56.3 -adventure,Night at the Museum: Secret of the Tomb,Shawn Levy,12/19/14,Fox,6.3,98,127,360.4,233.4,183.8,113.7,31.6,246.6,68.4 -adventure,The Hobbit: The Battle of the Five Armies,Peter Jackson,12/17/14,WB,7.5,144,250,955.1,705.1,282,255.1,26.7,700,73.3 -action,Exodus: Gods and Kings,Ridley Scott,12/12/14,Fox,6.1,150,140,268,128,91.4,65,24.3,203,75.7 -biography,The Imitation Game,Morten Tyldum,11/28/14,Weinstein Company,8.1,114,15,220,205,1366.7,91.1,41.4,128.9,58.6 -animation,Penguins of Madagascar,Simon J. Smith,11/26/14,Fox,6.8,92,132,373.6,241.6,183,83.4,22.3,290.2,77.7 -adventure,The Hunger Games: Mockingjay - Part 1,Francis Lawrence,11/21/14,Lionsgate,6.8,123,125,752.1,627.1,501.7,337.1,44.8,415,55.2 -animation,Big Hero 6,Christopher Williams,11/7/14,Buena Vista Studios,7.9,102,165,652.1,487.1,295.2,222.5,34.1,429.6,65.9 -sci-fi,Interstellar,Christopher Nolan,11/5/14,Paramount Pictures,8.7,169,165,672.7,507.7,307.7,188,27.9,484.7,72.1 -action,Fury,David Ayer,10/17/14,Sony,5.8,134,80,211.8,131.8,164.8,85.8,40.5,126,59.5 -action,Dracula Untold,Gary Shore,10/10/14,Universal,6.3,92,70,215.5,145.5,207.9,56.3,26.1,159.2,73.9 -drama,Gone Girl,David Fincher,10/3/14,Fox,6.7,149,61,368.1,307.1,503.4,167.8,45.6,200.3,54.4 -horror,Annabelle,John R. Leonetti,10/3/14,WB/New Line,5.4,99,6.5,255.3,248.8,3827.7,84.3,33,171,67 -action,The Maze Runner,Wes Ball,9/19/14,Fox,6.9,113,34,340.8,306.8,902.4,102.4,30.1,238.3,69.9 -action,The Expendables 3,Patrick Hughes,8/15/14,Lionsgate,6.1,126,100,206.2,106.2,106.2,39.3,19.1,166.9,80.9 -action,Teenage Mutant Ninja Turtles (2014),Jonathan Liebesman,8/8/14,Paramount Pictures,7.9,101,125,485,360,288,191.2,39.4,293.8,60.6 -action,Guardians of the Galaxy,James Gunn,8/1/14,Buena Vista Studios,8.1,121,170,774.2,604.2,355.4,333.2,43,441,57 -action,Lucy,Luc Besson,7/25/14,Universal,6.4,89,40,458.9,418.9,1047.3,126.7,27.6,332.2,72.4 -action,Hercules (2015),Brett Ratner,7/25/14,Paramount Pictures,6.1,98,100,243.4,143.4,143.4,72.7,29.9,170.7,70.1 -action,Dawn of the Planet of the Apes,Matt Reeves,7/11/14,Fox,7.7,130,170,708.8,538.8,316.9,208.5,29.4,500.3,70.6 -action,Transformers: Age of Extinction,Michael Bay,6/27/14,Paramount Pictures,5.8,165,210,1104,894,425.7,245.4,22.2,858.6,77.8 -animation,How to Train Your Dragon 2,Dean DeBlois,6/13/14,Fox,7.9,102,145,618.9,473.9,326.8,177,28.6,441.9,71.4 -comedy,22 Jump Street,Phil Lord,6/13/14,Sony,7.1,112,50,331.3,281.3,562.6,191.7,57.9,139.6,42.1 -action,Edge of Tomorrow,Doug Liman,6/6/14,WB,7.9,113,178,369.2,191.2,107.4,100.2,27.1,269,72.9 -drama,The Fault in our Stars,Josh Boone,6/6/14,Fox,7.9,126,12,307.2,295.2,2460,124.9,40.6,182.4,59.4 -action,Maleficent,Robert Stromberg,5/30/14,Buena Vista Studios,7,97,180,758.4,578.4,321.3,241.4,31.8,517,68.2 -action,X-Men: Days of Future Past,Bryan Singer,5/23/14,Fox,8.1,131,200,748.1,548.1,274.1,233.9,31.3,514.2,68.7 -action,Godzilla (2014),Gareth Edwards,5/16/14,WB,6.5,123,160,528.7,368.7,230.4,200.7,38,328,62 -comedy,Neighbors,Nicholas Stoller,5/9/14,Universal,6.4,97,18,268.2,250.2,1390,150.2,56,118,44 -action,The Amazing Spider-Man 2,Marc Webb,5/2/14,Sony,6.8,142,200,709,509,254.5,202.9,28.6,506.1,71.4 -animation,Rio 2,Carlos Saldanha,4/11/14,Fox,6.4,101,130,500.2,370.2,284.8,131.5,26.3,368.7,73.7 -action,Captain America: The Winter Soldier,Joe Russo,4/4/14,Buena Vista Studios,7.8,136,170,714.8,544.8,320.5,259.8,36.3,455,63.7 -action,Noah,Darren Aronofsky,3/28/14,Paramount Pictures,5.9,138,130,362.6,232.6,178.9,101.2,27.9,261.4,72.1 -adventure,Divergent,Neil Burger,3/21/14,Lionsgate/Summit,6.8,139,85,288.7,203.7,239.7,150.9,52.3,137.8,47.7 -action,Need for Speed,Scott Waugh,3/14/14,Buena Vista Studios,6.6,132,66,203.3,137.3,208,43.6,21.4,159.7,78.6 -action,300: Rise of An Empire,Noam Murro,3/7/14,WB,6.3,102,110,337.6,227.6,206.9,106.6,31.6,231,68.4 -animation,Mr. Peabody & Sherman,Rob Minkoff,3/7/14,Fox,6.9,92,145,272.9,127.9,88.2,111.5,40.9,161.4,59.1 -action,Non-Stop,Jaume Collet-Serra,2/28/14,Universal,7,106,50,222.8,172.8,345.6,92.2,41.4,130.6,58.6 -sci-fi,RoboCop,Jose Padilha,2/12/14,Sony,7.1,117,120,242.7,122.7,102.3,58.6,24.1,184.1,75.9 -animation,The LEGO Movie,Phil Lord,2/7/14,WB,7.8,100,60,468.8,408.8,681.3,257.8,55,211,45 -biography,The Wolf of Wall Street,Martin Scorsese,12/25/13,Paramount Pictures,8.2,180,100,392,292,292,116.9,29.8,275.1,70.2 -adventure,The Hobbit: The Desolation of Smaug,Peter Jackson,12/13/13,WB,8,161,250,960.4,710.4,284.2,258.4,26.9,702,73.1 -drama,American Hustle,David O. Russell,12/13/13,Sony,6.3,138,40,251.2,211.2,528,150.1,59.8,101.1,40.2 -animation,Frozen,Chris Buck,11/22/13,Buena Vista Studios,7.7,102,150,1274.2,1124.2,749.5,400.7,31.4,873.5,68.6 -action,The Hunger Games: Catching Fire,Francis Lawrence,11/22/13,Lionsgate,7.7,146,130,864.9,734.9,565.3,424.7,49.1,440.2,50.9 -action,Thor: The Dark World,Alan Taylor,11/8/13,Buena Vista Studios,7.1,112,170,644.8,474.8,279.3,206.4,32,438.4,68 -drama,Captain Phillips,Paul Greengrass,10/11/13,Sony,7.9,134,55,218.8,163.8,297.8,107.1,49,111.7,51 -drama,Gravity,Alfonso Cuaron,10/4/13,WB,7.9,91,110,716.4,606.4,551.3,274.1,38.3,442.3,61.7 -animation,Cloudy with a Chance of Meatballs 2,Cody Cameron,9/27/13,Sony,6.5,95,78,274.3,196.3,251.7,119.8,43.7,154.5,56.3 -action,Elysium,Neill Blomkamp,8/9/13,TriStar,6.7,109,120,286.1,166.1,138.4,93.1,32.5,193.1,67.5 -animation,Planes,Klay Hall,8/9/13,Buena Vista Studios,5.7,91,50,239.3,189.3,378.6,90.3,37.7,149,62.3 -comedy,We're the Millers,Rawson Marshall Thurber,8/7/13,WB,7.1,110,37,270,233,629.7,150.4,55.7,119.6,44.3 -animation,The Smurfs 2,Raja Gosnell,7/31/13,Sony,5.4,105,110,347.5,237.5,215.9,71,20.4,276.5,79.6 -horror,The Conjuring,James Wan,7/19/13,WB,7.5,112,20,318,298,1490,137.4,43.2,180.6,56.8 -animation,Turbo,David Soren,7/17/13,Fox,6.5,96,135,282.6,147.6,109.3,83,29.4,199.5,70.6 -action,Pacific Rim,Guillermo del Toro,7/12/13,WB,6.1,131,190,411,221,116.3,101.8,24.8,309.2,75.2 -comedy,Grown Ups 2,Dennis Dugan,7/12/13,Sony,5.4,101,80,247,167,208.8,133.7,54.1,113.3,45.9 -animation,Despicable Me 2,Chris Renaud,7/2/13,Universal,7.5,98,76,970.8,894.8,1177.4,368.1,37.9,602.7,62.1 -action,The Lone Ranger,Gore Verbinski,7/2/13,Buena Vista Studios,6.5,149,225,260.5,35.5,15.8,89.3,34.3,171.2,65.7 -action,The Heat,Paul Feig,6/28/13,Fox,6.6,117,43,229.9,186.9,434.7,159.6,69.4,70.3,30.6 -action,White House Down,Roland Emmerich,6/28/13,Sony,8,131,150,205.4,55.4,36.9,73.1,35.6,132.3,64.4 -animation,Monsters University,Dan Scanlon,6/21/13,Buena Vista Studios,7.4,104,200,743.6,543.6,271.8,268.5,36.1,475.1,63.9 -sci-fi,World War Z,Marc Forster,6/21/13,Paramount Pictures,7,116,190,540,350,184.2,202.4,37.5,337.6,62.5 -action,Man of Steel,Zack Snyder,6/14/13,WB,7.2,143,225,668,443,196.9,291,43.6,377,56.4 -action,Superman,Zack Snyder,6/14/13,WB,7.3,143,55,300.2,245.2,445.8,134.2,44.7,166,55.3 -thriller,Now You See Me,Louis Leterrier,5/31/13,Lionsgate/Summit,7.3,115,75,351.7,276.7,368.9,117.7,33.5,234,66.5 -action,After Earth,M. Night Shyamalan,5/31/13,Sony,4.9,100,130,243.8,113.8,87.5,60.5,24.8,183.3,75.2 -action,Fast & Furious 6,Justin Lin,5/24/13,Universal,7.2,130,160,788.7,628.7,392.9,238.7,30.3,550,69.7 -animation,Epic,Chris Wedge,5/24/13,Fox,6.7,102,100,268.4,168.4,168.4,107.5,40.1,160.9,59.9 -comedy,The Hangover Part III,Todd Phillips,5/23/13,WB,5.9,100,103,362,259,251.5,112.2,31,249.8,69 -action,Star Trek Into Darkness,J. J. Abrams,5/15/13,Paramount Pictures,7.8,132,190,467.4,277.4,146,228.8,48.9,238.6,51.1 -drama,The Great Gatsby (2013),Baz Luhrmann,5/10/13,WB,7.3,142,190,351,161,84.7,144.8,41.3,206.2,58.7 -action,Iron Man 3,Shane Black,5/3/13,Buena Vista Studios,7.3,130,200,1215.4,1015.4,507.7,409,33.7,806.4,66.3 -action,Oblivion,Joseph Kosinski,4/19/13,Universal,7,124,120,286.2,166.2,138.5,89.1,31.1,197.1,68.9 -action,G.I. Joe: Retaliation,Jon M. Chu,3/27/13,Paramount Pictures,5.8,110,130,375.7,245.7,189,122.5,32.6,253.2,67.4 -animation,The Croods,Kirk DeMicco,3/22/13,Fox,7.3,98,135,587.2,452.2,335,187.2,31.9,400,68.1 -adventure,Oz The Great and Powerful,Sam Raimi,3/8/13,Buena Vista Studios,6.4,130,200,493.3,293.3,146.7,234.9,47.6,258.4,52.4 -action,A Good Day to Die Hard,John Moore,2/14/13,Fox,5.3,98,92,304.7,212.7,231.2,67.3,22.1,237.3,77.9 -action,Hansel and Gretel: Witch Hunters,Tommy Wirkola,1/25/13,Paramount Pictures,6.1,88,50,226.3,176.3,352.6,55.7,24.6,170.6,75.4 -drama,Les Miserables (2012),Tom Hooper,12/25/12,Universal,6,158,61,441.8,380.8,624.3,148.8,33.7,293,66.3 -adventure,Django Unchained,Quentin Tarantino,12/25/12,Weinstein Company,8.5,165,100,425.4,325.4,325.4,162.8,38.3,262.6,61.7 -action,Jack Reacher,Christopher McQuarrie,12/21/12,Paramount Pictures,7,130,60,218.3,158.3,263.8,80.1,36.7,138.3,63.3 -adventure,The Hobbit: An Unexpected Journey,Peter Jackson,12/14/12,WB,8,169,250,1017,767,306.8,303,29.8,714,70.2 -adventure,Life of Pi,Ang Lee,11/21/12,Fox,8,127,120,609,489,407.5,125,20.5,484,79.5 -animation,Rise of the Guardians,Peter Ramsey,11/21/12,Pacific Data/DreamWorks,7.3,97,145,306.9,161.9,111.7,103.4,33.7,203.5,66.3 -drama,The Twilight Saga: Breaking Dawn Part 2,Bill Condon,11/16/12,Lionsgate/Summit,8.2,115,136.2,829.7,693.5,509.2,292.3,35.2,537.4,64.8 -romance,Silver Linings Playbook,David O. Russell,11/16/12,Weinstein Company,7.8,122,21,236.4,215.4,1025.7,132.1,55.9,104.3,44.1 -biography,Lincoln,Steven Spielberg,11/9/12,Buena Vista Studios,7.4,150,65,275.3,210.3,323.5,182.2,66.2,93.1,33.8 -action,Skyfall,Sam Mendes,11/8/12,Sony,7.8,143,200,1108.6,908.6,454.3,304.4,27.5,804.2,72.5 -animation,Wreck-It Ralph,Rich Moore,11/2/12,Buena Vista Studios,7.8,101,165,471.2,306.2,185.6,189.4,40.2,281.8,59.8 -drama,Argo,Ben Affleck,10/12/12,WB,7.8,120,44.5,232.3,187.8,422,136,58.5,96.3,41.5 -action,Taken 2,Olivier Megaton,10/5/12,Fox,6.3,92,45,376.1,331.1,735.8,139.9,37.2,236.3,62.8 -animation,Hotel Transylvania,Genndy Tartakovsky,9/28/12,Sony,7.1,91,85,358.4,273.4,321.7,148.3,41.4,210.1,58.6 -action,Resident Evil: Retribution,Paul W.S. Anderson,9/14/12,Screen Gems,5.3,96,65,240.2,175.2,269.5,42.3,17.6,197.8,82.4 -action,The Expendables 2,Simon West,8/17/12,Lionsgate,6.7,103,100,305.4,205.4,205.4,85,27.8,220.4,72.2 -action,The Bourne Legacy,Tony Gilroy,8/10/12,Universal,6.7,135,125,276.1,151.1,120.9,113.2,41,162.9,59 -action,The Dark Knight Rises,Christopher Nolan,7/20/12,WB,8.5,165,275,1084.4,809.4,294.3,448.1,41.3,636.3,58.7 -animation,Ice Age: Continental Drift,Steve Martino,7/13/12,Fox,6.7,88,95,877.2,782.2,823.4,161.3,18.4,715.9,81.6 -action,The Amazing Spider-Man,Marc Webb,7/3/12,Sony,7.1,136,230,757.9,527.9,229.5,262,34.6,495.9,65.4 -comedy,Ted,Seth MacFarlane,6/29/12,Universal,7,106,50,549.4,499.4,998.8,218.8,39.8,330.6,60.2 -drama,Brave,Richard Stanley,6/22/12,Buena Vista Studios,7.2,93,185,539,354,191.4,237.3,44,301.7,56 -animation,Madagascar 3: Europe's Most Wanted,Eric Darnell,6/8/12,Pacific Data/DreamWorks,7,93,145,746.9,601.9,415.1,216.4,29,530.5,71 -adventure,Prometheus,Ridley Scott,6/8/12,Fox,7,124,125,403.4,278.4,222.7,126.5,31.4,276.9,68.6 -action,Snow White and the Huntsman,Rupert Sanders,6/1/12,Universal,6.1,127,170,396.6,226.6,133.3,155.3,39.2,241.3,60.8 -action,MIB 3,Barry Sonnenfeld,5/25/12,Sony,6.9,106,215,624,409,190.2,179,28.7,445,71.3 -action,Battleship,Peter Berg,5/18/12,Universal,5.9,131,209,303,94,45,65.4,21.6,237.6,78.4 -comedy,Dark Shadows,Tim Burton,5/11/12,WB,6.2,113,150,245.5,95.5,63.7,79.7,32.5,165.8,67.5 -action,Marvel's The Avengers,Joss Whedon,5/4/12,Buena Vista Studios,8.2,143,220,1518.6,1298.6,590.3,623.4,41,895.2,59 -comedy,American Reunion,Hayden Schlossberg,4/6/12,Universal,6.8,113,50,235,185,370,57,24.3,178,75.7 -action,Wrath of the Titans,Jonathan Liebesman,3/30/12,WB,5.8,99,150,305.3,155.3,103.5,83.7,27.4,221.6,72.6 -action,The Hunger Games,Gary Ross,3/23/12,Lionsgate,7.3,142,80,691.2,611.2,764,408,59,283.2,41 -comedy,21 Jump Street,Phil Lord,3/16/12,Sony,7.2,109,42,201.6,159.6,380,138.4,68.7,63.1,31.3 -sci-fi,John Carter,Andrew Stanton,3/9/12,Buena Vista Studios,6.6,132,263.7,284.1,20.4,7.7,73.1,25.7,211.1,74.3 -animation,Dr. Seuss' The Lorax,Chris Renaud,3/2/12,Universal,6.5,86,67.5,348.8,281.3,416.7,214,61.4,134.8,38.6 -adventure,Journey 2: The Mysterious Island,Brad Peyton,2/11/12,WB,5.8,94,79,335.3,256.3,324.4,103.9,31,231.4,69 -action,Safe House,Daniel Espinosa,2/10/12,Universal,6.8,115,85,208.1,123.1,144.8,126.4,60.7,81.7,39.3 -animation,The Adventures of Tintin,Steven Spielberg,12/21/11,Paramount Pictures,7.4,107,130,374,244,187.7,77.6,20.7,296.4,79.3 -crime,The Girl with the Dragon Tattoo (2011),David Fincher,12/20/11,Sony,7.9,158,90,232.6,142.6,158.4,102.5,44.1,130.1,55.9 -action,Mission: Impossible - Ghost Protocol,Brad Bird,12/16/11,Paramount Pictures,7.4,133,145,694.7,549.7,379.1,209.4,30.1,485.3,69.9 -action,Sherlock Holmes: A Game of Shadows,Guy Ritchie,12/16/11,WB,7.5,129,125,545.4,420.4,336.3,186.8,34.3,358.6,65.7 -animation,Alvin and the Chipmunks: Chipwrecked,Mike Mitchell,12/16/11,Fox,4.4,87,80,342.7,262.7,328.4,133.1,38.8,209.6,61.2 -adventure,The Twilight Saga: Breaking Dawn Part 1,Bill Condon,11/18/11,Summit Entertainment,5.6,117,127.5,712.2,584.7,458.6,281.3,39.5,430.9,60.5 -crime,Immortals,Brian Grant,11/11/11,Relativity Media,6.1,98,75,226.9,151.9,202.5,83.5,36.8,143.4,63.2 -drama,The Intouchables,Olivier Nakache,11/2/11,Weinstein Company,8.6,112,10,426.6,416.6,4166,10.2,2.4,416.4,97.6 -animation,Puss in Boots,Chris Miller,10/28/11,Pacific Data/DreamWorks,6.7,90,130,555,425,326.9,149.3,26.9,405.7,73.1 -horror,Paranormal Activity 3,Henry Joost,10/21/11,Paramount Pictures,5.9,84,5,207,202,4040,104,50.2,103,49.8 -action,Real Steel,Shawn Levy,10/7/11,Buena Vista Studios,6.3,127,110,299.3,189.3,172.1,85.5,28.6,213.8,71.4 -drama,The Help,Tate Taylor,8/10/11,Buena Vista Studios,8.1,146,25,216.6,191.6,766.4,169.7,78.3,46.9,21.7 -sci-fi,Rise of the Planet of the Apes,Rupert Wyatt,8/5/11,Fox,8.6,105,93,481.8,388.8,418.1,176.8,36.7,305,63.3 -animation,The Smurfs,Raja Gosnell,7/29/11,Sony,5.5,103,110,563.7,453.7,412.5,142.6,25.3,421.1,74.7 -action,Captain America: The First Avenger,Joe Johnston,7/22/11,Paramount Pictures,6.8,124,140,370.6,230.6,164.7,176.7,47.7,193.9,52.3 -fantasy,Harry Potter and the Deathly Hallows Part 2,David Yates,7/15/11,WB,8.1,130,125,1341.5,1216.5,973.2,381,28.4,960.5,71.6 -comedy,Horrible Bosses,Seth Gordon,7/8/11,WB/New Line,6.9,98,37,209.6,172.6,466.5,117.5,56.1,92.1,43.9 -action,Transformers: Dark of the Moon,Michael Bay,6/29/11,Pacific Data/DreamWorks,6.3,157,195,1123.8,928.8,476.3,352.4,31.4,771.4,68.6 -animation,Cars 2,Brad Lewis,6/24/11,Buena Vista Studios,6.3,106,200,559.9,359.9,180,191.5,34.2,368.4,65.8 -comedy,Bad Teacher,Jake Kasdan,6/24/11,Sony,5.7,92,19,216.2,197.2,1037.9,100.3,46.4,115.9,53.6 -action,Green Lantern,Martin Campbell,6/17/11,WB,5.7,114,200,219.9,19.9,10,116.6,53,103.3,47 -thriller,Super 8,J. J. Abrams,6/9/11,Paramount Pictures,7.1,112,50,260.1,210.1,420.2,127,48.8,133.1,51.2 -action,X-Men: First Class,Bryan Singer,6/3/11,Fox,7.8,131,200,353.6,153.6,76.8,146.4,41.4,207.2,58.6 -animation,Kung Fu Panda 2,Jennifer Yuh Nelson,5/26/11,Pacific Data/DreamWorks,7.3,90,150,665.7,515.7,343.8,165.2,24.8,500.4,75.2 -comedy,The Hangover Part II,Todd Phillips,5/26/11,WB,6.5,102,80,586.8,506.8,633.5,254.5,43.4,332.3,56.6 -action,Pirates of the Caribbean: On Stranger Tides,Rob Marshall,5/20/11,Buena Vista Studios,6.7,137,250,1045.7,795.7,318.3,241.1,23.1,804.6,76.9 -comedy,Bridesmaids,Paul Feig,5/13/11,Universal,6.8,125,32.5,288.4,255.9,787.4,169.1,58.6,119.3,41.4 -action,Thor,Kenneth Branagh,5/6/11,Paramount Pictures,7,115,150,449.3,299.3,199.5,181,40.3,268.3,59.7 -action,Fast Five,Justin Lin,4/29/11,Universal,7.3,130,125,626.1,501.1,400.9,209.8,33.5,416.3,66.5 -animation,Rio,Carlos Saldanha,4/15/11,Fox,7,96,90,484.6,394.6,438.4,143.6,29.6,341,70.4 -action,Battle: Los Angeles,Jonathan Liebesman,3/11/11,Sony,7.6,116,70,211.8,141.8,202.6,83.6,39.4,128.3,60.6 -animation,Rango,Gore Verbinski,3/4/11,Paramount Pictures,7.3,107,135,245.7,110.7,82,123.5,50.3,122.2,49.7 -comedy,Just Go With It,Dennis Dugan,2/11/11,Sony,6.4,117,80,214.9,134.9,168.6,103,47.9,111.9,52.1 -action,The Green Hornet,Michel Gondry,1/14/11,Sony,5.9,119,110,227.8,117.8,107.1,98.8,43.4,129,56.6 -adventure,Gulliver's Travels,Rob Letterman,12/25/10,Fox,4.9,85,112,237.4,125.4,112,42.8,18,194.6,82 -comedy,Little Fockers,Paul Weitz,12/22/10,Universal,5.4,98,100,310.7,210.7,210.7,148.4,47.8,162.2,52.2 -adventure,True Grit,Ethan Coen,12/22/10,Paramount Pictures,7.7,110,35,252.3,217.3,620.9,171.2,67.9,81,32.1 -action,Tron Legacy,Joseph Kosinski,12/17/10,Buena Vista Studios,6.8,125,200,400.1,200.1,100.1,172.1,43,228,57 -animation,Yogi Bear,Eric Brevig,12/17/10,WB,4.5,80,80,201.6,121.6,152,100.2,49.7,101.3,50.3 -adventure,The Chronicles of Narnia 2,Michael Apted,12/10/10,Fox,6.4,113,155,415.7,260.7,168.2,104.4,25.1,311.3,74.9 -action,The Tourist,Florian Henckel von Donnersmarck,12/10/10,Sony,6,103,100,278.3,178.3,178.3,67.6,24.3,210.7,75.7 -drama,Black Swan,Darren Aronofsky,12/3/10,Fox Searchlight Pictures,8,108,13,329.4,316.4,2433.9,107,32.5,222.4,67.5 -biography,The King's Speech,Tom Hooper,11/26/10,Weinstein Company,8.1,118,15,414.2,399.2,2661.3,138.8,33.5,275.4,66.5 -animation,Tangled,Byron Howard,11/24/10,Buena Vista Studios,7.8,100,260,591.8,331.8,127.6,200.8,33.9,391,66.1 -adventure,Harry Potter and the Deathly Hallows Part 1,David Yates,11/19/10,WB,8.1,146,125,960.3,835.3,668.2,296,30.8,664.3,69.2 -animation,Megamind,Tom McGrath,11/5/10,Pacific Data/DreamWorks,7.3,95,130,321.9,191.9,147.6,148.4,46.1,173.5,53.9 -comedy,Due Date,Todd Phillips,11/5/10,WB,6.6,95,65,211.8,146.8,225.9,100.5,47.5,111.2,52.5 -biography,The Social Network,David Fincher,10/1/10,Sony,7.8,120,40,224.9,184.9,462.3,97,43.1,128,56.9 -action,Resident Evil: Afterlife,Paul W.S. Anderson,9/10/10,Screen Gems,5.9,97,57.5,296.2,238.7,415.1,60.1,20.3,236.1,79.7 -action,The Expendables,Sylvester Stallone,8/13/10,Lionsgate,6.5,103,82,274.5,192.5,234.8,103.1,37.6,171.4,62.4 -drama,Eat Pray Love,Ryan Murphy,8/13/10,Sony,5.6,133,60,204.6,144.6,241,80.6,39.4,124,60.6 -action,Salt,Phillip Noyce,7/23/10,Sony,6.4,100,110,293.5,183.5,166.8,118.3,40.3,175.2,59.7 -action,Inception,Christopher Nolan,7/16/10,WB,8.8,148,160,825.5,665.5,415.9,292.6,35.4,533,64.6 -action,The Sorcerer's Apprentice,Jon Turteltaub,7/14/10,Buena Vista Studios,7.1,109,160,215.3,55.3,34.6,63.2,29.3,152.1,70.7 -animation,Despicable Me,Chris Renaud,7/9/10,Universal,7.7,95,69,543.1,474.1,687.1,251.5,46.3,291.6,53.7 -action,The Last Airbender,M. Night Shyamalan,7/1/10,Paramount Pictures,4.3,103,150,319.7,169.7,113.1,131.8,41.2,187.9,58.8 -drama,The Twilight Saga: Eclipse,David Slade,6/30/10,Summit Entertainment,4.9,124,68,698.5,630.5,927.2,300.5,43,398,57 -comedy,Grown Ups,Dennis Dugan,6/25/10,Sony,6,102,75,271.4,196.4,261.9,162,59.7,109.4,40.3 -action,Knight & Day,James Mangold,6/23/10,Fox,6.3,109,117,261.9,144.9,123.9,76.4,29.2,185.5,70.8 -animation,Toy Story 3,Lee Unkrich,6/18/10,Buena Vista Studios,8.4,103,200,1063.2,863.2,431.6,415,39,648.2,61 -action,The Karate Kid,Harald Zwart,6/11/10,Sony,7.2,140,40,359.1,319.1,797.8,176.6,49.2,182.5,50.8 -action,Prince of Persia: The Sands of Time,Mike Newell,5/28/10,Buena Vista Studios,6.6,116,200,336.4,136.4,68.2,90.8,27,245.6,73 -comedy,Sex and the City 2,Michael Patrick King,5/27/10,WB/New Line,4.2,146,95,288.3,193.3,203.5,95.3,33.1,193,66.9 -animation,Shrek Forever After,Mike Mitchell,5/21/10,Pacific Data/DreamWorks,6.4,93,165,752.6,587.6,356.1,238.7,31.7,513.9,68.3 -action,Robin Hood,Ridley Scott,5/14/10,Universal,6.7,140,180,321.7,141.7,78.7,105.3,32.7,216.4,67.3 -action,Iron Man 2,Jon Favreau,5/7/10,Paramount Pictures,7.1,124,170,623.9,453.9,267,312.4,50.1,311.5,49.9 -action,Clash of the Titans,Louis Leterrier,4/2/10,WB,5.8,106,125,493.2,368.2,294.6,163.2,33.1,330,66.9 -animation,How to Train Your Dragon,Chris Sanders,3/26/10,Pacific Data/DreamWorks,8.2,98,165,494.9,329.9,199.9,217.6,44,277.3,56 -adventure,Alice in Wonderland,Tim Burton,3/5/10,Buena Vista Studios,6.5,108,200,1025.5,825.5,412.8,334.2,32.6,691.3,67.4 -drama,Shutter Island,Martin Scorsese,2/19/10,Paramount Pictures,8.1,138,80,294.8,214.8,268.5,128,43.4,166.8,56.6 -fantasy,Percy Jackson & The Olympians: The Lightning Thief,Chris Columbus,2/12/10,Fox,5.9,118,95,226.5,131.5,138.4,88.8,39.2,137.7,60.8 -comedy,Valentine's Day,Garry Marshall,2/12/10,WB,5.8,125,52,216.5,164.5,316.4,110.5,51,106,49 -action,Sherlock Holmes,Guy Ritchie,12/25/09,WB,7.6,128,90,524,434,482.2,209,39.9,315,60.1 -comedy,It's Complicated,Nancy Meyers,12/25/09,Universal,6.6,120,75,219.1,144.1,192.1,112.7,51.5,106.4,48.5 -animation,Alvin and the Chipmunks: The Squeakquel,Betty Thomas,12/23/09,Fox,4.4,88,70,443.1,373.1,533,219.6,49.6,223.5,50.4 -sci-fi,Avatar,James Cameron,12/18/09,Fox,7.9,162,237,2788,2551,1076.4,760.5,27.3,2027.5,72.7 -animation,The Princess and the Frog,Ron Clements,11/25/09,Buena Vista Studios,7.2,97,105,267,162,154.3,104.4,39.1,162.6,60.9 -drama,The Twilight Saga: New Moon,Chris Weitz,11/20/09,Summit Entertainment,4.6,130,50,709.8,659.8,1319.6,296.6,41.8,413.2,58.2 -biography,The Blind Side,John Lee Hancock,11/20/09,WB,7.7,129,35,309.2,274.2,783.4,256,82.8,53.2,17.2 -action,2012,Roland Emmerich,11/13/09,Sony,5.8,158,200,769.7,569.7,284.9,166.1,21.6,603.6,78.4 -animation,A Christmas Carol (2009),Robert Zemeckis,11/6/09,Buena Vista Studios,6.9,96,190,325.3,135.3,71.2,137.9,42.4,187.4,57.6 -documentary,Michael Jackson's This Is It,Kenny Ortega,10/28/09,Sony,7.6,111,60,261.2,201.2,335.3,72.1,27.6,189.1,72.4 -animation,Cloudy with a Chance of Meatballs,Phil Lord,9/18/09,Sony,7,90,100,243,143,143,124.9,51.4,118.1,48.6 -adventure,Inglourious Basterds,Quentin Tarantino,8/21/09,Weinstein Company,8.3,153,70,321.5,251.5,359.3,120.5,37.5,200.9,62.5 -sci-fi,District 9,Neill Blomkamp,8/14/09,TriStar,8,112,30,210.8,180.8,602.7,115.6,54.9,95.2,45.1 -animation,Ponyo,Hayao Miyazaki,8/14/09,Buena Vista Studios,7.7,101,34,201.8,167.8,493.5,15.1,7.5,186.7,92.5 -action,G.I. Joe: The Rise of Cobra,Stephen Sommers,8/7/09,Paramount Pictures,5.8,118,175,302.5,127.5,72.9,150.2,49.7,152.3,50.3 -action,G-Force,Hoyt Yeatman,7/24/09,Buena Vista Studios,5.1,88,82.5,292.8,210.3,254.9,119.4,40.8,173.4,59.2 -comedy,The Ugly Truth,Robert Luketic,7/24/09,Sony,6.5,96,38,205.3,167.3,440.3,88.9,43.3,116.4,56.7 -adventure,Harry Potter and the Half-Blood Prince,David Yates,7/15/09,WB,7.5,153,250,934.4,684.4,273.8,302,32.3,632.5,67.7 -animation,Ice Age: Dawn of the Dinosaurs,Carlos Saldanha,7/1/09,Fox,7,94,90,886.7,796.7,885.2,196.6,22.2,690.1,77.8 -animation,Ice Age,Carlos Saldanha,7/1/09,Fox,7.6,94,90,383.3,293.3,325.9,176.4,46,206.9,54 -biography,Public Enemies,Michael Mann,7/1/09,Universal,7,140,102.5,214.1,111.6,108.9,97.1,45.4,117,54.6 -action,Transformers: Revenge of the Fallen,Michael Bay,6/24/09,Pacific Data/DreamWorks,6,150,210,836.3,626.3,298.2,402.1,48.1,434.2,51.9 -comedy,The Proposal,Anne Fletcher,6/19/09,Buena Vista Studios,6.7,108,40,317.4,277.4,693.5,164,51.7,153.4,48.3 -comedy,The Hangover,Todd Phillips,6/5/09,WB,7.8,100,35,467.5,432.5,1235.7,277.3,59.3,190.2,40.7 -animation,Up,Pete Docter,5/29/09,Buena Vista Studios,8.3,96,175,731.3,556.3,317.9,293,40.1,438.3,59.9 -comedy,Night at the Museum: Battle of the Smithsonian,Shawn Levy,5/22/09,Fox,5.9,104,150,413.1,263.1,175.4,177.2,42.9,235.9,57.1 -action,Terminator Salvation,Joseph McGinty Nichol,5/21/09,WB,6.7,115,200,371.4,171.4,85.7,125.3,33.7,246,66.3 -thriller,Angels & Demons,Ron Howard,5/15/09,Sony,6.7,138,150,485.9,335.9,223.9,133.4,27.4,352.6,72.6 -sci-fi,Star Trek,J. J. Abrams,5/8/09,Paramount Pictures,8,127,140,385.7,245.7,175.5,257.7,66.8,128,33.2 -action,The Wolverine,Gavin Hood,5/1/09,Fox,6.7,107,150,414.8,264.8,176.5,132.6,32,282.3,68 -action,X-Men Origins: Wolverine,Gavin Hood,5/1/09,Fox,6.7,107,150,373.1,223.1,148.7,179.9,48.2,193.2,51.8 -animation,Monsters Vs. Aliens,Conrad Vernon,3/27/09,Pacific Data/DreamWorks,6.6,94,175,381.5,206.5,118,198.4,52,183.2,48 -action,Taken,Pierre Morel,1/30/09,Fox,7.9,93,25,226.8,201.8,807.2,145,63.9,81.8,36.1 -drama,The Curious Case of Benjamin Button,David Fincher,12/25/08,Paramount Pictures,7.8,166,160,333.9,173.9,108.7,127.5,38.2,206.4,61.8 -comedy,Marley and Me,David Frankel,12/25/08,Fox,6.2,115,60,242.7,182.7,304.5,143.2,59,99.6,41 -comedy,Bedtime Stories,Adam Shankman,12/25/08,Buena Vista Studios,6.1,99,80,212.9,132.9,166.1,110.1,51.7,102.8,48.3 -biography,Valkyrie,Bryan Singer,12/25/08,UA Entertainment,7.1,121,75,200.3,125.3,167.1,83.1,41.5,117.2,58.5 -comedy,Yes Man,Peyton Reed,12/19/08,WB,6.9,104,50,223.2,173.2,346.4,97.7,43.8,125.6,56.2 -drama,Gran Torino,Clint Eastwood,12/12/08,WB,8.2,116,33,270,237,718.2,148.1,54.9,121.9,45.1 -drama,The Day the Earth Stood Still (2008),Scott Derrickson,12/12/08,Fox,5.5,104,80,233.1,153.1,191.4,79.4,34,153.7,66 -adventure,Australia,Baz Luhrmann,11/26/08,Fox,7.6,165,78,211.3,133.3,170.9,49.6,23.4,161.8,76.6 -drama,Twilight,Catherine Hardwicke,11/21/08,Summit Entertainment,5.2,122,37,392.6,355.6,961.1,192.8,49.1,199.8,50.9 -animation,Bolt,Christopher Williams,11/21/08,Buena Vista Studios,6.9,96,150,310,160,106.7,114.1,36.8,195.9,63.2 -action,Quantum of Solace,Marc Forster,11/14/08,Sony,6.7,106,230,586.1,356.1,154.8,168.4,28.7,417.7,71.3 -drama,Slumdog Millionaire,Danny Boyle,11/12/08,Fox Searchlight Pictures,8,120,14,377.9,363.9,2599.3,141.3,37.4,236.6,62.6 -animation,Madagascar: Escape 2 Africa,Tom McGrath,11/7/08,Pacific Data/DreamWorks,6.7,89,150,603.9,453.9,302.6,180,29.8,423.9,70.2 -comedy,High School Musical 3: Senior Year,Kenny Ortega,10/24/08,Buena Vista Studios,4.3,112,11,252.9,241.9,2199.1,90.6,35.8,162.3,64.2 -action,The Mummy: Tomb of the Dragon Emperor,Rob Cohen,8/1/08,Universal,5.2,112,175,401.1,226.1,129.2,102.5,25.6,298.6,74.4 -action,The Dark Knight,Christopher Nolan,7/18/08,WB,9,152,185,1004.6,819.6,443,534.9,53.2,469.7,46.8 -comedy,Mamma Mia!,Phyllida Lloyd,7/18/08,Universal,6.4,108,52,609.8,557.8,1072.7,144.1,23.6,465.7,76.4 -action,Journey to the Center of the Earth,Eric Brevig,7/11/08,WB/New Line,5.8,93,45,242,197,437.8,101.7,42,140.3,58 -action,Hancock,Peter Berg,7/2/08,Sony,6.5,92,150,624.4,474.4,316.3,227.9,36.5,396.4,63.5 -animation,WALL-E,Andrew Stanton,6/27/08,Buena Vista Studios,8.4,98,180,521.3,341.3,189.6,223.8,42.9,297.5,57.1 -action,Wanted,Timur Bekmambetov,6/27/08,Universal,6.7,110,75,341.4,266.4,355.2,134.5,39.4,206.9,60.6 -action,Get Smart,Peter Segal,6/20/08,WB,6.5,110,80,230.7,150.7,188.4,130.3,56.5,100.4,43.5 -animation,Kung Fu Panda,Jennifer Yuh Nelson,6/5/08,Pacific Data/DreamWorks,7.6,92,130,631.7,501.7,385.9,215.4,34.1,416.3,65.9 -comedy,Sex and the City,Michael Patrick King,5/30/08,WB/New Line,6.9,145,57.5,415.3,357.8,622.3,152.6,36.8,262.6,63.2 -action,Indiana Jones and the Kingdom of the Crystal Skull,Steven Spielberg,5/22/08,Paramount Pictures,6.2,122,185,786.6,601.6,325.2,317.1,40.3,469.5,59.7 -action,The Chronicles of Narnia: Prince Caspian,Andrew Adamson,5/16/08,Buena Vista Studios,6.6,150,225,419.7,194.7,86.5,141.6,33.7,278,66.3 -comedy,What Happens in Vegas,Tom Vaughan,5/9/08,Fox,7.3,99,35,219.4,184.4,526.9,80.3,36.6,139.1,63.4 -action,Iron Man,Jon Favreau,5/2/08,Paramount Pictures,7.9,126,186,585.2,399.2,214.6,318.4,54.4,266.8,45.6 -animation,Dr. Seuss' Horton Hears a Who!,Steve Martino,3/14/08,Fox,6.9,86,85,297.1,212.1,249.5,154.5,52,142.6,48 -action,"10,000 B.C.",Roland Emmerich,3/7/08,WB,5,109,105,269.8,164.8,157,94.8,35.1,175,64.9 -drama,Bienvenue chez les Ch'tis,Dany Boon,2/20/08,Path퀌퀌_퀌퉌퀌퉌퀌퉌_ Distribution,7.1,106,15.3,245.1,229.8,1502,0,0,245.1,100 -action,Jumper,Doug Liman,2/14/08,Fox,6.1,88,82.5,222.2,139.7,169.3,80.2,36.1,142.1,63.9 -action,National Treasure: Book of Secrets,Jon Turteltaub,12/21/07,Buena Vista Studios,6.5,124,130,457.4,327.4,251.9,220,48.1,237.4,51.9 -drama,I Am Legend,Francis Lawrence,12/14/07,WB,7.2,101,150,585.3,435.3,290.2,256.4,43.8,329,56.2 -animation,Alvin and the Chipmunks,Tim Hill,12/14/07,Fox,5.3,92,55,361.3,306.3,556.9,217.3,60.1,144,39.9 -comedy,Juno,Jason Reitman,12/5/07,Fox Searchlight Pictures,6.3,96,7,231.4,224.4,3205.7,143.5,62,87.9,38 -adventure,The Golden Compass,Chris Weitz,12/1/07,New Line Cinema,6.1,113,205,372.2,167.2,81.6,70.1,18.8,302.1,81.2 -comedy,Enchanted,Kevin Lima,11/21/07,Buena Vista Studios,7.2,107,85,340.5,255.5,300.6,127.8,37.5,212.7,62.5 -animation,Bee Movie,Steve Hickner,11/2/07,Pacific Data/DreamWorks,6.2,91,150,287.6,137.6,91.7,126.6,44,161,56 -drama,American Gangster,Ridley Scott,11/2/07,Universal,7.8,157,100,266.5,166.5,166.5,130.2,48.8,136.3,51.2 -comedy,Mr. Bean's Holiday,Steve Bendelack,8/24/07,Universal,6.3,90,25,229.7,204.7,818.8,33.3,14.5,196.4,85.5 -action,Rush Hour 3,Brett Ratner,8/10/07,New Line Cinema,6.2,91,180,258,78,43.3,140.1,54.3,117.9,45.7 -action,The Bourne Ultimatum,Paul Greengrass,8/3/07,Universal,8.1,115,130,442.8,312.8,240.6,227.5,51.4,215.4,48.6 -animation,The Simpsons Movie,David Silverman,7/27/07,Fox,7.4,87,72.5,527.1,454.6,627,183.1,34.7,343.9,65.3 -musical,Hairspray (2007),Adam Shankman,7/20/07,New Line Cinema,6.8,117,75,202.5,127.5,170,118.9,58.7,83.7,41.3 -adventure,Harry Potter and the Order of the Phoenix,David Yates,7/11/07,WB,7.4,138,150,939.9,789.9,526.6,292,31.1,647.9,68.9 -action,Transformers,Michael Bay,7/3/07,Pacific Data/DreamWorks,7.1,144,151,709.7,558.7,370,319.2,45,390.5,55 -animation,Ratatouille,Brad Bird,6/29/07,Buena Vista Studios,8,111,150,623.7,473.7,315.8,206.4,33.1,417.3,66.9 -action,Live Free or Die Hard,Len Wiseman,6/27/07,Fox,7.2,128,110,383.5,273.5,248.6,134.5,35.1,249,64.9 -action,Fantastic Four: Rise of the Silver Surfer,Tim Story,6/15/07,Fox,5.6,92,120,289,169,140.8,131.9,45.6,157.1,54.4 -thriller,Ocean's Thirteen,Steven Soderbergh,6/8/07,WB,6.9,122,85,311.3,226.3,266.2,117.2,37.6,194.2,62.4 -comedy,Knocked Up,Judd Apatow,6/1/07,Universal,7.1,129,27.5,219.1,191.6,696.7,148.8,67.9,70.3,32.1 -action,Pirates of the Caribbean: At World's End,Gore Verbinski,5/25/07,Buena Vista Studios,7.1,169,300,963.4,663.4,221.1,309.4,32.1,654,67.9 -animation,Shrek the Third,Chris Miller,5/18/07,Pacific Data/DreamWorks,6,93,160,799,639,399.4,322.7,40.4,476.2,59.6 -action,Spider-Man 3,Sam Raimi,5/4/07,Sony,6.2,139,258,890.9,632.9,245.3,336.5,37.8,554.3,62.2 -action,300,Zack Snyder,3/9/07,WB,7.8,117,60,456.1,396.1,660.2,210.6,46.2,245.5,53.8 -action,Wild Hogs,Walt Becker,3/2/07,Buena Vista Studios,5.9,100,60,253.6,193.6,322.7,168.3,66.3,85.4,33.7 -action,Ghost Rider,Mark Steven Johnson,2/16/07,Sony,5.2,114,120,228.7,108.7,90.6,115.8,50.6,112.9,49.4 -biography,The Pursuit of Happyness,Gabriele Muccino,12/15/06,Sony,7.9,117,55,307.1,252.1,458.4,163.6,53.3,143.5,46.7 -action,Eragon,Stefen Fangmeier,12/15/06,Fox,5.1,104,100,249.5,149.5,149.5,75,30.1,174.5,69.9 -comedy,The Holiday,Nancy Meyers,12/8/06,Sony,6.9,138,85,205.1,120.1,141.3,63.2,30.8,141.9,69.2 -action,Casino Royale,Martin Campbell,11/17/06,Sony,8,144,102,599,497,487.3,167.4,28,431.6,72 -animation,Happy Feet,George Miller,11/17/06,WB,6.5,108,85,384.3,299.3,352.1,198,51.5,186.3,48.5 -comedy,Borat,Larry Charles,11/3/06,Fox,7.3,84,18,261.6,243.6,1353.3,128.5,49.1,133.1,50.9 -thriller,The Departed,Martin Scorsese,10/6/06,WB,8.5,151,90,289.8,199.8,222,132.4,45.7,157.5,54.3 -action,Pirates of the Caribbean: Dead Man's Chest,Gore Verbinski,7/7/06,Buena Vista Studios,7.3,151,225,1066.2,841.2,373.9,423.3,39.7,642.9,60.3 -comedy,The Devil Wears Prada,David Frankel,6/30/06,Fox,6.8,109,35,326.6,291.6,833.1,124.7,38.2,201.8,61.8 -action,Superman Returns,Bryan Singer,6/28/06,WB,6.1,154,232,391.1,159.1,68.6,200.1,51.2,191,48.8 -comedy,Click,Frank Coraci,6/23/06,Revolution Studios,6.4,107,82.5,237.7,155.2,188.1,137.4,57.8,100.3,42.2 -animation,Cars,John Lasseter,6/9/06,Buena Vista Studios,7.2,117,70,462,392,560,244.1,52.8,217.9,47.2 -comedy,The Break-Up,Peyton Reed,6/2/06,Universal,5.8,106,52,205,153,294.2,118.7,57.9,86.3,42.1 -action,X-Men: The Last Stand,Brett Ratner,5/26/06,Fox,6.8,104,150,459.4,309.4,206.3,234.4,51,225,49 -thriller,The Da Vinci Code,Ron Howard,5/19/06,Sony,6.5,149,125,758.2,633.2,506.6,217.5,28.7,540.7,71.3 -animation,Over the Hedge,Karey Kirkpatrick,5/19/06,Pacific Data/DreamWorks,6.8,83,80,336,256,320,155,46.1,181,53.9 -action,Mission: Impossible III,J. J. Abrams,5/5/06,Paramount Pictures,6.8,126,150,397.9,247.9,165.3,134,33.7,263.8,66.3 -animation,Ice Age: The Meltdown,Carlos Saldanha,3/31/06,Fox,6.9,91,75,660.9,585.9,781.2,195.3,29.6,465.6,70.4 -comedy,Fun with Dick and Jane,Dean Parisot,12/21/05,Sony,6.1,90,140,202,62,44.3,110.3,54.6,91.7,45.4 -adventure,King Kong,Peter Jackson,12/14/05,Universal,7.3,187,207,550.5,343.5,165.9,218.1,39.6,332.4,60.4 -adventure,The Chronicles of Narnia,Andrew Adamson,12/9/05,Buena Vista Studios,6.9,143,180,745,565,313.9,291.7,39.2,453.3,60.8 -adventure,Harry Potter and the Goblet of Fire,Mike Newell,11/18/05,WB,7.6,157,150,896.9,746.9,497.9,290,32.3,606.9,67.7 -animation,Chicken Little,Mark Dindal,11/4/05,Buena Vista Studios,5.8,81,60,314.4,254.4,424,135.4,43.1,179,56.9 -action,Flightplan,Robert Schwentke,9/23/05,Buena Vista Studios,6.2,98,55,223.4,168.4,306.2,89.7,40.2,133.7,59.8 -adventure,Charlie and the Chocolate Factory,Tim Burton,7/15/05,WB,6.7,115,150,475,325,216.7,206.5,43.5,268.5,56.5 -comedy,Wedding Crashers,David Dobkin,7/15/05,New Line Cinema,7,119,40,285.2,245.2,613,209.3,73.4,75.9,26.6 -action,Fantastic Four,Tim Story,7/8/05,Fox,5.7,106,87.5,330.6,243.1,277.8,154.7,46.8,175.9,53.2 -action,War of the Worlds,Steven Spielberg,6/29/05,Paramount Pictures,6.5,116,132,591.7,459.7,348.3,234.3,39.6,357.5,60.4 -action,Batman Begins,Christopher Nolan,6/15/05,WB,8.3,140,150,374.2,224.2,149.5,206.9,55.3,167.4,44.7 -action,Mr. & Mrs. Smith,Doug Liman,6/10/05,Fox,6.5,120,110,478.2,368.2,334.7,186.3,39,291.9,61 -animation,Howl's Moving Castle,Hayao Miyazaki,6/10/05,Buena Vista Studios,8.2,119,24,235.2,211.2,880,4.7,2,230.5,98 -animation,Madagascar,Tom McGrath,5/27/05,DreamWorks,6.9,86,75,532.7,457.7,610.3,193.6,36.3,339.1,63.7 -action,Star Wars: Episode III - Revenge of the Sith,George Lucas,5/19/05,Fox,7.7,140,115,848.8,733.8,638.1,380.3,44.8,468.5,55.2 -action,Kingdom of Heaven,Ridley Scott,5/6/05,Fox,7.2,145,110,211.7,101.7,92.5,47.4,22.4,164.3,77.6 -animation,Robots,Chris Wedge,3/11/05,Fox,6.3,91,80,260.7,180.7,225.9,128.2,49.2,132.5,50.8 -fantasy,Constantine,Francis Lawrence,2/18/05,WB,7.6,121,100,230.9,130.9,130.9,76,32.9,154.9,67.1 -comedy,Hitch,Andy Tennant,2/11/05,Sony,8.2,118,55,368.1,313.1,569.3,179.5,48.8,188.6,51.2 \ No newline at end of file diff --git a/data/movies.json b/data/movies.json index 8e03db3..dd7135a 100644 --- a/data/movies.json +++ b/data/movies.json @@ -1 +1 @@ -[{"Title":"The Land Girls","US_Gross":146083,"Worldwide_Gross":146083,"US_DVD_Sales":null,"Production_Budget":8000000,"Release_Date":"1998-06-12","MPAA_Rating":"R","Running_Time_min":null,"Distributor":"Gramercy","Source":null,"Major_Genre":null,"Creative_Type":null,"Director":null,"Rotten_Tomatoes_Rating":null,"IMDB_Rating":6.1,"IMDB_Votes":1071},{"Title":"First Love, Last 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-logging.basicConfig(level=logging.INFO) -logger = logging.getLogger(__name__) - - -class ArgEnum(Enum): - def __str__(self): - return self.value - - @staticmethod - def from_string(s): - try: - return QueryType[s] - except KeyError: - raise ValueError() - - -class QueryType(ArgEnum): - vl = "vl" - asp = "asp" - - -class Mode(ArgEnum): - optimize = "optimize" - violations = "violations" - valid = "valid" - - -def create_parser(): - parser = argparse.ArgumentParser( - description="Draco Visualization recommendation system.", - epilog="There is a moment in every dawn when light floats, there is the possibility of magic. Creation holds its breath. — Douglas Adams, The Hitchhikers Guide to the Galaxy", - ) - - parser.add_argument( - "query", - nargs="?", - type=argparse.FileType("r"), - default=sys.stdin, - help="The input query.", - ) - parser.add_argument( - "--type", - "-t", - type=QueryType, - choices=list(QueryType), - default=QueryType.asp, - help="Type of query. asp (Answer Set Program, default) or vl (Vega-Lite).", - ) - parser.add_argument( - "--mode", - "-m", - type=Mode, - choices=list(Mode), - default=Mode.optimize, - help="Mode to run draco in.", - ) - parser.add_argument( - "--out", - "-o", - type=argparse.FileType("w"), - default=sys.stdout, - help="specify the Vega-Lite output file", - ) - parser.add_argument("--base", "-b", default=None, help="Base directory.") - parser.add_argument( - "--debug", "-d", help="Create debugging information.", action="store_true" - ) - parser.add_argument("--version", action="version", version=__version__) - - return parser - - -def main(): # pragma: no cover - parser = create_parser() - args = parser.parse_args() - - if args.mode != Mode.optimize and ( - args.type == QueryType.draco or args.type == QueryType.cql - ): - print("Validation only works with full specs.", sys.stderr) - else: - logger.info(f"Processing query: {args.query.name} ...") - if args.type == QueryType.asp: - draco_query = args.query.read().split("\n") - else: - query_spec = json.load(args.query) - d = args.base or os.path.dirname(args.query.name) - if args.type == QueryType.vl: - draco_query = vl2asp(query_spec) - - if args.mode == Mode.violations: - result = run( - draco_query, - debug=args.debug, - files=["define.lp", "hard.lp", "soft.lp", "output.lp"], - silence_warnings=True, - ) - - if result: - print(result.violations, file=args.out) - elif args.mode == Mode.valid: - result = run( - draco_query, - debug=args.debug, - files=["define.lp", "hard.lp", "output.lp"], - silence_warnings=True, - ) - - print("valid" if result else "invalid", file=args.out) - elif args.mode == Mode.optimize: - result = run(draco_query, debug=args.debug) - - if result: - print(result.as_vl(), file=args.out) - logger.info(f"Cost: {result.cost}") - outname = ( - "stringIO" if isinstance(args.out, io.StringIO) else args.out.name - ) - logger.info(f"Wrote Vega-Lite spec to {outname}") - - # close open files - if args.query is not sys.stdin: - args.query.close() - - if args.out is not sys.stdout: - args.out.close() - - -if __name__ == "__main__": # pragma: no cover - main() diff --git a/draco/helper.py b/draco/helper.py deleted file mode 100644 index 30e2ef5..0000000 --- a/draco/helper.py +++ /dev/null @@ -1,56 +0,0 @@ -import json -from typing import Dict, List - -import pandas as pd - -from draco.js import data2schema, schema2asp -from draco.run import run_clingo - - -def is_valid(draco_query: List[str], debug=False) -> bool: - """ Check a task. - Args: - draco_query: a list of facts - Returns: - whether the task is valid - """ - _, stdout = run_clingo( - draco_query, - files=["define.lp", "hard.lp", "hard-integrity.lp"], - silence_warnings=True, - debug=debug, - ) - - return json.loads(stdout)["Result"] != "UNSATISFIABLE" - - -def data_to_asp(data: List) -> List[str]: - """ Reads the data array and generates the ASP definition. - Args: - file: the data as a list of objects - Returns: - the asp definition. - """ - return schema2asp(data2schema(data)) - - -def read_data_to_asp(file: str) -> List[str]: - """ Reads the given JSON file and generates the ASP definition. - Args: - file: the json data file - Returns: - the asp definition. - """ - if file.endswith(".json"): - with open(file) as f: - data = json.load(f) - return schema2asp(data2schema(data)) - elif file.endswith(".csv"): - df = pd.read_csv(file) - df = df.where((pd.notnull(df)), None) - data = list(df.T.to_dict().values()) - schema = data2schema(data) - asp = schema2asp(schema) - return asp - else: - raise Exception("invalid file type") diff --git a/draco/js.py b/draco/js.py deleted file mode 100644 index 4a0e6f0..0000000 --- a/draco/js.py +++ /dev/null @@ -1,87 +0,0 @@ -import json -import logging -import os -import subprocess -from typing import Dict, List, Optional, Tuple - -logging.basicConfig(level=logging.INFO) -logger = logging.getLogger(__name__) - - -def absolute_path(p: str) -> str: - return os.path.join(os.path.dirname(os.path.abspath(__file__)), p) - - -def vl2asp(vl: Dict) -> List[str]: - proc = subprocess.Popen( - args=["node", absolute_path("../js/bin/vl2asp")], - stdin=subprocess.PIPE, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - stdout, stderr = proc.communicate(json.dumps(vl).encode("utf8")) - - if stderr: - logger.error("stderr: %s", stderr) - - return list(filter(lambda x: x, stdout.decode("utf-8").split("\n"))) - - -def asp2vl(asp: List[str]) -> Dict: - proc = subprocess.Popen( - args=["node", absolute_path("../js/bin/asp2vl")], - stdin=subprocess.PIPE, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - stdout, stderr = proc.communicate("\n".join(asp).encode("utf8")) - - if stderr: - logger.error("stderr: %s", stderr) - - return json.loads(stdout) - - -def cql2asp(cql: Dict) -> List[str]: - proc = subprocess.Popen( - args=["node", absolute_path("../js/bin/cql2asp")], - stdin=subprocess.PIPE, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - stdout, stderr = proc.communicate(json.dumps(cql).encode("utf8")) - - if stderr: - logger.error("stderr: %s", stderr) - - return stdout.decode("utf-8").split("\n") - - -def data2schema(data: List) -> Dict: - proc = subprocess.Popen( - args=["node", absolute_path("../js/bin/data2schema")], - stdin=subprocess.PIPE, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - stdout, stderr = proc.communicate(json.dumps(data).encode("utf8")) - - if stderr: - logger.error("stderr: %s", stderr) - - return json.loads(stdout) - - -def schema2asp(schema: Dict) -> List[str]: - proc = subprocess.Popen( - args=["node", absolute_path("../js/bin/schema2asp")], - stdin=subprocess.PIPE, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - ) - stdout, stderr = proc.communicate(json.dumps(schema).encode("utf8")) - - if stderr: - logger.error("stderr: %s", stderr) - - return stdout.decode("utf-8").split("\n") diff --git a/draco/run.py b/draco/run.py deleted file mode 100644 index 618cdf7..0000000 --- a/draco/run.py +++ /dev/null @@ -1,178 +0,0 @@ -""" -Run constraint solver to complete spec. -""" - -import json -import logging -import os -import subprocess -import tempfile -from collections import defaultdict -from typing import Dict, List, Optional, Tuple, Union - -import clyngor -from clyngor.answers import Answers - -from draco.js import asp2vl - -logging.basicConfig(level=logging.INFO) -logger = logging.getLogger(__name__) - -DRACO_LP = [ - "define.lp", - "generate.lp", - "hard.lp", - "hard-integrity.lp", - "soft.lp", - "weights.lp", - "assign_weights.lp", - "optimize.lp", - "output.lp", -] -DRACO_LP_DIR = os.path.join(os.path.dirname(os.path.abspath(__file__)), "../asp") - - -file_cache: Dict[str, bytes] = {} - - -class Result: - props: List[str] - cost: Optional[int] - violations: Dict[str, int] - - def __init__(self, answers: Answers, cost: Optional[int] = None) -> None: - violations: Dict[str, int] = defaultdict(int) - props: List[str] = [] - - for ((head, body),) in answers: - if head == "cost": - cost = int(body[0]) - elif head == "soft": - violations[body[0]] += 1 - else: - b = ",".join(map(str, body)) - props.append(f"{head}({b}).") - - self.props = props - self.violations = violations - self.cost = cost - - def as_vl(self) -> Dict: - return asp2vl(self.props) - - -def load_file(path: str) -> bytes: - content = file_cache.get(path) - if content is not None: - return content - with open(path) as f: - content = f.read().encode("utf8") - file_cache[path] = content - return content - - -def run_clingo( - draco_query: List[str], - constants: Dict[str, str] = None, - files: List[str] = None, - relax_hard=False, - silence_warnings=False, - debug=False, -) -> Tuple[str, str]: - """ - Run draco and return stderr and stdout - """ - - # default args - files = files or DRACO_LP - if relax_hard and "hard-integrity.lp" in files: - files.remove("hard-integrity.lp") - - constants = constants or {} - - options = ["--outf=2", "--quiet=1,2,2"] - if silence_warnings: - options.append("--warn=no-atom-undefined") - for name, value in constants.items(): - options.append(f"-c {name}={value}") - - cmd = ["clingo"] + options - logger.debug("Command: %s", " ".join(cmd)) - - proc = subprocess.Popen( - args=cmd, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE - ) - - program = "\n".join(draco_query) - file_names = [os.path.join(DRACO_LP_DIR, f) for f in files] - asp_program = b"\n".join(map(load_file, file_names)) + program.encode("utf8") - - if debug: - with tempfile.NamedTemporaryFile(mode="w", delete=False) as fd: - fd.write(program) - - logger.info('Debug ASP with "clingo %s %s"', " ".join(file_names), fd.name) - - stdout, stderr = proc.communicate(asp_program) - - return (stderr, stdout) - - -def run( - draco_query: List[str], - constants: Dict[str, str] = None, - files: List[str] = None, - relax_hard=False, - silence_warnings=False, - debug=False, - clear_cache=False, -) -> Optional[Result]: - """ Run clingo to compute a completion of a partial spec or violations. """ - - # Clear file cache. useful during development in notebooks. - if clear_cache and file_cache: - logger.warning("Cleared file cache") - file_cache.clear() - - stderr, stdout = run_clingo( - draco_query, constants, files, relax_hard, silence_warnings, debug - ) - - try: - json_result = json.loads(stdout) - except json.JSONDecodeError: - logger.error("stdout: %s", stdout) - logger.error("stderr: %s", stderr) - raise - - if stderr: - logger.error(stderr) - - result = json_result["Result"] - - if result == "UNSATISFIABLE": - logger.info("Constraints are unsatisfiable.") - return None - elif result == "OPTIMUM FOUND": - # get the last witness, which is the best result - answers = json_result["Call"][0]["Witnesses"][-1] - - logger.debug(answers["Value"]) - - return Result( - clyngor.Answers(answers["Value"]).sorted, - cost=json_result["Models"]["Costs"][0], - ) - elif result == "SATISFIABLE": - answers = json_result["Call"][0]["Witnesses"][-1] - - assert ( - json_result["Models"]["Number"] == 1 - ), "Should not have more than one model if we don't optimize" - - logger.debug(answers["Value"]) - - return Result(clyngor.Answers(answers["Value"]).sorted) - else: - logger.error("Unsupported result: %s", result) - return None diff --git a/examples/ab.json b/examples/ab.json deleted file mode 100644 index 4bf92b8..0000000 --- a/examples/ab.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "data": { - "url": "data/ab.csv" - }, - "mark": "bar", - "encodings": [ - {"channel": "x", "field": "?", "type": "?"}, - {"channel": "y", "aggregate": "max", "field": "?", "type": "quantitative"} - ] -} diff --git a/examples/assignment.json b/examples/assignment.json deleted file mode 100644 index 8c39a07..0000000 --- a/examples/assignment.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "data": { - "url": "data/census2000.csv" - }, - "encoding": [ - {"field": "sex", "type": "nominal"}, - {"field": "year", "type": "ordinal"}, - {"field": "age", "type": "ordinal"}, - {"field": "people"} - ] -} diff --git a/examples/data/ab.csv b/examples/data/ab.csv deleted file mode 100644 index ff1ef4e..0000000 --- a/examples/data/ab.csv +++ /dev/null @@ -1,10 +0,0 @@ -a,b -C,2 -C,7 -C,4 -D,1 -D,2 -D,6 -E,8 -E,4 -E,7 \ No newline at end of file diff --git a/examples/data/cars.csv b/examples/data/cars.csv deleted file mode 100644 index 8fd77fb..0000000 --- a/examples/data/cars.csv +++ /dev/null @@ -1,407 +0,0 @@ -name,miles_per_gallon,cylinders,displacement,horsepower,weight_in_lbs,acceleration,year,origin -chevrolet chevelle malibu,18,8,307,130,3504,12,1970-01-01,USA -buick skylark 320,15,8,350,165,3693,11.5,1970-01-01,USA -plymouth satellite,18,8,318,150,3436,11,1970-01-01,USA -amc rebel sst,16,8,304,150,3433,12,1970-01-01,USA -ford torino,17,8,302,140,3449,10.5,1970-01-01,USA -ford galaxie 500,15,8,429,198,4341,10,1970-01-01,USA -chevrolet impala,14,8,454,220,4354,9,1970-01-01,USA -plymouth fury iii,14,8,440,215,4312,8.5,1970-01-01,USA -pontiac catalina,14,8,455,225,4425,10,1970-01-01,USA -amc ambassador dpl,15,8,390,190,3850,8.5,1970-01-01,USA -citroen ds-21 pallas,,4,133,115,3090,17.5,1970-01-01,Europe -chevrolet chevelle concours (sw),,8,350,165,4142,11.5,1970-01-01,USA -ford torino (sw),,8,351,153,4034,11,1970-01-01,USA -plymouth satellite (sw),,8,383,175,4166,10.5,1970-01-01,USA -amc rebel sst (sw),,8,360,175,3850,11,1970-01-01,USA -dodge challenger se,15,8,383,170,3563,10,1970-01-01,USA -plymouth 'cuda 340,14,8,340,160,3609,8,1970-01-01,USA -ford mustang boss 302,,8,302,140,3353,8,1970-01-01,USA -chevrolet monte carlo,15,8,400,150,3761,9.5,1970-01-01,USA -buick estate wagon (sw),14,8,455,225,3086,10,1970-01-01,USA -toyota corona mark ii,24,4,113,95,2372,15,1970-01-01,Japan -plymouth duster,22,6,198,95,2833,15.5,1970-01-01,USA -amc hornet,18,6,199,97,2774,15.5,1970-01-01,USA -ford maverick,21,6,200,85,2587,16,1970-01-01,USA -datsun pl510,27,4,97,88,2130,14.5,1970-01-01,Japan -volkswagen 1131 deluxe sedan,26,4,97,46,1835,20.5,1970-01-01,Europe -peugeot 504,25,4,110,87,2672,17.5,1970-01-01,Europe -audi 100 ls,24,4,107,90,2430,14.5,1970-01-01,Europe -saab 99e,25,4,104,95,2375,17.5,1970-01-01,Europe -bmw 2002,26,4,121,113,2234,12.5,1970-01-01,Europe -amc gremlin,21,6,199,90,2648,15,1970-01-01,USA -ford f250,10,8,360,215,4615,14,1970-01-01,USA -chevy c20,10,8,307,200,4376,15,1970-01-01,USA -dodge d200,11,8,318,210,4382,13.5,1970-01-01,USA -hi 1200d,9,8,304,193,4732,18.5,1970-01-01,USA -datsun pl510,27,4,97,88,2130,14.5,1971-01-01,Japan -chevrolet vega 2300,28,4,140,90,2264,15.5,1971-01-01,USA -toyota corona,25,4,113,95,2228,14,1971-01-01,Japan -ford pinto,25,4,98,,2046,19,1971-01-01,USA -volkswagen super beetle 117,,4,97,48,1978,20,1971-01-01,Europe -amc gremlin,19,6,232,100,2634,13,1971-01-01,USA -plymouth satellite custom,16,6,225,105,3439,15.5,1971-01-01,USA -chevrolet chevelle malibu,17,6,250,100,3329,15.5,1971-01-01,USA -ford torino 500,19,6,250,88,3302,15.5,1971-01-01,USA -amc matador,18,6,232,100,3288,15.5,1971-01-01,USA -chevrolet impala,14,8,350,165,4209,12,1971-01-01,USA -pontiac catalina brougham,14,8,400,175,4464,11.5,1971-01-01,USA -ford galaxie 500,14,8,351,153,4154,13.5,1971-01-01,USA -plymouth fury iii,14,8,318,150,4096,13,1971-01-01,USA -dodge monaco (sw),12,8,383,180,4955,11.5,1971-01-01,USA -ford country squire (sw),13,8,400,170,4746,12,1971-01-01,USA -pontiac safari (sw),13,8,400,175,5140,12,1971-01-01,USA -amc hornet sportabout (sw),18,6,258,110,2962,13.5,1971-01-01,USA -chevrolet vega (sw),22,4,140,72,2408,19,1971-01-01,USA -pontiac firebird,19,6,250,100,3282,15,1971-01-01,USA -ford mustang,18,6,250,88,3139,14.5,1971-01-01,USA -mercury capri 2000,23,4,122,86,2220,14,1971-01-01,USA -opel 1900,28,4,116,90,2123,14,1971-01-01,Europe -peugeot 304,30,4,79,70,2074,19.5,1971-01-01,Europe -fiat 124b,30,4,88,76,2065,14.5,1971-01-01,Europe -toyota corolla 1200,31,4,71,65,1773,19,1971-01-01,Japan -datsun 1200,35,4,72,69,1613,18,1971-01-01,Japan -volkswagen model 111,27,4,97,60,1834,19,1971-01-01,Europe -plymouth cricket,26,4,91,70,1955,20.5,1971-01-01,USA -toyota corona hardtop,24,4,113,95,2278,15.5,1972-01-01,Japan -dodge colt hardtop,25,4,97.5,80,2126,17,1972-01-01,USA -volkswagen type 3,23,4,97,54,2254,23.5,1972-01-01,Europe -chevrolet vega,20,4,140,90,2408,19.5,1972-01-01,USA -ford pinto runabout,21,4,122,86,2226,16.5,1972-01-01,USA -chevrolet impala,13,8,350,165,4274,12,1972-01-01,USA -pontiac catalina,14,8,400,175,4385,12,1972-01-01,USA -plymouth fury iii,15,8,318,150,4135,13.5,1972-01-01,USA -ford galaxie 500,14,8,351,153,4129,13,1972-01-01,USA -amc ambassador sst,17,8,304,150,3672,11.5,1972-01-01,USA -mercury marquis,11,8,429,208,4633,11,1972-01-01,USA -buick lesabre custom,13,8,350,155,4502,13.5,1972-01-01,USA -oldsmobile delta 88 royale,12,8,350,160,4456,13.5,1972-01-01,USA -chrysler newport royal,13,8,400,190,4422,12.5,1972-01-01,USA -mazda rx2 coupe,19,3,70,97,2330,13.5,1972-01-01,Japan -amc matador (sw),15,8,304,150,3892,12.5,1972-01-01,USA -chevrolet chevelle concours (sw),13,8,307,130,4098,14,1972-01-01,USA -ford gran torino (sw),13,8,302,140,4294,16,1972-01-01,USA -plymouth satellite custom (sw),14,8,318,150,4077,14,1972-01-01,USA -volvo 145e (sw),18,4,121,112,2933,14.5,1972-01-01,Europe -volkswagen 411 (sw),22,4,121,76,2511,18,1972-01-01,Europe -peugeot 504 (sw),21,4,120,87,2979,19.5,1972-01-01,Europe -renault 12 (sw),26,4,96,69,2189,18,1972-01-01,Europe -ford pinto (sw),22,4,122,86,2395,16,1972-01-01,USA -datsun 510 (sw),28,4,97,92,2288,17,1972-01-01,Japan -toyouta corona mark ii (sw),23,4,120,97,2506,14.5,1972-01-01,Japan -dodge colt (sw),28,4,98,80,2164,15,1972-01-01,USA -toyota corolla 1600 (sw),27,4,97,88,2100,16.5,1972-01-01,Japan -buick century 350,13,8,350,175,4100,13,1973-01-01,USA -amc matador,14,8,304,150,3672,11.5,1973-01-01,USA -chevrolet malibu,13,8,350,145,3988,13,1973-01-01,USA -ford gran torino,14,8,302,137,4042,14.5,1973-01-01,USA -dodge coronet custom,15,8,318,150,3777,12.5,1973-01-01,USA -mercury marquis brougham,12,8,429,198,4952,11.5,1973-01-01,USA -chevrolet caprice classic,13,8,400,150,4464,12,1973-01-01,USA -ford ltd,13,8,351,158,4363,13,1973-01-01,USA -plymouth fury gran sedan,14,8,318,150,4237,14.5,1973-01-01,USA -chrysler new yorker brougham,13,8,440,215,4735,11,1973-01-01,USA -buick electra 225 custom,12,8,455,225,4951,11,1973-01-01,USA -amc ambassador brougham,13,8,360,175,3821,11,1973-01-01,USA -plymouth valiant,18,6,225,105,3121,16.5,1973-01-01,USA -chevrolet nova custom,16,6,250,100,3278,18,1973-01-01,USA -amc hornet,18,6,232,100,2945,16,1973-01-01,USA -ford maverick,18,6,250,88,3021,16.5,1973-01-01,USA -plymouth duster,23,6,198,95,2904,16,1973-01-01,USA -volkswagen super beetle,26,4,97,46,1950,21,1973-01-01,Europe -chevrolet impala,11,8,400,150,4997,14,1973-01-01,USA -ford country,12,8,400,167,4906,12.5,1973-01-01,USA -plymouth custom suburb,13,8,360,170,4654,13,1973-01-01,USA -oldsmobile vista cruiser,12,8,350,180,4499,12.5,1973-01-01,USA -amc gremlin,18,6,232,100,2789,15,1973-01-01,USA -toyota carina,20,4,97,88,2279,19,1973-01-01,Japan -chevrolet vega,21,4,140,72,2401,19.5,1973-01-01,USA -datsun 610,22,4,108,94,2379,16.5,1973-01-01,Japan -maxda rx3,18,3,70,90,2124,13.5,1973-01-01,Japan -ford pinto,19,4,122,85,2310,18.5,1973-01-01,USA -mercury capri v6,21,6,155,107,2472,14,1973-01-01,USA -fiat 124 sport coupe,26,4,98,90,2265,15.5,1973-01-01,Europe -chevrolet monte carlo s,15,8,350,145,4082,13,1973-01-01,USA -pontiac grand prix,16,8,400,230,4278,9.5,1973-01-01,USA -fiat 128,29,4,68,49,1867,19.5,1973-01-01,Europe -opel manta,24,4,116,75,2158,15.5,1973-01-01,Europe -audi 100ls,20,4,114,91,2582,14,1973-01-01,Europe -volvo 144ea,19,4,121,112,2868,15.5,1973-01-01,Europe -dodge dart custom,15,8,318,150,3399,11,1973-01-01,USA -saab 99le,24,4,121,110,2660,14,1973-01-01,Europe -toyota mark ii,20,6,156,122,2807,13.5,1973-01-01,Japan -oldsmobile omega,11,8,350,180,3664,11,1973-01-01,USA -plymouth duster,20,6,198,95,3102,16.5,1974-01-01,USA -ford maverick,21,6,200,,2875,17,1974-01-01,USA -amc hornet,19,6,232,100,2901,16,1974-01-01,USA -chevrolet nova,15,6,250,100,3336,17,1974-01-01,USA -datsun b210,31,4,79,67,1950,19,1974-01-01,Japan -ford pinto,26,4,122,80,2451,16.5,1974-01-01,USA -toyota corolla 1200,32,4,71,65,1836,21,1974-01-01,Japan -chevrolet vega,25,4,140,75,2542,17,1974-01-01,USA -chevrolet chevelle malibu classic,16,6,250,100,3781,17,1974-01-01,USA -amc matador,16,6,258,110,3632,18,1974-01-01,USA -plymouth satellite sebring,18,6,225,105,3613,16.5,1974-01-01,USA -ford gran torino,16,8,302,140,4141,14,1974-01-01,USA -buick century luxus (sw),13,8,350,150,4699,14.5,1974-01-01,USA -dodge coronet custom (sw),14,8,318,150,4457,13.5,1974-01-01,USA -ford gran torino (sw),14,8,302,140,4638,16,1974-01-01,USA -amc matador (sw),14,8,304,150,4257,15.5,1974-01-01,USA -audi fox,29,4,98,83,2219,16.5,1974-01-01,Europe -volkswagen dasher,26,4,79,67,1963,15.5,1974-01-01,Europe -opel manta,26,4,97,78,2300,14.5,1974-01-01,Europe -toyota corona,31,4,76,52,1649,16.5,1974-01-01,Japan -datsun 710,32,4,83,61,2003,19,1974-01-01,Japan -dodge colt,28,4,90,75,2125,14.5,1974-01-01,USA -fiat 128,24,4,90,75,2108,15.5,1974-01-01,Europe -fiat 124 tc,26,4,116,75,2246,14,1974-01-01,Europe -honda civic,24,4,120,97,2489,15,1974-01-01,Japan -subaru,26,4,108,93,2391,15.5,1974-01-01,Japan -fiat x1.9,31,4,79,67,2000,16,1974-01-01,Europe -plymouth valiant custom,19,6,225,95,3264,16,1975-01-01,USA -chevrolet nova,18,6,250,105,3459,16,1975-01-01,USA -mercury monarch,15,6,250,72,3432,21,1975-01-01,USA -ford maverick,15,6,250,72,3158,19.5,1975-01-01,USA -pontiac catalina,16,8,400,170,4668,11.5,1975-01-01,USA -chevrolet bel air,15,8,350,145,4440,14,1975-01-01,USA -plymouth grand fury,16,8,318,150,4498,14.5,1975-01-01,USA -ford ltd,14,8,351,148,4657,13.5,1975-01-01,USA -buick century,17,6,231,110,3907,21,1975-01-01,USA -chevroelt chevelle malibu,16,6,250,105,3897,18.5,1975-01-01,USA -amc matador,15,6,258,110,3730,19,1975-01-01,USA -plymouth fury,18,6,225,95,3785,19,1975-01-01,USA -buick skyhawk,21,6,231,110,3039,15,1975-01-01,USA -chevrolet monza 2+2,20,8,262,110,3221,13.5,1975-01-01,USA -ford mustang ii,13,8,302,129,3169,12,1975-01-01,USA -toyota corolla,29,4,97,75,2171,16,1975-01-01,Japan -ford pinto,23,4,140,83,2639,17,1975-01-01,USA -amc gremlin,20,6,232,100,2914,16,1975-01-01,USA -pontiac astro,23,4,140,78,2592,18.5,1975-01-01,USA -toyota corona,24,4,134,96,2702,13.5,1975-01-01,Japan -volkswagen dasher,25,4,90,71,2223,16.5,1975-01-01,Europe -datsun 710,24,4,119,97,2545,17,1975-01-01,Japan -ford pinto,18,6,171,97,2984,14.5,1975-01-01,USA -volkswagen rabbit,29,4,90,70,1937,14,1975-01-01,Europe -amc pacer,19,6,232,90,3211,17,1975-01-01,USA -audi 100ls,23,4,115,95,2694,15,1975-01-01,Europe -peugeot 504,23,4,120,88,2957,17,1975-01-01,Europe -volvo 244dl,22,4,121,98,2945,14.5,1975-01-01,Europe -saab 99le,25,4,121,115,2671,13.5,1975-01-01,Europe -honda civic cvcc,33,4,91,53,1795,17.5,1975-01-01,Japan -fiat 131,28,4,107,86,2464,15.5,1976-01-01,Europe -opel 1900,25,4,116,81,2220,16.9,1976-01-01,Europe -capri ii,25,4,140,92,2572,14.9,1976-01-01,USA -dodge colt,26,4,98,79,2255,17.7,1976-01-01,USA -renault 12tl,27,4,101,83,2202,15.3,1976-01-01,Europe -chevrolet chevelle malibu classic,17.5,8,305,140,4215,13,1976-01-01,USA -dodge coronet brougham,16,8,318,150,4190,13,1976-01-01,USA -amc matador,15.5,8,304,120,3962,13.9,1976-01-01,USA -ford gran torino,14.5,8,351,152,4215,12.8,1976-01-01,USA -plymouth valiant,22,6,225,100,3233,15.4,1976-01-01,USA -chevrolet nova,22,6,250,105,3353,14.5,1976-01-01,USA -ford maverick,24,6,200,81,3012,17.6,1976-01-01,USA -amc hornet,22.5,6,232,90,3085,17.6,1976-01-01,USA -chevrolet chevette,29,4,85,52,2035,22.2,1976-01-01,USA -chevrolet woody,24.5,4,98,60,2164,22.1,1976-01-01,USA -vw rabbit,29,4,90,70,1937,14.2,1976-01-01,Europe -honda civic,33,4,91,53,1795,17.4,1976-01-01,Japan -dodge aspen se,20,6,225,100,3651,17.7,1976-01-01,USA -ford granada ghia,18,6,250,78,3574,21,1976-01-01,USA -pontiac ventura sj,18.5,6,250,110,3645,16.2,1976-01-01,USA -amc pacer d/l,17.5,6,258,95,3193,17.8,1976-01-01,USA -volkswagen rabbit,29.5,4,97,71,1825,12.2,1976-01-01,Europe -datsun b-210,32,4,85,70,1990,17,1976-01-01,Japan -toyota corolla,28,4,97,75,2155,16.4,1976-01-01,Japan -ford pinto,26.5,4,140,72,2565,13.6,1976-01-01,USA -volvo 245,20,4,130,102,3150,15.7,1976-01-01,Europe -plymouth volare premier v8,13,8,318,150,3940,13.2,1976-01-01,USA -peugeot 504,19,4,120,88,3270,21.9,1976-01-01,Europe -toyota mark ii,19,6,156,108,2930,15.5,1976-01-01,Japan -mercedes-benz 280s,16.5,6,168,120,3820,16.7,1976-01-01,Europe -cadillac seville,16.5,8,350,180,4380,12.1,1976-01-01,USA -chevy c10,13,8,350,145,4055,12,1976-01-01,USA -ford f108,13,8,302,130,3870,15,1976-01-01,USA -dodge d100,13,8,318,150,3755,14,1976-01-01,USA -honda Accelerationord cvcc,31.5,4,98,68,2045,18.5,1977-01-01,Japan -buick opel isuzu deluxe,30,4,111,80,2155,14.8,1977-01-01,USA -renault 5 gtl,36,4,79,58,1825,18.6,1977-01-01,Europe -plymouth arrow gs,25.5,4,122,96,2300,15.5,1977-01-01,USA -datsun f-10 hatchback,33.5,4,85,70,1945,16.8,1977-01-01,Japan -chevrolet caprice classic,17.5,8,305,145,3880,12.5,1977-01-01,USA -oldsmobile cutlass supreme,17,8,260,110,4060,19,1977-01-01,USA -dodge monaco brougham,15.5,8,318,145,4140,13.7,1977-01-01,USA -mercury cougar brougham,15,8,302,130,4295,14.9,1977-01-01,USA -chevrolet concours,17.5,6,250,110,3520,16.4,1977-01-01,USA -buick skylark,20.5,6,231,105,3425,16.9,1977-01-01,USA -plymouth volare custom,19,6,225,100,3630,17.7,1977-01-01,USA -ford granada,18.5,6,250,98,3525,19,1977-01-01,USA -pontiac grand prix lj,16,8,400,180,4220,11.1,1977-01-01,USA -chevrolet monte carlo landau,15.5,8,350,170,4165,11.4,1977-01-01,USA -chrysler cordoba,15.5,8,400,190,4325,12.2,1977-01-01,USA -ford thunderbird,16,8,351,149,4335,14.5,1977-01-01,USA -volkswagen rabbit custom,29,4,97,78,1940,14.5,1977-01-01,Europe -pontiac sunbird coupe,24.5,4,151,88,2740,16,1977-01-01,USA -toyota corolla liftback,26,4,97,75,2265,18.2,1977-01-01,Japan -ford mustang ii 2+2,25.5,4,140,89,2755,15.8,1977-01-01,USA -chevrolet chevette,30.5,4,98,63,2051,17,1977-01-01,USA -dodge colt m/m,33.5,4,98,83,2075,15.9,1977-01-01,USA -subaru dl,30,4,97,67,1985,16.4,1977-01-01,Japan -volkswagen dasher,30.5,4,97,78,2190,14.1,1977-01-01,Europe -datsun 810,22,6,146,97,2815,14.5,1977-01-01,Japan -bmw 320i,21.5,4,121,110,2600,12.8,1977-01-01,Europe -mazda rx-4,21.5,3,80,110,2720,13.5,1977-01-01,Japan -volkswagen rabbit custom diesel,43.1,4,90,48,1985,21.5,1978-01-01,Europe -ford fiesta,36.1,4,98,66,1800,14.4,1978-01-01,USA -mazda glc deluxe,32.8,4,78,52,1985,19.4,1978-01-01,Japan -datsun b210 gx,39.4,4,85,70,2070,18.6,1978-01-01,Japan -honda civic cvcc,36.1,4,91,60,1800,16.4,1978-01-01,Japan -oldsmobile cutlass salon brougham,19.9,8,260,110,3365,15.5,1978-01-01,USA -dodge diplomat,19.4,8,318,140,3735,13.2,1978-01-01,USA -mercury monarch ghia,20.2,8,302,139,3570,12.8,1978-01-01,USA -pontiac phoenix lj,19.2,6,231,105,3535,19.2,1978-01-01,USA -chevrolet malibu,20.5,6,200,95,3155,18.2,1978-01-01,USA -ford fairmont (auto),20.2,6,200,85,2965,15.8,1978-01-01,USA -ford fairmont (man),25.1,4,140,88,2720,15.4,1978-01-01,USA -plymouth volare,20.5,6,225,100,3430,17.2,1978-01-01,USA -amc concord,19.4,6,232,90,3210,17.2,1978-01-01,USA -buick century special,20.6,6,231,105,3380,15.8,1978-01-01,USA -mercury zephyr,20.8,6,200,85,3070,16.7,1978-01-01,USA -dodge aspen,18.6,6,225,110,3620,18.7,1978-01-01,USA -amc concord d/l,18.1,6,258,120,3410,15.1,1978-01-01,USA -chevrolet monte carlo landau,19.2,8,305,145,3425,13.2,1978-01-01,USA -buick regal sport coupe (turbo),17.7,6,231,165,3445,13.4,1978-01-01,USA -ford futura,18.1,8,302,139,3205,11.2,1978-01-01,USA -dodge magnum xe,17.5,8,318,140,4080,13.7,1978-01-01,USA -chevrolet chevette,30,4,98,68,2155,16.5,1978-01-01,USA -toyota corona,27.5,4,134,95,2560,14.2,1978-01-01,Japan -datsun 510,27.2,4,119,97,2300,14.7,1978-01-01,Japan -dodge omni,30.9,4,105,75,2230,14.5,1978-01-01,USA -toyota celica gt liftback,21.1,4,134,95,2515,14.8,1978-01-01,Japan -plymouth sapporo,23.2,4,156,105,2745,16.7,1978-01-01,USA -oldsmobile starfire sx,23.8,4,151,85,2855,17.6,1978-01-01,USA -datsun 200-sx,23.9,4,119,97,2405,14.9,1978-01-01,Japan -audi 5000,20.3,5,131,103,2830,15.9,1978-01-01,Europe -volvo 264gl,17,6,163,125,3140,13.6,1978-01-01,Europe -saab 99gle,21.6,4,121,115,2795,15.7,1978-01-01,Europe -peugeot 604sl,16.2,6,163,133,3410,15.8,1978-01-01,Europe -volkswagen scirocco,31.5,4,89,71,1990,14.9,1978-01-01,Europe -honda Accelerationord lx,29.5,4,98,68,2135,16.6,1978-01-01,Japan -pontiac lemans v6,21.5,6,231,115,3245,15.4,1979-01-01,USA -mercury zephyr 6,19.8,6,200,85,2990,18.2,1979-01-01,USA -ford fairmont 4,22.3,4,140,88,2890,17.3,1979-01-01,USA -amc concord dl 6,20.2,6,232,90,3265,18.2,1979-01-01,USA -dodge aspen 6,20.6,6,225,110,3360,16.6,1979-01-01,USA -chevrolet caprice classic,17,8,305,130,3840,15.4,1979-01-01,USA -ford ltd landau,17.6,8,302,129,3725,13.4,1979-01-01,USA -mercury grand marquis,16.5,8,351,138,3955,13.2,1979-01-01,USA -dodge st. regis,18.2,8,318,135,3830,15.2,1979-01-01,USA -buick estate wagon (sw),16.9,8,350,155,4360,14.9,1979-01-01,USA -ford country squire (sw),15.5,8,351,142,4054,14.3,1979-01-01,USA -chevrolet malibu classic (sw),19.2,8,267,125,3605,15,1979-01-01,USA -chrysler lebaron town @ country (sw),18.5,8,360,150,3940,13,1979-01-01,USA -vw rabbit custom,31.9,4,89,71,1925,14,1979-01-01,Europe -maxda glc deluxe,34.1,4,86,65,1975,15.2,1979-01-01,Japan -dodge colt hatchback custom,35.7,4,98,80,1915,14.4,1979-01-01,USA -amc spirit dl,27.4,4,121,80,2670,15,1979-01-01,USA -mercedes benz 300d,25.4,5,183,77,3530,20.1,1979-01-01,Europe -cadillac eldorado,23,8,350,125,3900,17.4,1979-01-01,USA -peugeot 504,27.2,4,141,71,3190,24.8,1979-01-01,Europe -oldsmobile cutlass salon brougham,23.9,8,260,90,3420,22.2,1979-01-01,USA -plymouth horizon,34.2,4,105,70,2200,13.2,1979-01-01,USA -plymouth horizon tc3,34.5,4,105,70,2150,14.9,1979-01-01,USA -datsun 210,31.8,4,85,65,2020,19.2,1979-01-01,Japan -fiat strada custom,37.3,4,91,69,2130,14.7,1979-01-01,Europe -buick skylark limited,28.4,4,151,90,2670,16,1979-01-01,USA -chevrolet citation,28.8,6,173,115,2595,11.3,1979-01-01,USA -oldsmobile omega brougham,26.8,6,173,115,2700,12.9,1979-01-01,USA -pontiac phoenix,33.5,4,151,90,2556,13.2,1979-01-01,USA -vw rabbit,41.5,4,98,76,2144,14.7,1980-01-01,Europe -toyota corolla tercel,38.1,4,89,60,1968,18.8,1980-01-01,Japan -chevrolet chevette,32.1,4,98,70,2120,15.5,1980-01-01,USA -datsun 310,37.2,4,86,65,2019,16.4,1980-01-01,Japan -chevrolet citation,28,4,151,90,2678,16.5,1980-01-01,USA -ford fairmont,26.4,4,140,88,2870,18.1,1980-01-01,USA -amc concord,24.3,4,151,90,3003,20.1,1980-01-01,USA -dodge aspen,19.1,6,225,90,3381,18.7,1980-01-01,USA -audi 4000,34.3,4,97,78,2188,15.8,1980-01-01,Europe -toyota corona liftback,29.8,4,134,90,2711,15.5,1980-01-01,Japan -mazda 626,31.3,4,120,75,2542,17.5,1980-01-01,Japan -datsun 510 hatchback,37,4,119,92,2434,15,1980-01-01,Japan -toyota corolla,32.2,4,108,75,2265,15.2,1980-01-01,Japan -mazda glc,46.6,4,86,65,2110,17.9,1980-01-01,Japan -dodge colt,27.9,4,156,105,2800,14.4,1980-01-01,USA -datsun 210,40.8,4,85,65,2110,19.2,1980-01-01,Japan -vw rabbit c (diesel),44.3,4,90,48,2085,21.7,1980-01-01,Europe -vw dasher (diesel),43.4,4,90,48,2335,23.7,1980-01-01,Europe -audi 5000s (diesel),36.4,5,121,67,2950,19.9,1980-01-01,Europe -mercedes-benz 240d,30,4,146,67,3250,21.8,1980-01-01,Europe -honda civic 1500 gl,44.6,4,91,67,1850,13.8,1980-01-01,Japan -renault lecar deluxe,40.9,4,85,,1835,17.3,1980-01-01,Europe -subaru dl,33.8,4,97,67,2145,18,1980-01-01,Japan -vokswagen rabbit,29.8,4,89,62,1845,15.3,1980-01-01,Europe -datsun 280-zx,32.7,6,168,132,2910,11.4,1980-01-01,Japan -mazda rx-7 gs,23.7,3,70,100,2420,12.5,1980-01-01,Japan -triumph tr7 coupe,35,4,122,88,2500,15.1,1980-01-01,Europe -ford mustang cobra,23.6,4,140,,2905,14.3,1980-01-01,USA -honda Accelerationord,32.4,4,107,72,2290,17,1980-01-01,Japan -plymouth reliant,27.2,4,135,84,2490,15.7,1982-01-01,USA -buick skylark,26.6,4,151,84,2635,16.4,1982-01-01,USA -dodge aries wagon (sw),25.8,4,156,92,2620,14.4,1982-01-01,USA -chevrolet citation,23.5,6,173,110,2725,12.6,1982-01-01,USA -plymouth reliant,30,4,135,84,2385,12.9,1982-01-01,USA -toyota starlet,39.1,4,79,58,1755,16.9,1982-01-01,Japan -plymouth champ,39,4,86,64,1875,16.4,1982-01-01,USA -honda civic 1300,35.1,4,81,60,1760,16.1,1982-01-01,Japan -subaru,32.3,4,97,67,2065,17.8,1982-01-01,Japan -datsun 210,37,4,85,65,1975,19.4,1982-01-01,Japan -toyota tercel,37.7,4,89,62,2050,17.3,1982-01-01,Japan -mazda glc 4,34.1,4,91,68,1985,16,1982-01-01,Japan -plymouth horizon 4,34.7,4,105,63,2215,14.9,1982-01-01,USA -ford escort 4w,34.4,4,98,65,2045,16.2,1982-01-01,USA -ford escort 2h,29.9,4,98,65,2380,20.7,1982-01-01,USA -volkswagen jetta,33,4,105,74,2190,14.2,1982-01-01,Europe -renault 18i,34.5,4,100,,2320,15.8,1982-01-01,Europe -honda prelude,33.7,4,107,75,2210,14.4,1982-01-01,Japan -toyota corolla,32.4,4,108,75,2350,16.8,1982-01-01,Japan -datsun 200sx,32.9,4,119,100,2615,14.8,1982-01-01,Japan -mazda 626,31.6,4,120,74,2635,18.3,1982-01-01,Japan -peugeot 505s turbo diesel,28.1,4,141,80,3230,20.4,1982-01-01,Europe -saab 900s,,4,121,110,2800,15.4,1982-01-01,Europe -volvo diesel,30.7,6,145,76,3160,19.6,1982-01-01,Europe -toyota cressida,25.4,6,168,116,2900,12.6,1982-01-01,Japan -datsun 810 maxima,24.2,6,146,120,2930,13.8,1982-01-01,Japan -buick century,22.4,6,231,110,3415,15.8,1982-01-01,USA -oldsmobile cutlass ls,26.6,8,350,105,3725,19,1982-01-01,USA -ford granada gl,20.2,6,200,88,3060,17.1,1982-01-01,USA -chrysler lebaron salon,17.6,6,225,85,3465,16.6,1982-01-01,USA -chevrolet cavalier,28,4,112,88,2605,19.6,1982-01-01,USA -chevrolet cavalier wagon,27,4,112,88,2640,18.6,1982-01-01,USA -chevrolet cavalier 2-door,34,4,112,88,2395,18,1982-01-01,USA -pontiac j2000 se hatchback,31,4,112,85,2575,16.2,1982-01-01,USA -dodge aries se,29,4,135,84,2525,16,1982-01-01,USA -pontiac phoenix,27,4,151,90,2735,18,1982-01-01,USA -ford fairmont futura,24,4,140,92,2865,16.4,1982-01-01,USA -amc concord dl,23,4,151,,3035,20.5,1982-01-01,USA -volkswagen rabbit l,36,4,105,74,1980,15.3,1982-01-01,Europe -mazda glc custom l,37,4,91,68,2025,18.2,1982-01-01,Japan -mazda glc custom,31,4,91,68,1970,17.6,1982-01-01,Japan -plymouth horizon miser,38,4,105,63,2125,14.7,1982-01-01,USA -mercury lynx l,36,4,98,70,2125,17.3,1982-01-01,USA -nissan stanza xe,36,4,120,88,2160,14.5,1982-01-01,Japan -honda Accelerationord,36,4,107,75,2205,14.5,1982-01-01,Japan -toyota corolla,34,4,108,70,2245,16.9,1982-01-01,Japan -honda civic,38,4,91,67,1965,15,1982-01-01,Japan -honda civic (auto),32,4,91,67,1965,15.7,1982-01-01,Japan -datsun 310 gx,38,4,91,67,1995,16.2,1982-01-01,Japan -buick century limited,25,6,181,110,2945,16.4,1982-01-01,USA -oldsmobile cutlass ciera (diesel),38,6,262,85,3015,17,1982-01-01,USA -chrysler lebaron medallion,26,4,156,92,2585,14.5,1982-01-01,USA -ford granada l,22,6,232,112,2835,14.7,1982-01-01,USA -toyota celica gt,32,4,144,96,2665,13.9,1982-01-01,Japan -dodge charger 2.2,36,4,135,84,2370,13,1982-01-01,USA -chevrolet camaro,27,4,151,90,2950,17.3,1982-01-01,USA -ford mustang gl,27,4,140,86,2790,15.6,1982-01-01,USA -vw pickup,44,4,97,52,2130,24.6,1982-01-01,Europe -dodge rampage,32,4,135,84,2295,11.6,1982-01-01,USA -ford ranger,28,4,120,79,2625,18.6,1982-01-01,USA -chevy s-10,31,4,119,82,2720,19.4,1982-01-01,USA diff --git a/examples/data/census2000.csv b/examples/data/census2000.csv deleted file mode 100644 index b340523..0000000 --- a/examples/data/census2000.csv +++ /dev/null @@ -1,77 +0,0 @@ -Sex,Year,Age,People -1,1900,0,4619544 -1,2000,0,9735380 -1,1900,5,4465783 -1,2000,5,10552146 -1,1900,10,4057669 -1,2000,10,10563233 -1,1900,15,3774846 -1,2000,15,10237419 -1,1900,20,3694038 -1,2000,20,9731315 -1,1900,25,3389280 -1,2000,25,9659493 -1,1900,30,2918964 -1,2000,30,10205879 -1,1900,35,2633883 -1,2000,35,11475182 -1,1900,40,2261070 -1,2000,40,11320252 -1,1900,45,1868413 -1,2000,45,9925006 -1,1900,50,1571038 -1,2000,50,8507934 -1,1900,55,1161908 -1,2000,55,6459082 -1,1900,60,916571 -1,2000,60,5123399 -1,1900,65,672663 -1,2000,65,4453623 -1,1900,70,454747 -1,2000,70,3792145 -1,1900,75,268211 -1,2000,75,2912655 -1,1900,80,127435 -1,2000,80,1902638 -1,1900,85,44008 -1,2000,85,970357 -1,1900,90,15164 -1,2000,90,336303 -2,1900,0,4589196 -2,2000,0,9310714 -2,1900,5,4390483 -2,2000,5,10069564 -2,1900,10,4001749 -2,2000,10,10022524 -2,1900,15,3801743 -2,2000,15,9692669 -2,1900,20,3751061 -2,2000,20,9324244 -2,1900,25,3236056 -2,2000,25,9518507 -2,1900,30,2665174 -2,2000,30,10119296 -2,1900,35,2347737 -2,2000,35,11635647 -2,1900,40,2004987 -2,2000,40,11488578 -2,1900,45,1648025 -2,2000,45,10261253 -2,1900,50,1411981 -2,2000,50,8911133 -2,1900,55,1064632 -2,2000,55,6921268 -2,1900,60,887508 -2,2000,60,5668961 -2,1900,65,640212 -2,2000,65,4804784 -2,1900,70,440007 -2,2000,70,5184855 -2,1900,75,265879 -2,2000,75,4355644 -2,1900,80,132449 -2,2000,80,3221898 -2,1900,85,48614 -2,2000,85,1981156 -2,1900,90,20093 -2,2000,90,1064581 diff --git a/examples/histogram.json b/examples/histogram.json deleted file mode 100644 index 06c5ecf..0000000 --- a/examples/histogram.json +++ /dev/null @@ -1,8 +0,0 @@ -{ - "data": { - "url": "data/cars.csv" - }, - "encoding": [ - {"channel": "x", "field": "horsepower", "bin": true} - ] -} diff --git a/examples/scatter.json b/examples/scatter.json deleted file mode 100644 index 0ab7566..0000000 --- a/examples/scatter.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "data": { - "url": "data/cars.csv" - }, - "encodings": [ - {"field": "acceleration"}, - {"field": "horsepower"} - ] -} diff --git a/asp/examples/scatter.lp b/examples/scatter.lp similarity index 61% rename from asp/examples/scatter.lp rename to examples/scatter.lp index b1299fe..dd9746b 100644 --- a/asp/examples/scatter.lp +++ b/examples/scatter.lp @@ -8,8 +8,11 @@ fieldtype(acceleration,number). cardinality(acceleration,96). % ====== Query constraints ====== -encoding(e0). -:- not field(e0,acceleration). +view(view1). + +encoding(view1,e0). +:- not field(view1,e0,acceleration). + +encoding(view1,e1). +:- not field(view1,e1,horsepower). -encoding(e1). -:- not field(e1,horsepower). diff --git a/examples/scatter.vl.json b/examples/scatter.vl.json deleted file mode 100644 index 15b969c..0000000 --- a/examples/scatter.vl.json +++ /dev/null @@ -1,23 +0,0 @@ -{ - "$schema": "https://vega.github.io/schema/vega-lite/v2.0.json", - "data": { - "url": "data/cars.csv" - }, - "encoding": { - "x": { - "field": "horsepower", - "scale": { - "zero": true - }, - "type": "quantitative" - }, - "y": { - "field": "acceleration", - "scale": { - "zero": true - }, - "type": "quantitative" - } - }, - "mark": "point" -} diff --git a/examples/strip.json b/examples/strip.json deleted file mode 100644 index 4fd7a69..0000000 --- a/examples/strip.json +++ /dev/null @@ -1,8 +0,0 @@ -{ - "data": { - "url": "data/cars.csv" - }, - "encodings": [ - {"channel": "x", "field": "horsepower"} - ] -} diff --git a/generate_parallel.sh b/generate_parallel.sh deleted file mode 100755 index 11eb1e4..0000000 --- a/generate_parallel.sh +++ /dev/null @@ -1,3 +0,0 @@ -#!/usr/bin/env bash - -cat draco/generation/define/interactions.json | jq -r '.[] .name' | parallel --eta python draco/generation/run.py --interaction {} diff --git a/global.d.ts b/global.d.ts new file mode 100644 index 0000000..3b47093 --- /dev/null +++ b/global.d.ts @@ -0,0 +1 @@ +import "jest-extended"; diff --git a/jest.config.js b/jest.config.js new file mode 100644 index 0000000..e775089 --- /dev/null +++ b/jest.config.js @@ -0,0 +1,10 @@ +const { defaults } = require("jest-config"); + +module.exports = { + transform: { + "^.+\\.tsx?$": "ts-jest" + }, + moduleFileExtensions: [...defaults.moduleFileExtensions, "ts", "tsx", "lp"], + setupFiles: ["jest-canvas-mock"], + setupFilesAfterEnv: ["jest-extended"] +}; diff --git a/js/.gitignore b/js/.gitignore deleted file mode 100644 index 8c7cde4..0000000 --- a/js/.gitignore +++ /dev/null @@ -1,4 +0,0 @@ -build -node_modules -src/constraints.ts -yarn-error.log diff --git a/js/.npmignore b/js/.npmignore deleted file mode 100644 index 5ad4187..0000000 --- a/js/.npmignore +++ /dev/null @@ -1,11 +0,0 @@ -.DS_Store -.gitignore -.prettierrc.json -.vscode -concat_lp.sh -node_modules -src -test -tsconfig.json -tslint.json -yarn-error.log diff --git a/js/.prettierrc.json b/js/.prettierrc.json deleted file mode 100644 index 5fa0080..0000000 --- a/js/.prettierrc.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "overrides": [ - { - "files": "*.ts", - "options": { - "printWidth": 120, - "parser": "typescript", - "singleQuote": true, - "trailingComma": "es5" - } - } - ] -} diff --git a/js/Readme.md b/js/Readme.md deleted file mode 100644 index d93f38f..0000000 --- a/js/Readme.md +++ /dev/null @@ -1,41 +0,0 @@ -# Draco Core - -JavaScript module with the Draco knowledge base and helper functions to convert from Draco ASP to Vega-Lite and vice-versa as well as a function to convert from CompassQL to Draco ASP. - -## Draco-Core API (Typescript / Javascript) - -**vl2asp** *(spec: TopLevelUnitSpec): string[]* [<>](https://github.com/uwdata/draco/blob/master/js/src/vl2asp.ts) - ->Translates a Vega-Lite specification into a list of ASP Draco facts. - -**cql2asp** *(spec: any): string[]* [<>](https://github.com/uwdata/draco/blob/master/js/src/cql2asp.ts) - ->Translates a CompassQL specification into a list of ASP Draco constraints. - -**asp2vl** *(facts: string[]): TopLevelUnitSpec* [<>](https://github.com/uwdata/draco/blob/master/js/src/asp2vl.ts) - ->Interprets a list of ASP Draco facts as a Vega-Lite specification. - -**data2schema** *(data: any[]): Schema* [<>](https://github.com/uwdata/draco/blob/master/js/src/data2schema.ts) - ->Reads a list of rows and generates a data schema for the dataset. `data` should be given as a list of dictionaries. - -**schema2asp** *(schema: Schema): string[]* [<>](https://github.com/uwdata/draco/blob/master/js/src/schema2asp.ts) - ->Translates a data schema into an ASP declaration of the data it describes. - -**constraints2json** *(constraintsAsp: string, weightsAsp?: string): Constraint[]* [<>](https://github.com/uwdata/draco/blob/master/js/src/constraints2json.ts) - ->Translates the given ASP constraints and matching weights (i.e. for soft constraints) into JSON format. - -**json2constraints** *(constraints: Constraint[]): ConstraintAsp* [<>](https://github.com/uwdata/draco/blob/master/js/src/json2constraints.ts) - ->Translates the given JSON format ASP constraints into ASP strings for definitions and weights (if applicable, i.e. for soft constraints). - -## Examples - -You can run vl2asp, aps2vl, and cql2asp on the command line. - -```sh -cat ../examples/ab.json | ./bin/vl2asp | clingo -``` diff --git a/js/bin/asp2vl b/js/bin/asp2vl deleted file mode 100755 index 09f5824..0000000 --- a/js/bin/asp2vl +++ /dev/null @@ -1,18 +0,0 @@ -#!/usr/bin/env node - -const asp2vl = require('../build/draco').asp2vl; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const lines = inputChunks.join('').split('\n') - const result = asp2vl(lines); - stdout.write(JSON.stringify(result)); - stdout.write('\n'); -}); diff --git a/js/bin/constraints2json b/js/bin/constraints2json deleted file mode 100755 index 10c88c7..0000000 --- a/js/bin/constraints2json +++ /dev/null @@ -1,18 +0,0 @@ -#!/usr/bin/env node - -const constraints2json = require('../build/draco').constraints2json; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const lines = inputChunks.join('') - const result = constraints2json(lines); - stdout.write(JSON.stringify(result)); - stdout.write('\n'); -}); diff --git a/js/bin/cql2asp b/js/bin/cql2asp deleted file mode 100755 index e5ad7dd..0000000 --- a/js/bin/cql2asp +++ /dev/null @@ -1,20 +0,0 @@ -#!/usr/bin/env node - -const cql2asp = require('../build/draco').cql2asp; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const inputJSON = JSON.parse(inputChunks.join('')); - const result = cql2asp(inputJSON); - for (const res of result) { - stdout.write(res); - stdout.write('\n'); - } -}); diff --git a/js/bin/data2schema b/js/bin/data2schema deleted file mode 100755 index 0cb12f5..0000000 --- a/js/bin/data2schema +++ /dev/null @@ -1,18 +0,0 @@ -#!/usr/bin/env node - -const data2schema = require('../build/draco').data2schema; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const jsonString = inputChunks.join(''); - const inputJSON = JSON.parse(jsonString); - const result = data2schema(inputJSON); - stdout.write(JSON.stringify(result)); -}); diff --git a/js/bin/schema2asp b/js/bin/schema2asp deleted file mode 100755 index 63b7892..0000000 --- a/js/bin/schema2asp +++ /dev/null @@ -1,21 +0,0 @@ -#!/usr/bin/env node - -const schema2asp = require('../build/draco').schema2asp; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const inputJSON = JSON.parse(inputChunks.join('')) - - const result = schema2asp(inputJSON); - for (const res of result) { - stdout.write(res); - stdout.write('\n'); - } -}); diff --git a/js/bin/vl2asp b/js/bin/vl2asp deleted file mode 100755 index 3f95ef0..0000000 --- a/js/bin/vl2asp +++ /dev/null @@ -1,20 +0,0 @@ -#!/usr/bin/env node - -const vl2asp = require('../build/draco').vl2asp; - -const stdin = process.stdin; -const stdout = process.stdout; -const inputChunks = []; - -stdin.on('data', chunk => { - inputChunks.push(chunk); -}); - -stdin.on('end', () => { - const inputJSON = JSON.parse(inputChunks.join('')) - const result = vl2asp(inputJSON); - for (const res of result) { - stdout.write(res); - stdout.write('\n'); - } -}); diff --git a/js/concat_lp.sh b/js/concat_lp.sh deleted file mode 100755 index 05766db..0000000 --- a/js/concat_lp.sh +++ /dev/null @@ -1,32 +0,0 @@ -# usage: ./concat_lp.sh srcdir destdir - -declare -a files=("topk-lua" -"define" -"generate" -"hard" -"hard-integrity" -"soft" -"weights" -"assign_weights" -"optimize" -"output" -) - -newline=$'\n\n' -output="// GENERATED WITH concat_lp.sh. DO NOT MODIFY.${newline}" - -i=0 -for file in "${files[@]}" -do - path="${1}/${file}.lp" - lp=$(cat $path | sed -e s/\`/\'/g) - const=$(echo $file | tr a-z A-Z | tr \- _) - if [ "$i" -ne 0 ] - then - output+="${newline}" - fi - output+="export const ${const}: string = \`${lp}${newline}\`;" - let "i++" -done - -echo "$output" > $2/constraints.ts diff --git a/js/package.json b/js/package.json deleted file mode 100644 index ab4aaca..0000000 --- a/js/package.json +++ /dev/null @@ -1,62 +0,0 @@ -{ - "name": "draco-core", - "description": "Visualization Knowledge as Constraints.", - "version": "0.0.6", - "author": "Dominik Moritz", - "license": "BSD-3-Clause", - "main": "build/index.js", - "module": "build/index.js", - "typings": "build/index.d.ts", - "dependencies": { - "datalib": "^1.9.2", - "vega": "^5.3.4", - "vega-lite": "^3.0.3", - "vega-typings": "^0.3.51" - }, - "devDependencies": { - "@types/jest": "^23.3.10", - "@types/json-stable-stringify": "^1.0.32", - "@types/node": "^10.12.12", - "jest": "^23.6.0", - "prettier": "^1.15.3", - "rollup": "^0.67.4", - "rollup-plugin-commonjs": "^9.2.0", - "rollup-plugin-node-builtins": "^2.1.2", - "rollup-plugin-node-resolve": "^3.4.0", - "ts-jest": "^23.10.5", - "tslint": "^5.11.0", - "tslint-config-prettier": "^1.17.0", - "typescript": "^3.2.1" - }, - "bin": { - "vl2asp": "./bin/vl2asp", - "asp2vl": "./bin/asp2vl" - }, - "scripts": { - "build": "npm run concat && rm -rf build && tsc && rollup -c", - "concat": "bash concat_lp.sh ../asp src", - "format": "tslint -p . --fix && prettier --write '{src,test}/**/*.ts'", - "lint": "tslint -p . && prettier --list-different '{src,test}/**/*.ts'", - "prepublishOnly": "npm run test && npm run build", - "test": "jest" - }, - "jest": { - "transform": { - "^.+\\.tsx?$": "ts-jest" - }, - "testRegex": "(/__tests__/.*|(\\.|/)(test|spec))\\.(jsx?|tsx?)$", - "moduleFileExtensions": [ - "ts", - "tsx", - "js", - "jsx", - "json", - "node" - ], - "testPathIgnorePatterns": [ - "node_modules", - "/build", - "src" - ] - } -} diff --git a/js/src/asp2vl.ts b/js/src/asp2vl.ts deleted file mode 100644 index 88f527e..0000000 --- a/js/src/asp2vl.ts +++ /dev/null @@ -1,64 +0,0 @@ -import { TopLevelUnitSpec } from 'vega-lite/build/src/spec/unit'; - -const REGEX = /(\w+)\(([\w\.\/]+)(,([\w\.]+))?\)/; - -/** - * Convert from ASP to Vega-Lite. - */ -export default function asp2vl(facts: string[]): TopLevelUnitSpec { - let mark = ''; - let url = 'data/cars.json'; // default dataset - const encodings: { [enc: string]: any } = {}; - - for (const value of facts) { - // TODO: Better handle quoted fields. We currently simply remove all ". - const cleanedValue = value.replace(/\"/g, ''); - const negSymbol = value.trim().startsWith(':-'); // TODO: remove this - const [_, predicate, first, __, second] = REGEX.exec(cleanedValue) as any; - - if (predicate === 'mark') { - mark = first; - } else if (predicate === 'data') { - url = first; - } else if (predicate !== 'soft') { - if (!encodings[first]) { - encodings[first] = {}; - } - // if it contains the neg symbol, and the field is a boolean field, its value would be false - // e.g., for the case ":- zero(e3)" - encodings[first][predicate] = second || !negSymbol; - } - } - - const encoding: { [channel: string]: any } = {}; - - for (const e of Object.keys(encodings)) { - const enc = encodings[e]; - - // if quantitative encoding and zero is not set, set zero to false - if (enc.type === 'quantitative' && enc.zero === undefined && enc.bin === undefined) { - enc.zero = false; - } - - const scale = { - ...(enc.log ? { type: 'log' } : {}), - ...(enc.zero === undefined ? {} : enc.zero ? { zero: true } : { zero: false }), - }; - - encoding[enc.channel] = { - type: enc.type, - ...(enc.aggregate ? { aggregate: enc.aggregate } : {}), - ...(enc.field ? { field: enc.field } : {}), - ...(enc.stack ? { stack: enc.stack } : {}), - ...(enc.bin !== undefined ? (+enc.bin === 10 ? { bin: true } : { bin: { maxbins: +enc.bin } }) : {}), - ...(Object.keys(scale).length ? { scale } : {}), - }; - } - - return { - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: `${url}` }, - mark, - encoding, - } as TopLevelUnitSpec; -} diff --git a/js/src/constraints.ts b/js/src/constraints.ts new file mode 100644 index 0000000..3fe5d65 --- /dev/null +++ b/js/src/constraints.ts @@ -0,0 +1,1249 @@ +// GENERATED WITH concat_lp.sh. DO NOT MODIFY. + +export const TOPK_LUA: string = `#script(lua) + +function main(prg) + local count = tonumber(prg.configuration.solve.models) + local backend = prg:backend() + + local observer = { + minimize_literals = {} + } + function observer:minimize (priority, literals) + self.minimize_literals = literals + end + + prg:register_observer(observer) + + prg:ground({{"base", {}}}, self) + + while count > 0 do + local cost = 0 + + prg.configuration.solve.models = count + local it = prg:solve{yield=true} + local ret, err = pcall(function() + if it:get().unsatisfiable then + count = 0 + return + end + + for m in it:iter() do + if m.optimality_proven then + cost = m.cost[1] + count = count-1 + end + end + end) + it:close() + if not ret then + error(err) + end + + if count > 0 then + local aux = backend:add_atom() + backend:add_weight_rule{{aux}, cost+1, observer.minimize_literals} + backend:add_rule{{aux}, {-aux}} + end + end +end +#end. + +`; + +export const DEFINE: string = `% ====== Definitions ====== + +% Types of marks to encode data. +marktype(point;bar;line;area;text;tick;rect). +% High level data types: quantitative, ordinal, nominal, temporal. +type(quantitative;ordinal;nominal;temporal). +% Basic types of the data. +primitive_type(string;number;boolean;datetime). +% Supported aggregation functions. +aggregate_op(count;mean;median;min;max;stdev;sum). +summative_aggregate_op(count;sum). +% Numbers of bins that can be recommended; any natural number is allowed. +binning(10;25;200). + +% Encoding channels. +single_channel(x;y;color;size;shape;text;row;column). +multi_channel(detail). +channel(C) :- single_channel(C). +channel(C) :- multi_channel(C). +non_positional(color;size;shape;text;detail). + +% Possible tasks. +tasks(value;summary). + +% Possible stackings. +stacking(zero;normalize). + +% ====== Helpers ====== + +discrete(E) :- type(E,(nominal;ordinal)). +discrete(E) :- bin(E,_). +continuous(E) :- encoding(E), not discrete(E). + +channel_discrete(C) :- discrete(E), channel(E,C). +channel_continuous(C) :- continuous(E), channel(E,C). + +ordered(E) :- type(E,(ordinal;quantitative)). + +% Fields +field(F) :- fieldtype(F,_). + +% Stacking is applied to the continuous x or y. +stack(EC,S) :- channel(EC,(x;y)), channel(ED,(x;y)), continuous(EC), discrete(ED), stack(S). +% X and y are continuous. +stack(E,S) :- channel_continuous(x), channel(E,y), continuous(E), stack(S). + +stack(S) :- stack(_,S). + +% Data properties +enc_cardinality(E,C) :- field(E,F), cardinality(F,C). +enc_entropy(E,EN) :- field(E,F), entropy(F,EN). +enc_interesting(E) :- field(E,F), interesting(F). +enc_extent(E,MIN,MAX) :- field(E,F), extent(F,MIN,MAX). + +% Cardinality of discrete field. A binned field has the cadinality of its field. +discrete_cardinality(E,CE) :- discrete(E), enc_cardinality(E,CE), channel(E,C), not bin(E,_). +discrete_cardinality(E,CB) :- channel(E,C), bin(E,CB). + +% Define a fake soft/2 for all soft/1. +soft(F,_placeholder) :- soft(F). + +% Silence warnings about properties never appearing in head. +entropy(0,0) :- #false. +interesting(0) :- #false. +extent(0,0,0) :- #false. +soft(0) :- #false. +task(value) :- #false. +task(summary) :- #false. +data(0) :- #false. + +% == Chart Types == + +% Continuous by continuous. +is_c_c :- channel_continuous(x), channel_continuous(y). + +% Continuous by discrete (or continuous only). +is_c_d :- channel_continuous(x), not channel_continuous(y). +is_c_d :- channel_continuous(y), not channel_continuous(x). + +% Discrete by discrete. +is_d_d :- channel_discrete(x), channel_discrete(y). + +% == Overlap == + +% The continuous variable is a measure (it is aggregated) and all other channels are .aggregated, or we use stack -> no overlap +non_pos_unaggregated :- channel(E,C), non_positional(C), not aggregate(E,_). +no_overlap :- is_c_d, continuous(E), channel(E,(x;y)), aggregate(E,_), not non_pos_unaggregated. +no_overlap :- is_c_d, stack(_). + +% the size of the discrete positional encoding +discrete_size(S) :- is_c_d, x_y_cardinality(_,S). +discrete_size(1) :- is_c_d, channel_continuous(x), not channel(_,y). +discrete_size(1) :- is_c_d, channel_continuous(y), not channel(_,x). + +% Data size is as small as discrete dimension -> no overlap. +no_overlap :- is_c_d, num_rows(S), discrete_size(S). + +% We definitely overlap if the data size > discrete size. +overlap :- is_c_d, not no_overlap, num_rows(S1), discrete_size(S2), S1 > S2. + +% helpers to go from quadratic to linear number of grounding +x_y_cardinality(x,S) :- channel(E,x), discrete_cardinality(E,S). +x_y_cardinality(y,S) :- channel(E,y), discrete_cardinality(E,S). + +% No overlap if all other dimensions are aggregated. +discrete_size(S) :- is_d_d, x_y_cardinality(x,SX), x_y_cardinality(y,SY), S = SX*SY. +no_overlap :- is_d_d, not non_pos_unaggregated. +no_overlap :- is_d_d, num_rows(S1), discrete_size(S2), S1 <= S2. % This cannot guarantee no overlap. + +% We can guarantee overlap using this rule unless we are using row / column. +row_col :- channel(_,(row;column)). +overlap :- is_d_d, channel(E,C), not row_col, not no_overlap, num_rows(S1), discrete_size(S2), S1 > S2. + +% == Orientation == + +% Orientation tells us which one is the dependent and independent variable. + +orientation(vertical) :- mark(bar;tick;area;line), channel_discrete(x). +orientation(vertical) :- mark(area;line), channel_continuous(x), channel_continuous(y). + +orientation(horizontal) :- mark(bar;tick;area;line), channel_discrete(y). + +`; + +export const GENERATE: string = `% ====== Generators ====== + +% encodings + +% maximum number for each multi channel encoding +#const max_extra_encs = 5. + +obj_id(1..max_extra_encs). + +{ encoding(E): obj_id(E) }. + +:- not encoding(ID), encoding(ID-1), obj_id(ID), obj_id(ID-1). + +% properties of encodings + +% channel and type have to be present +{ channel(E,C): channel(C) } = 1 :- encoding(E). +{ type(E,T): type(T) } = 1 :- encoding(E). + +% other properties that are not required +0 { field(E,F): field(F) } 1 :- encoding(E). +0 { aggregate(E,A): aggregate_op(A) } 1 :- encoding(E). +0 { bin(E,B): binning(B) } 1 :- encoding(E). +0 { zero(E) } 1 :- encoding(E). +0 { log(E) } 1 :- encoding(E). + +% pick one mark type + +{ mark(M) : marktype(M) } = 1. + +% stacking + +0 { stack(S): stacking(S) } 1. + +`; + +export const HARD: string = `% ====== Expressiveness and Well-Formedness Constraints ====== + +% === Within Encodings === + +% @constraint Primitive type has to support data type. +hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). +hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). + +% @constraint Can only bin quantitative or ordinal. +hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal. + +% @constraint Can only use log with quantitative. +hard(log_q,E) :- log(E), not type(E,quantitative). + +% @constraint Can only use zero with quantitative. +hard(zero_q,E) :- zero(E), not type(E,quantitative). + +% @constraint Cannot use log scale with discrete (which includes binned). +hard(log_discrete,E) :- log(E), discrete(E). + +% @constraint Cannot use log and zero together. +hard(log_zero,E) :- log(E), zero(E). + +% @constraint Cannot use log if the data is negative or zero. +hard(log_non_positive,E,F) :- log(E), field(E,F), extent(F,MIN,_), MIN <= 0. + +% @constraint Cannot bin and aggregate. +hard(bin_and_aggregate,E) :- bin(E,_), aggregate(E,_). + +% @constraint Oridnal only supports min, max, and median. +hard(aggregate_o_valid,E,A) :- type(E,ordinal), aggregate(E,A), A != min, A != max, A != median. + +% @constraint Temporal only supports min and max. +hard(aggregate_t_valid,E,A) :- type(E,temporal), aggregate(E,A), A != min, A != max. + +% @constraint Cannot aggregate nominal. +hard(aggregate_nominal,E) :- aggregate(E,_), type(E,nominal). + +% @constraint Detail cannot be aggregated. +hard(aggregate_detail,E) :- channel(E,detail), aggregate(E,_). + +% @constraint Count has to be quantitative and not use a field. +hard(count_q_without_field,E) :- aggregate(E,count), field(E,_). +hard(count_q_without_field,E) :- aggregate(E,count), not type(E,quantitative). + +% @constraint Shape requires discrete and not ordered (nominal). Using ordinal would't make a difference in Vega-Lite. +hard(shape_discrete_non_ordered,E) :- channel(E,shape), not type(E,nominal). + +% @constraint Detail requires nominal. +hard(detail_non_ordered,E) :- channel(E,detail), not type(E,nominal). + +% @constraint Size implies order so nominal is misleading. +hard(size_nominal) :- channel(E,size), type(E,nominal). + +% @constraint Do not use size when data is negative as size implies that data is positive. +hard(size_negative,E) :- channel(E,size), enc_extent(E,MIN,MAX), MIN < 0, MAX > 0. + +% === Across encodings and between encodings and marks === + +% @constraint Cannot use single channels twice. +hard(repeat_channel,C):- single_channel(C), 2 { channel(_,C) }. + +% @constraint There has to be at least one encoding. Otherwise, the visualization doesn't show anything. +hard(no_encodings) :- not encoding(_). + +% @constraint Row and column require discrete. +hard(row_or_column_c) :- channel_continuous(row;column). + +% @constraint Don't use row without y. Just using y is simpler. +hard(row_no_y) :- channel(_,row), not channel(_,y). + +% @constraint Don't use column without x. Just using x is simpler. +hard(column_no_x) :- channel(_,column), not channel(_,x). + +% @constraint All encodings (if they have a channel) require field except if we have a count aggregate. +hard(encoding_no_field_and_not_count,E) :- not field(E,_), not aggregate(E,count), encoding(E). + +% @constraint Count should not have a field. Having a field doesn't make a difference. +hard(count_with_field,E) :- aggregate(E,count), field(E,_). + +% @constraint Text mark requires text channel. +hard(text_mark_without_text_channel) :- mark(text), not channel(_,text). + +% @constraint Text channel requires text mark. +hard(text_channel_without_text_mark) :- channel(_,text), not mark(text). + +% @constraint Point, tick, and bar require x or y channel. +hard(point_tick_bar_without_x_or_y) :- mark(point;tick;bar), not channel(_,x), not channel(_,y). + +% @constraint Line and area require x and y channel. +hard(line_area_without_x_y) :- mark(line;area), not channel(_,(x;y)). + +% @constraint Line and area cannot have two discrete. +hard(line_area_with_discrete) :- mark(line;area), channel_discrete(x), channel_discrete(y). + +% @constraint Bar and tick cannot have both x and y continuous. +hard(bar_tick_continuous_x_y) :- mark(bar;tick), channel_continuous(x), channel_continuous(y). + +% @constraint Bar, tick, line, area require some continuous variable on x or y. +hard(bar_tick_area_line_without_continuous_x_y) :- mark(bar;tick;area;line), not channel_continuous(x), not channel_continuous(y). + +% @constraint Bar and area mark requires scale of continuous to start at zero. +hard(bar_area_without_zero) :- mark(bar;area), channel(E,x), orientation(horizontal), not zero(E). +hard(bar_area_without_zero) :- mark(bar;area), channel(E,y), orientation(vertical), not zero(E). + +% @constraint Shape channel requires point mark. +hard(shape_without_point) :- channel(_,shape), not mark(point). + +% @constraint Size only works with some marks. Vega-Lite can also size lines, and ticks but that would violate best practices. +hard(size_without_point_text) :- channel(_,size), not mark(point), not mark(text). + +% @constraint Detail requires aggregation. Detail adds a field to the group by. Detail could also be used to add information to tooltips. We may remove this later. +hard(detail_without_agg) :- channel(_,detail), not aggregate(_,_). + +% @constraint Do not use log for bar or area mark as they are often misleading. We may remove this rule in the future. +hard(area_bar_with_log) :- mark(bar;area), log(E), channel(E,(x;y)). + +% @constraint Rect mark needs discrete x and y. +hard(rect_without_d_d) :- mark(rect), not is_d_d. + +% @constraint Don't use the same field on x and y. +hard(same_field_x_and_y) :- { field(E,F) : channel(E,x); field(E,F) : channel(E,y) } >= 2, field(F). + +% @constraint Don't use count on x and y. +hard(count_on_x_and_y):- channel(EX,x), channel(EY,y), aggregate(EX,count), aggregate(EY,count). + +% @constraint If we use aggregation, then all continuous fields need to be aggeragted. +hard(aggregate_not_all_continuous):- aggregate(_,_), continuous(E), not aggregate(E,_). + +% @constraint Don't use count twice. +hard(count_twice) :- { aggregate(_,count) } = 2. + +% === Global properties === + +% @constraint Bars and area cannot overlap. +hard(bar_area_overlap) :- mark(bar;area), overlap. + +% @constraint Rects shouldn't overlap. They are used for dioscrete heatmaps. +hard(rect_overlap) :- mark(rect), overlap. + +% == Stacking == + +% @constraint Only use stacking for bar and area. +hard(stack_without_bar_area) :- stack(_), not mark(bar), not mark(area). + +% @constraint Don't stack if aggregation is not summative (summative are count, sum, distinct, valid, missing). +hard(stack_without_summative_agg,E,A) :- stack(E,_), aggregate(E,A), not summative_aggregate_op(A). + +% @constraint Need to stack if we use bar, area with discrete color. +hard(no_stack_with_bar_area_discrete_color,E) :- mark(bar;area), channel(E,color), discrete(E), not stack(_). + +% @constraint Can only use stack if we also use discrete color, or detail. +hard(stack_without_discrete_color_or_detail) :- stack(_), not channel_discrete(color), not channel(_,detail). + +% @constraint If we use stack and detail, we also have to use quantitative color. +hard(stack_detail_without_q_color) :- stack(_), channel(_,detail), not channel(_,color). +hard(stack_detail_without_q_color,E) :- stack(_), channel(_,detail), channel(E,color), not aggregate(E,_). + +% @constraint Stack can only be on continuous. +hard(stack_discrete,E) :- stack(E,_), discrete(E). + +% @constraint Stack can only be on x or y. +hard(stack_without_x_y,E) :- stack(E,_), not channel(E,x), not channel(E,y). + +% @constraint Cannot use non positional continuous with stack unless it's aggregated. +hard(stack_with_non_positional_non_agg,E,C) :- stack(_), non_positional(C), channel(E,C), not aggregate(E,_), continuous(E). + +% @constraint Vega-Lite currently supports 8 shapes. +hard(shape_with_cardinality_gt_eight,E,C) :- channel(E,shape), enc_cardinality(E,C), C > 8. + +% @constraint At most 20 categorical colors. +hard(color_with_cardinality_gt_twenty,E,C) :- channel(E,color), discrete(E), enc_cardinality(E,C), C > 20. + +% === Type checks === + +% @constraint Check mark. +hard(invalid_mark,M) :- mark(M), not marktype(M). + +% @constraint Check types of encoding properties. +hard(invalid_channel,C) :- channel(_,C), not channel(C). +hard(invalid_field,F) :- field(_,F), not field(F). +hard(invalid_type,T) :- type(_,T), not type(T). +hard(invalid_agg,A) :- aggregate(_,A), not aggregate_op(A). +hard(invalid_bin,B) :- bin(_,B), not B >= 0. % @constraint Bin has to be a natural number. + +% @constraint Fieldtype has to be primitive type. +hard(invalid_fieldtype,T) :- fieldtype(_,T), not primitive_type(T). + +% @constraint Task has to be one of the tasks. +hard(invalid_task,T) :- task(T), not tasks(T). + +% @constraint Num_rows has to be larger than 0. +hard(invalid_num_rows,S) :- num_rows(S), S < 0. + +% @constraint Cardinality has to be larger than 0. +hard(invalid_cardinality,C) :- cardinality(_,C), C < 0. + +% @constraint Entropy has to be positive. +hard(invalid_entropy,E) :- entropy(_,E), E < 0. + +% @constraint Extent only allowed for numbers (for now). +hard(invalid_extent_non_number,F) :- extent(F,_,_), not fieldtype(F,number). + +% @constraint Order has to be correct. +hard(invalid_extent_order,MIN,MAX):- extent(_,MIN,MAX), MIN > MAX. + +% @constraint The name of a field cannot be the name of an encoding. This is to prevent errors coming from the shortcuts in define.lp. +hard(encoding_field_same_name,N) :- encoding(N), field(N). + +`; + +export const HARD_INTEGRITY: string = `:- hard(_). +:- hard(_,_). +:- hard(_,_,_). + +`; + +export const SOFT: string = `% After adding a soft constraint to this file, make sure to update 'weights.lp' and run 'process_softs.py'.. + +% ====== Preferences ====== + +% @constraint Prefer to use raw (no aggregate). +soft(aggregate,E) :- aggregate(E,_). + +% @constraint Prefer to not bin. +soft(bin,E) :- bin(E,_). + +% @constraint Prefer binning with at most 12 buckets. +soft(bin_high,E) :- bin(E,B), B > 12. + +% @constraint Prefer binning with more than 7 buckets. +soft(bin_low,E) :- bin(E,B), B <= 7. + +% @constraint Prefer to use fewer encodings. +soft(encoding,E) :- encoding(E). + +% @constraint Prefer to use fewer encodings with fields (count does not have a field). +soft(encoding_field,E) :- encoding(E), field(E,_). + +% @constraint Prefer not to use the same field twice. +soft(same_field_2,F) :- field(F), { field(_,F) } = 2. + +% @constraint Prefer not to use the same field three or more times. +% @weight {16} +soft(same_field_gte3,F) :- field(F), { field(_,F) } >= 3. +% @end + +% @constraint Prefer not to use count more than once. +soft(count_twice) :- { aggregate(_,count) } = 2. + +% @constraint Shape channel should not have too high cardinality. +soft(shape_cardinality,E) :- channel(E,shape), discrete_cardinality(E,C), C > 5. + +% @constraint Numbers should not be nominal. +soft(number_nominal,E) :- type(E,nominal), field(E,F), fieldtype(F,number). + +% @constraint Binned quantitative field should not have too low cardinality. +soft(bin_cardinality,E) :- type(E,quantitative), bin(E,_), enc_cardinality(E,C), C < 15. + +% @constraint Prefer quantitative for bin. +soft(quant_bin,E) :- bin(E,_), not type(E,quantitative). + +% @constraint Plots with only nominal, ordinal, binned q, or t with time unit should add either an aggregation (e.g. count) or a quantitative field. +soft(only_discrete) :- not continuous(_). + +% @constraint Prefer not to use multiple non-positional encoding channels. +soft(multiple_non_pos) :- {channel(_,C): non_positional(C)} > 1. + +% @constraint Prefer not to use non-positional channels until all positional channels are used. +soft(non_positional_pref) :- channel(_,C), non_positional(C), not channel(_,(x;y)). + +% @constraint Aggregate plots should not use raw continuous as group by. +soft(aggregate_group_by_raw,E) :- aggregate(_,_), continuous(E), not aggregate(E,_). + +% @constraint Aggregate should also have a discrete encoding to group by. +soft(agg_dim) :- aggregate(_,_), not discrete(_). + +% @constraint Prefer not to use plot with both x and y discrete and no aggregate as it leads to occlusion. +soft(x_y_raw,E) :- channel(EX,x), discrete(EX), channel(EY,y), discrete(EY), not aggregate(E,_), continuous(E). + +% @constraint Prefer not to use log scale. +soft(log,E) :- log(E). + +% @constraint Prefer to include zero for continuous (binned doesn't need zero). +soft(zero,E) :- continuous(E), not zero(E). + +% @constraint Prefer zero size (even when binned). +soft(zero_size) :- channel(E,size), not zero(E). + +% @constraint Prefer zero positional. +soft(zero_positional) :- continuous(E), channel(E,(x;y)), not zero(E). + +% @constraint Prefer not to use zero when the difference between min and max is larger than distance to 0. +soft(zero_skew) :- enc_extent(E,MIN,MAX), EX = MAX - MIN, |MAX| > EX, |MIN| > EX, zero(E). + +% @constraint Do not include zero when the range of data includes zero. +soft(includes_zero) :- zero(E), extent(E,MIN,MAX), MIN < 0, MAX > 0. + +% @constraint Prefer to use only x instead of only y. +soft(only_x) :- channel(_,y), not channel(_,x). + +% @constraint Chart orientation for bar and tick (with and without bin). Binned fields have short labels if they are quantitative while otherwise labels can be long. +soft(orientation_binned) :- bin(E,_), type(E,quantitative), not channel(E,x). + +% @constraint Prefer not to use ordinal for fields with high cardinality. +soft(high_cardinality_ordinal,E) :- type(E,ordinal), discrete_cardinality(E,C), C > 30. + +% @constraint Prefer not to use nominal for fields with high cardinality. +soft(high_cardinality_nominal,E) :- type(E,nominal), enc_cardinality(E,C), C > 12. + +% @constraint Prefer not to use high cardinality nominal for color. +soft(high_cardinality_nominal_color,E) :- type(E,nominal), channel(E,color), enc_cardinality(E,C), C > 10. + +% @constraint Avoid high cardinality on x or column as it causes horizontal scrolling. +soft(horizontal_scrolling,E) :- channel(E,x), discrete_cardinality(E,C), C > 50. +soft(horizontal_scrolling,E) :- channel(E,columm), discrete_cardinality(E,C), C > 5. + +% @constraint Prefer to use temporal type with dates. +soft(temporal_date,E) :- field(E,F), fieldtype(F,datetime), not type(E,temporal). + +% @constraint Prefer quantitative for numbers with high cardinality. +soft(quantitative_numbers) :- field(E,F), fieldtype(F,number), cardinality(F,C), C > 20, not bin(E,_), not type(E,quantitative). + +% @constraint Overplotting. Prefer not to use x and y for continuous with high cardinality and low entropy without aggregation because the points will overplot. +soft(position_entropy,E) :- channel(E,(x;y)), continuous(E), enc_cardinality(E,C), C > 100, enc_entropy(E,EN), EN <= 12, not aggregate(E,_). + +% @constraint Prefer not to use size when the cardinality is large on x or y. +soft(high_cardinality_size,E) :- continuous(E), channel(_,size), enc_cardinality(E,C), C > 100, channel(E,(x;y)). + +% @constraint Prefer not to aggregate for value tasks. +soft(value_agg) :- task(value), aggregate(_,_). + +% @constraint Prefer not to use row and column for summary tasks as it makes it difficult to compare. +soft(facet_summary,E) :- task(summary), channel(E,row). + +% @constraint Positional interactions as suggested by Kim et al. +soft(x_row) :- channel(_,x), channel(_,row). + +% @constraint Positional interactions as suggested by Kim et al. +soft(y_row) :- channel(_,y), channel(_,row). + +% @constraint Positional interactions as suggested by Kim et al. +soft(x_column) :- channel(_,x), channel(_,column). + +% @constraint Positional interactions as suggested by Kim et al. +soft(y_column) :- channel(_,y), channel(_,column). + +% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. +soft(color_entropy_high, E) :- channel(E,color), enc_entropy(E,EN), EN > 12, type(E,quantitative), enc_interesting(E). + +% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. +soft(color_entropy_low, E) :- channel(E,color), enc_entropy(E,EN), EN <= 12, type(E,quantitative), enc_interesting(E). + +% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. +soft(size_entropy_high, E) :- channel(E,size), enc_entropy(E,EN), EN > 12, type(E,quantitative), enc_interesting(E). + +% @constraint Entropy, primary quantitaty interactions as suggested by Kim et al. +soft(size_entropy_low, E) :- channel(E,size), enc_entropy(E,EN), EN <= 12, type(E,quantitative), enc_interesting(E). + +% @constraint Prefer not to use continuous on x, discrete on y, and column. +soft(c_d_column) :- channel_continuous(x), channel_discrete(y), channel(_,column). + +% @constraint Prefer time on x. +soft(temporal_y) :- type(E,temporal), not channel(E,x). + +% @constraint Prefer not to overlap with DxD. +soft(d_d_overlap) :- is_d_d, overlap. + +% ====== Rankings ====== +% === Data Types === + +% @constraint Prefer quantitative > ordinal > nominal. +soft(type_q,E) :- type(E,quantitative). + +% @constraint Prefer quantitative > ordinal > nominal. +soft(type_o,E) :- type(E,ordinal). + +% @constraint Prefer quantitative > ordinal > nominal. +soft(type_n,E) :- type(E,nominal). + +% === Mark types === + +% @constraint Continuous by continuous for point mark. +soft(c_c_point) :- is_c_c, mark(point). + +% @constraint Continuous by continuous for line mark. +soft(c_c_line) :- is_c_c, mark(line). + +% @constraint Continuous by continuous for area mark. +soft(c_c_area) :- is_c_c, mark(area). + +% @constraint Continuous by continuous for text mark. +soft(c_c_text) :- is_c_c, mark(text). + +% @constraint Continuous by continuous for tick mark. +soft(c_c_tick) :- is_c_c, mark(tick). + +% @constraint Continuous by discrete for point mark. +soft(c_d_point) :- is_c_d, not no_overlap, mark(point). + +% @constraint Continuous by discrete for bar mark. +soft(c_d_bar) :- is_c_d, not no_overlap, mark(bar). + +% @constraint Continuous by discrete for line mark. +soft(c_d_line) :- is_c_d, not no_overlap, mark(line). + +% @constraint Continuous by discrete for area mark. +soft(c_d_area) :- is_c_d, not no_overlap, mark(area). + +% @constraint Continuous by discrete for text mark. +soft(c_d_text) :- is_c_d, not no_overlap, mark(text). + +% @constraint Continuous by discrete for tick mark. +soft(c_d_tick) :- is_c_d, not no_overlap, mark(tick). + +% @constraint Continuous by discrete for point mark with no overlap. +soft(c_d_no_overlap_point) :- is_c_d, no_overlap, mark(point). + +% @constraint Continuous by discrete for bar mark with no overlap. +soft(c_d_no_overlap_bar) :- is_c_d, no_overlap, mark(bar). + +% @constraint Continuous by discrete for line mark with no overlap. +soft(c_d_no_overlap_line) :- is_c_d, no_overlap, mark(line). + +% @constraint Continuous by discrete for area mark with no overlap. +soft(c_d_no_overlap_area) :- is_c_d, no_overlap, mark(area). + +% @constraint Continuous by discrete for text mark with no overlap. +soft(c_d_no_overlap_text) :- is_c_d, no_overlap, mark(text). + +% @constraint Continuous by discrete for tick mark with no overlap. +soft(c_d_no_overlap_tick) :- is_c_d, no_overlap, mark(tick). + +% @constraint Discrete by discrete for point mark. +soft(d_d_point) :- is_d_d, mark(point). + +% @constraint Discrete by discrete for point mark. +soft(d_d_text) :- is_d_d, mark(text). + +% @constraint Discrete by discrete for point mark. +soft(d_d_rect) :- is_d_d, mark(rect). + +% === Channel rankings à la APT === + +% @constraint Continuous on x channel. +soft(continuous_x,E) :- channel(E,x), continuous(E). + +% @constraint Continuous on y channel. +soft(continuous_y,E) :- channel(E,y), continuous(E). + +% @constraint Continuous on color channel. +soft(continuous_color,E) :- channel(E,color), continuous(E). + +% @constraint Continuous on size channel. +soft(continuous_size,E) :- channel(E,size), continuous(E). + +% @constraint Continuous on text channel. +soft(continuous_text,E) :- channel(E,text), continuous(E). + +% @constraint Ordered on x channel. +soft(ordered_x,E) :- channel(E,x), discrete(E), not type(E,nominal). + +% @constraint Ordered on y channel. +soft(ordered_y,E) :- channel(E,y), discrete(E), not type(E,nominal). + +% @constraint Ordered on color channel. +soft(ordered_color,E) :- channel(E,color), discrete(E), not type(E,nominal). + +% @constraint Ordered on size channel. +soft(ordered_size,E) :- channel(E,size), discrete(E), not type(E,nominal). + +% @constraint Ordered on text channel. +soft(ordered_text,E) :- channel(E,text), discrete(E), not type(E,nominal). + +% @constraint Ordered on row channel. +soft(ordered_row,E) :- channel(E,row), discrete(E), not type(E,nominal). + +% @constraint Ordered on column channel. +soft(ordered_column,E) :- channel(E,column), discrete(E), not type(E,nominal). + +% @constraint Nominal on x channel. +soft(nominal_x,E) :- channel(E,x), type(E,nominal). + +% @constraint Nominal on y channel. +soft(nominal_y,E) :- channel(E,y), type(E,nominal). + +% @constraint Nominal on color channel. +soft(nominal_color,E) :- channel(E,color), type(E,nominal). + +% @constraint Nominal on shape channel. +soft(nominal_shape,E) :- channel(E,shape), type(E,nominal). + +% @constraint Nominal on text channel. +soft(nominal_text,E) :- channel(E,text), type(E,nominal). + +% @constraint Nominal on row channel. +soft(nominal_row,E) :- channel(E,row), type(E,nominal). + +% @constraint Nominal on column channel. +soft(nominal_column,E) :- channel(E,column), type(E,nominal). + +% @constraint Nominal on detail channel. +soft(nominal_detail,E) :- channel(E,detail), type(E,nominal). + +% @constraint Interesting on x channel. +soft(interesting_x,E) :- channel(E,x), enc_interesting(E). + +% @constraint Interesting on y channel. +soft(interesting_y,E) :- channel(E,y), enc_interesting(E). + +% @constraint Interesting on color channel. +soft(interesting_color,E) :- channel(E,color), enc_interesting(E). + +% @constraint Interesting on size channel. +soft(interesting_size,E) :- channel(E,size), enc_interesting(E). + +% @constraint Interesting on shape channel. +soft(interesting_shape,E) :- channel(E,shape), enc_interesting(E). + +% @constraint Interesting on text channel. +soft(interesting_text,E) :- channel(E,text), enc_interesting(E). + +% @constraint Interesting on row channel. +soft(interesting_row,E) :- channel(E,row), enc_interesting(E). + +% @constraint Interesting on column channel. +soft(interesting_column,E) :- channel(E,column), enc_interesting(E). + +% @constraint Interesting on detail channel. +soft(interesting_detail,E) :- channel(E,detail), enc_interesting(E). + +% === Aggregations === + +% @constraint Count as aggregate op. +soft(aggregate_count,E) :- aggregate(E,count). + +% @constraint Sum as aggregate op. +soft(aggregate_sum,E) :- aggregate(E,sum). + +% @constraint Mean as aggregate op. +soft(aggregate_mean,E) :- aggregate(E,mean). + +% @constraint Median as aggregate op. +soft(aggregate_median,E) :- aggregate(E,median). + +% @constraint Min as aggregate op. +soft(aggregate_min,E) :- aggregate(E,min). + +% @constraint Max as aggregate op. +soft(aggregate_max,E) :- aggregate(E,max). + +% @constraint Standard Deviation as aggregate op. +soft(aggregate_stdev,E) :- aggregate(E,stdev). + +% === Stack === + +% @constraint Zero base for stack op. +soft(stack_zero) :- stack(zero). + +% @constraint Normalize between groupbys as stack op. +soft(stack_normalize) :- stack(normalize). + +% === Task - marktype correlations === + +% @constraint Point mark for value tasks. +soft(value_point) :- task(value), mark(point). + +% @constraint Bar mark for value tasks. +soft(value_bar) :- task(value), mark(bar). + +% @constraint Line mark for value tasks. +soft(value_line) :- task(value), mark(line). + +% @constraint Area mark for value tasks. +soft(value_area) :- task(value), mark(area). + +% @constraint Text mark for value tasks. +soft(value_text) :- task(value), mark(text). + +% @constraint Tick mark for value tasks. +soft(value_tick) :- task(value), mark(tick). +% @end + +% @constraint Rect mark for value tasks. +soft(value_rect) :- task(value), mark(rect). + +% @constraint Point mark for summary tasks. +soft(summary_point) :- task(summary), mark(point). + +% @constraint Bar mark for summary tasks. +soft(summary_bar) :- task(summary), mark(bar). + +% @constraint Line mark for summary tasks. +soft(summary_line) :- task(summary), mark(line). + +% @constraint Area mark for summary tasks. +soft(summary_area) :- task(summary), mark(area). + +% @constraint Text mark for summary tasks. +soft(summary_text) :- task(summary), mark(text). + +% @constraint Tick mark for summary tasks. +soft(summary_tick) :- task(summary), mark(tick). + +% @constraint Rect mark for summary tasks. +soft(summary_rect) :- task(summary), mark(rect). + +% === Task - channel correlations === + +% @constraint Continuous x for value tasks. +soft(value_continuous_x,E) :- task(value), channel(E,x), continuous(E), enc_interesting(E). + +% @constraint Continuous y for value tasks. +soft(value_continuous_y,E) :- task(value), channel(E,y), continuous(E), enc_interesting(E). + +% @constraint Continuous color for value tasks. +soft(value_continuous_color,E) :- task(value), channel(E,color), continuous(E), enc_interesting(E). + +% @constraint Continuous size for value tasks. +soft(value_continuous_size,E) :- task(value), channel(E,size), continuous(E), enc_interesting(E). + +% @constraint Continuous text for value tasks. +soft(value_continuous_text,E) :- task(value), channel(E,text), continuous(E), enc_interesting(E). + +% @constraint Discrete x for value tasks. +soft(value_discrete_x,E) :- task(value), channel(E,x), discrete(E), enc_interesting(E). + +% @constraint Discrete y for value tasks. +soft(value_discrete_y,E) :- task(value), channel(E,y), discrete(E), enc_interesting(E). + +% @constraint Discrete color for value tasks. +soft(value_discrete_color,E) :- task(value), channel(E,color), discrete(E), enc_interesting(E). + +% @constraint Discrete shape for value tasks. +soft(value_discrete_shape,E) :- task(value), channel(E,shape), discrete(E), enc_interesting(E). + +% @constraint Discrete size for value tasks. +soft(value_discrete_size,E) :- task(value), channel(E,size), discrete(E), enc_interesting(E). + +% @constraint Discrete text for value tasks. +soft(value_discrete_text,E) :- task(value), channel(E,text), discrete(E), enc_interesting(E). + +% @constraint Discrete row for value tasks. +soft(value_discrete_row,E) :- task(value), channel(E,row), discrete(E), enc_interesting(E). + +% @constraint Discrete column for value tasks. +soft(value_discrete_column,E) :- task(value), channel(E,column), discrete(E), enc_interesting(E). + +% @constraint Continuous x for summary tasks. +soft(summary_continuous_x,E) :- task(summary), channel(E,x), continuous(E), enc_interesting(E). + +% @constraint Continuous y for summary tasks. +soft(summary_continuous_y,E) :- task(summary), channel(E,y), continuous(E), enc_interesting(E). + +% @constraint Continuous color for summary tasks. +soft(summary_continuous_color,E) :- task(summary), channel(E,color), continuous(E), enc_interesting(E). + +% @constraint Continuous size for summary tasks. +soft(summary_continuous_size,E) :- task(summary), channel(E,size), continuous(E), enc_interesting(E). + +% @constraint Continuous text for summary tasks. +soft(summary_continuous_text,E) :- task(summary), channel(E,text), continuous(E), enc_interesting(E). + +% @constraint Discrete x for summary tasks. +soft(summary_discrete_x,E) :- task(summary), channel(E,x), discrete(E), enc_interesting(E). + +% @constraint Discrete y for summary tasks. +soft(summary_discrete_y,E) :- task(summary), channel(E,y), discrete(E), enc_interesting(E). + +% @constraint Discrete color for summary tasks. +soft(summary_discrete_color,E) :- task(summary), channel(E,color), discrete(E), enc_interesting(E). + +% @constraint Discrete shape for summary tasks. +soft(summary_discrete_shape,E) :- task(summary), channel(E,shape), discrete(E), enc_interesting(E). + +% @constraint Discrete size for summary tasks. +soft(summary_discrete_size,E) :- task(summary), channel(E,size), discrete(E), enc_interesting(E). + +% @constraint Discrete text for summary tasks. +soft(summary_discrete_text,E) :- task(summary), channel(E,text), discrete(E), enc_interesting(E). + +% @constraint Discrete row for summary tasks. +soft(summary_discrete_row,E) :- task(summary), channel(E,row), discrete(E), enc_interesting(E). + +% @constraint Discrete column for summary tasks. +soft(summary_discrete_column,E) :- task(summary), channel(E,column), discrete(E), enc_interesting(E). + +`; + +export const WEIGHTS: string = `% Weights as constants + +#const type_q_weight = 0. +#const type_o_weight = 1. +#const type_n_weight = 2. +#const aggregate_weight = 1. +#const bin_weight = 2. +#const bin_high_weight = 10. +#const bin_low_weight = 6. +#const encoding_weight = 0. +#const encoding_field_weight = 6. +#const same_field_2_weight = 8. +#const same_field_gte3_weight = 16. +#const count_twice_weight = 50. +#const shape_cardinality_weight = 5. +#const number_nominal_weight = 10. +#const bin_cardinality_weight = 5. +#const quant_bin_weight = 1. +#const agg_dim_weight = 2. +#const only_discrete_weight = 30. +#const multiple_non_pos_weight = 3. +#const non_positional_pref_weight = 10. +#const aggregate_group_by_raw_weight = 3. +#const x_y_raw_weight = 1. +#const log_weight = 1. +#const zero_weight = 1. +#const zero_size_weight = 3. +#const zero_positional_weight = 1. +#const zero_skew_weight = 5. +#const includes_zero_weight = 10. + +#const only_x_weight = 1. +#const orientation_binned_weight = 1. +#const high_cardinality_ordinal_weight = 10. +#const high_cardinality_nominal_weight = 10. +#const high_cardinality_nominal_color_weight = 10. +#const horizontal_scrolling_weight = 20. +#const temporal_date_weight = 1. +#const quantitative_numbers_weight = 2. +#const position_entropy_weight = 2. +#const high_cardinality_size_weight = 1. +#const value_agg_weight = 1. +#const facet_summary_weight = 0. +#const x_row_weight = 1. +#const y_row_weight = 1. +#const x_column_weight = 1. +#const y_column_weight = 1. +#const color_entropy_high_weight = 0. +#const color_entropy_low_weight = 0. +#const size_entropy_high_weight = 0. +#const size_entropy_low_weight = 0. + +#const c_d_column_weight = 5. +#const temporal_y_weight = 1. +#const d_d_overlap_weight = 20. + +#const c_c_point_weight = 0. +#const c_c_line_weight = 20. +#const c_c_area_weight = 20. +#const c_c_text_weight = 2. +#const c_c_tick_weight = 5. + +#const c_d_point_weight = 10. +#const c_d_bar_weight = 20. +#const c_d_line_weight = 20. +#const c_d_area_weight = 20. +#const c_d_text_weight = 50. +#const c_d_tick_weight = 0. + +#const c_d_no_overlap_point_weight = 20. +#const c_d_no_overlap_bar_weight = 0. +#const c_d_no_overlap_line_weight = 20. +#const c_d_no_overlap_area_weight = 20. +#const c_d_no_overlap_text_weight = 30. +#const c_d_no_overlap_tick_weight = 25. + +#const d_d_point_weight = 0. +#const d_d_text_weight = 1. +#const d_d_rect_weight = 0. + +#const continuous_x_weight = 0. +#const continuous_y_weight = 0. +#const continuous_color_weight = 10. +#const continuous_size_weight = 1. +#const continuous_text_weight = 20. + +#const ordered_x_weight = 1. +#const ordered_y_weight = 0. +#const ordered_color_weight = 8. +#const ordered_size_weight = 10. +#const ordered_text_weight = 32. +#const ordered_row_weight = 10. +#const ordered_column_weight = 10. + +#const nominal_x_weight = 3. +#const nominal_y_weight = 0. +#const nominal_color_weight = 10. +#const nominal_shape_weight = 11. +#const nominal_text_weight = 12. +#const nominal_row_weight = 7. +#const nominal_column_weight = 10. +#const nominal_detail_weight = 20. + +#const interesting_x_weight = 0. +#const interesting_y_weight = 1. +#const interesting_color_weight = 2. +#const interesting_size_weight = 2. +#const interesting_shape_weight = 3. +#const interesting_text_weight = 6. +#const interesting_row_weight = 6. +#const interesting_column_weight = 7. +#const interesting_detail_weight = 20. + +#const aggregate_count_weight = 0. +#const aggregate_sum_weight = 2. +#const aggregate_mean_weight = 1. +#const aggregate_median_weight = 3. +#const aggregate_min_weight = 4. +#const aggregate_max_weight = 4. +#const aggregate_stdev_weight = 5. + +#const value_point_weight = 0. +#const value_bar_weight = 0. +#const value_line_weight = 0. +#const value_area_weight = 0. +#const value_text_weight = 0. +#const value_tick_weight = 0. +#const value_rect_weight = 0. +#const summary_point_weight = 0. +#const summary_bar_weight = 0. +#const summary_line_weight = 0. +#const summary_area_weight = 0. +#const summary_text_weight = 0. +#const summary_tick_weight = 0. +#const summary_rect_weight = 0. + +#const value_continuous_x_weight = 0. +#const value_continuous_y_weight = 0. +#const value_continuous_color_weight = 0. +#const value_continuous_size_weight = 0. +#const value_continuous_text_weight = 0. +#const value_discrete_x_weight = 0. +#const value_discrete_y_weight = 0. +#const value_discrete_color_weight = 0. +#const value_discrete_shape_weight = 0. +#const value_discrete_size_weight = 0. +#const value_discrete_text_weight = 0. +#const value_discrete_row_weight = 0. +#const value_discrete_column_weight = 0. +#const summary_continuous_x_weight = 0. +#const summary_continuous_y_weight = 0. +#const summary_continuous_color_weight = 0. +#const summary_continuous_size_weight = 0. +#const summary_continuous_text_weight = 0. +#const summary_discrete_x_weight = 0. +#const summary_discrete_y_weight = 0. +#const summary_discrete_color_weight = 0. +#const summary_discrete_shape_weight = 0. +#const summary_discrete_size_weight = 0. +#const summary_discrete_text_weight = 0. +#const summary_discrete_row_weight = 0. +#const summary_discrete_column_weight = 0. + +#const stack_zero_weight = 0. +#const stack_normalize_weight = 1. + +`; + +export const ASSIGN_WEIGHTS: string = `%% GENERATED FILE. DO NOT EDIT. + +soft_weight(type_q,type_q_weight). +soft_weight(type_o,type_o_weight). +soft_weight(type_n,type_n_weight). +soft_weight(aggregate,aggregate_weight). +soft_weight(bin,bin_weight). +soft_weight(bin_high,bin_high_weight). +soft_weight(bin_low,bin_low_weight). +soft_weight(encoding,encoding_weight). +soft_weight(encoding_field,encoding_field_weight). +soft_weight(same_field_2,same_field_2_weight). +soft_weight(same_field_gte3,same_field_gte3_weight). +soft_weight(count_twice,count_twice_weight). +soft_weight(shape_cardinality,shape_cardinality_weight). +soft_weight(number_nominal,number_nominal_weight). +soft_weight(bin_cardinality,bin_cardinality_weight). +soft_weight(quant_bin,quant_bin_weight). +soft_weight(agg_dim,agg_dim_weight). +soft_weight(only_discrete,only_discrete_weight). +soft_weight(multiple_non_pos,multiple_non_pos_weight). +soft_weight(non_positional_pref,non_positional_pref_weight). +soft_weight(aggregate_group_by_raw,aggregate_group_by_raw_weight). +soft_weight(x_y_raw,x_y_raw_weight). +soft_weight(log,log_weight). +soft_weight(zero,zero_weight). +soft_weight(zero_size,zero_size_weight). +soft_weight(zero_positional,zero_positional_weight). +soft_weight(zero_skew,zero_skew_weight). +soft_weight(includes_zero,includes_zero_weight). +soft_weight(only_x,only_x_weight). +soft_weight(orientation_binned,orientation_binned_weight). +soft_weight(high_cardinality_ordinal,high_cardinality_ordinal_weight). +soft_weight(high_cardinality_nominal,high_cardinality_nominal_weight). +soft_weight(high_cardinality_nominal_color,high_cardinality_nominal_color_weight). +soft_weight(horizontal_scrolling,horizontal_scrolling_weight). +soft_weight(temporal_date,temporal_date_weight). +soft_weight(quantitative_numbers,quantitative_numbers_weight). +soft_weight(position_entropy,position_entropy_weight). +soft_weight(high_cardinality_size,high_cardinality_size_weight). +soft_weight(value_agg,value_agg_weight). +soft_weight(facet_summary,facet_summary_weight). +soft_weight(x_row,x_row_weight). +soft_weight(y_row,y_row_weight). +soft_weight(x_column,x_column_weight). +soft_weight(y_column,y_column_weight). +soft_weight(color_entropy_high,color_entropy_high_weight). +soft_weight(color_entropy_low,color_entropy_low_weight). +soft_weight(size_entropy_high,size_entropy_high_weight). +soft_weight(size_entropy_low,size_entropy_low_weight). +soft_weight(c_d_column,c_d_column_weight). +soft_weight(temporal_y,temporal_y_weight). +soft_weight(d_d_overlap,d_d_overlap_weight). +soft_weight(c_c_point,c_c_point_weight). +soft_weight(c_c_line,c_c_line_weight). +soft_weight(c_c_area,c_c_area_weight). +soft_weight(c_c_text,c_c_text_weight). +soft_weight(c_c_tick,c_c_tick_weight). +soft_weight(c_d_point,c_d_point_weight). +soft_weight(c_d_bar,c_d_bar_weight). +soft_weight(c_d_line,c_d_line_weight). +soft_weight(c_d_area,c_d_area_weight). +soft_weight(c_d_text,c_d_text_weight). +soft_weight(c_d_tick,c_d_tick_weight). +soft_weight(c_d_no_overlap_point,c_d_no_overlap_point_weight). +soft_weight(c_d_no_overlap_bar,c_d_no_overlap_bar_weight). +soft_weight(c_d_no_overlap_line,c_d_no_overlap_line_weight). +soft_weight(c_d_no_overlap_area,c_d_no_overlap_area_weight). +soft_weight(c_d_no_overlap_text,c_d_no_overlap_text_weight). +soft_weight(c_d_no_overlap_tick,c_d_no_overlap_tick_weight). +soft_weight(d_d_point,d_d_point_weight). +soft_weight(d_d_text,d_d_text_weight). +soft_weight(d_d_rect,d_d_rect_weight). +soft_weight(continuous_x,continuous_x_weight). +soft_weight(continuous_y,continuous_y_weight). +soft_weight(continuous_color,continuous_color_weight). +soft_weight(continuous_size,continuous_size_weight). +soft_weight(continuous_text,continuous_text_weight). +soft_weight(ordered_x,ordered_x_weight). +soft_weight(ordered_y,ordered_y_weight). +soft_weight(ordered_color,ordered_color_weight). +soft_weight(ordered_size,ordered_size_weight). +soft_weight(ordered_text,ordered_text_weight). +soft_weight(ordered_row,ordered_row_weight). +soft_weight(ordered_column,ordered_column_weight). +soft_weight(nominal_x,nominal_x_weight). +soft_weight(nominal_y,nominal_y_weight). +soft_weight(nominal_color,nominal_color_weight). +soft_weight(nominal_shape,nominal_shape_weight). +soft_weight(nominal_text,nominal_text_weight). +soft_weight(nominal_row,nominal_row_weight). +soft_weight(nominal_column,nominal_column_weight). +soft_weight(nominal_detail,nominal_detail_weight). +soft_weight(interesting_x,interesting_x_weight). +soft_weight(interesting_y,interesting_y_weight). +soft_weight(interesting_color,interesting_color_weight). +soft_weight(interesting_size,interesting_size_weight). +soft_weight(interesting_shape,interesting_shape_weight). +soft_weight(interesting_text,interesting_text_weight). +soft_weight(interesting_row,interesting_row_weight). +soft_weight(interesting_column,interesting_column_weight). +soft_weight(interesting_detail,interesting_detail_weight). +soft_weight(aggregate_count,aggregate_count_weight). +soft_weight(aggregate_sum,aggregate_sum_weight). +soft_weight(aggregate_mean,aggregate_mean_weight). +soft_weight(aggregate_median,aggregate_median_weight). +soft_weight(aggregate_min,aggregate_min_weight). +soft_weight(aggregate_max,aggregate_max_weight). +soft_weight(aggregate_stdev,aggregate_stdev_weight). +soft_weight(value_point,value_point_weight). +soft_weight(value_bar,value_bar_weight). +soft_weight(value_line,value_line_weight). +soft_weight(value_area,value_area_weight). +soft_weight(value_text,value_text_weight). +soft_weight(value_tick,value_tick_weight). +soft_weight(value_rect,value_rect_weight). +soft_weight(summary_point,summary_point_weight). +soft_weight(summary_bar,summary_bar_weight). +soft_weight(summary_line,summary_line_weight). +soft_weight(summary_area,summary_area_weight). +soft_weight(summary_text,summary_text_weight). +soft_weight(summary_tick,summary_tick_weight). +soft_weight(summary_rect,summary_rect_weight). +soft_weight(value_continuous_x,value_continuous_x_weight). +soft_weight(value_continuous_y,value_continuous_y_weight). +soft_weight(value_continuous_color,value_continuous_color_weight). +soft_weight(value_continuous_size,value_continuous_size_weight). +soft_weight(value_continuous_text,value_continuous_text_weight). +soft_weight(value_discrete_x,value_discrete_x_weight). +soft_weight(value_discrete_y,value_discrete_y_weight). +soft_weight(value_discrete_color,value_discrete_color_weight). +soft_weight(value_discrete_shape,value_discrete_shape_weight). +soft_weight(value_discrete_size,value_discrete_size_weight). +soft_weight(value_discrete_text,value_discrete_text_weight). +soft_weight(value_discrete_row,value_discrete_row_weight). +soft_weight(value_discrete_column,value_discrete_column_weight). +soft_weight(summary_continuous_x,summary_continuous_x_weight). +soft_weight(summary_continuous_y,summary_continuous_y_weight). +soft_weight(summary_continuous_color,summary_continuous_color_weight). +soft_weight(summary_continuous_size,summary_continuous_size_weight). +soft_weight(summary_continuous_text,summary_continuous_text_weight). +soft_weight(summary_discrete_x,summary_discrete_x_weight). +soft_weight(summary_discrete_y,summary_discrete_y_weight). +soft_weight(summary_discrete_color,summary_discrete_color_weight). +soft_weight(summary_discrete_shape,summary_discrete_shape_weight). +soft_weight(summary_discrete_size,summary_discrete_size_weight). +soft_weight(summary_discrete_text,summary_discrete_text_weight). +soft_weight(summary_discrete_row,summary_discrete_row_weight). +soft_weight(summary_discrete_column,summary_discrete_column_weight). +soft_weight(stack_zero,stack_zero_weight). +soft_weight(stack_normalize,stack_normalize_weight). + +`; + +export const OPTIMIZE: string = `% Minimize the feature weight + +#minimize { W,F,Q: soft_weight(F,W), soft(F,Q); #inf,F,Q: soft(F,Q), not soft_weight(F,_); #inf,F: hard(F); #inf,F,Q: hard(F,Q); #inf,F,Q1,Q2: hard(F,Q1,Q2) }. + +`; + +export const OUTPUT: string = `% ====== Output ====== + +#show data/1. + +#show mark/1. + +#show type/2. +#show channel/2. +#show field/2. +#show aggregate/2. +#show bin/2. +#show stack/2. + +#show log/1. +#show zero/1. + +#show soft/2. + +`; diff --git a/js/src/constraints2json.ts b/js/src/constraints2json.ts deleted file mode 100644 index 99e9ad0..0000000 --- a/js/src/constraints2json.ts +++ /dev/null @@ -1,122 +0,0 @@ -interface Doc { - description: string; -} - -interface Asp { - type: string; - name: string; - asp: string; -} - -export interface Constraint extends Doc, Asp { - weight?: number; -} - -export default function constraints2json(constraintsAsp: string, weightsAsp?: string): Constraint[] { - const constraints = constraintsAsp.match(CONSTRAINT_MATCH); - if (!constraints) { - throw Error('invalid constraints'); - } - - const result = constraints.map( - (s: string): Constraint => { - const doc = getDoc(s); - const asp = getAsp(s); - return { - ...doc, - ...asp, - }; - } - ); - - if (weightsAsp) { - const weights = weightsAsp.match(WEIGHTS_MATCH); - const weightMap = getWeightMap(weights); - - if (!weights) { - throw Error('invalid weights'); - } - - for (const constraint of result) { - const name = constraint.name; - constraint.weight = weightMap[name]; - } - } - - return result; -} - -function getDoc(s: string): Doc { - const docMatch = s.match(DOC_MATCH); - if (docMatch) { - const docString = docMatch[0]; - const descriptionParts = DESCRIPTION_EXTRACT.exec(docString); - - if (descriptionParts) { - return { - description: descriptionParts[1], - }; - } - } - - return null; -} - -function getAsp(s: string): Asp { - const aspMatch = s.match(ASP_MATCH); - if (aspMatch) { - const asp = aspMatch.join('\n'); - const typeExtract = TYPE_EXTRACT.exec(asp); - - if (!typeExtract) { - throw Error(`invalid asp: ${asp}`); - } - const type = typeExtract[1]; - - const nameExtract = NAME_EXTRACT.exec(asp); - if (!nameExtract) { - throw Error(`invalid asp: ${asp}`); - } - const name = nameExtract[1]; - - return { - type, - name, - asp, - }; - } - - return null; -} - -function getWeightMap(weights: string[]): { [s: string]: number } { - const map = {}; - for (const weight of weights) { - const nameExtract = WEIGHT_NAME_EXTRACT.exec(weight); - if (!nameExtract) { - throw Error(`invalid weight: ${weight}`); - } - const name = nameExtract[1]; - - const valueExtract = WEIGHT_VALUE_EXTRACT.exec(weight); - if (!valueExtract) { - throw Error(`invalid weight: ${weight}`); - } - const value = +valueExtract[1]; - - map[name] = value; - } - - return map; -} - -const CONSTRAINT_MATCH = /%\s*@constraint(?:(.+)\n)+/g; -const DOC_MATCH = /(%.*\n)+/g; -const DESCRIPTION_EXTRACT = /@constraint\s+(.*)/; -const ASP_MATCH = /^[^%].*/gm; -const TYPE_EXTRACT = /(\w+)\(/; -const NAME_EXTRACT = /\((\w+),?.*?\)/; - -const WEIGHTS_MATCH = /#const.*/g; -const WEIGHT_NAME_EXTRACT = /#const\s+(\w+?)_weight/; -const WEIGHT_VALUE_EXTRACT = /=\s*(\d+)/; diff --git a/js/src/cql2asp.ts b/js/src/cql2asp.ts deleted file mode 100644 index 6911684..0000000 --- a/js/src/cql2asp.ts +++ /dev/null @@ -1,92 +0,0 @@ -const HOLE = '?'; - -export default function cql2asp(spec: any) { - const mark = subst_if_hole(spec.mark); - - const facts = []; - - if (mark) { - facts.push(`mark(${spec.mark}).`); - } - - if ('data' in spec && 'url' in spec.data) { - facts.push(`data("${spec.data.url}").`); - } - - for (let i = 0; i < spec.encodings.length; i++) { - const enc = spec.encodings[i]; - const eid = `e${i}`; - facts.push(`encoding(${eid}).`); - - let encFieldType = null; - let encZero = null; - let encBinned = null; - - for (const field of Object.keys(enc)) { - const fieldContent = subst_if_hole(enc[field]); - - if (!fieldContent) { - continue; - } - - if (!remove_if_star(fieldContent)) { - continue; - } - - if (field === 'type') { - encFieldType = fieldContent; - } - if (field === 'bin') { - encBinned = fieldContent; - } - if (field === 'scale') { - // translate two boolean fields - if ('zero' in fieldContent) { - encZero = fieldContent.zero; - if (fieldContent.zero) { - facts.push(`zero(${eid}).`); - } else { - facts.push(`:- zero(${eid}).`); - } - } - if ('log' in fieldContent) { - if (fieldContent.log) { - facts.push(`log(${eid}).`); - } else { - facts.push(`:-log(${eid}).`); - } - } - } else if (field === 'bin') { - if (fieldContent.maxbins) { - facts.push(`${field}(${eid},${fieldContent.maxbins}).`); - } else if (fieldContent) { - facts.push(`:- not bin(${eid},_).`); - } else { - facts.push(`:- bin(${eid},_).`); - } - } else if (field === 'field') { - // fields can have spaces and start with capital letters - facts.push(`${field}(${eid},"${fieldContent}").`); - } else { - // translate normal fields - if (field !== 'bin') { - facts.push(`${field}(${eid},${fieldContent}).`); - } - } - } - - if (encFieldType === 'quantitative' && encZero === null && encBinned === null) { - facts.push(`zero(${eid}).`); - } - } - - return facts; -} - -function subst_if_hole(v: any) { - return v !== HOLE ? v : null; -} - -function remove_if_star(v: any) { - return v !== '*' ? v : null; -} diff --git a/js/src/data2schema.ts b/js/src/data2schema.ts deleted file mode 100644 index efebd07..0000000 --- a/js/src/data2schema.ts +++ /dev/null @@ -1,24 +0,0 @@ -import read from 'datalib/src/import/read'; -import dlstats from 'datalib/src/stats'; - -export interface Schema { - stats: any; - size: number; -} - -export default function data2schema(data: any[]): Schema { - const readData = read(data); - const summary = dlstats.summary(readData); - - const keyedSummary = {}; - summary.forEach((column: any) => { - const field = column.field; - delete column.field; - keyedSummary[field] = column; - }); - - return { - stats: keyedSummary, - size: data.length, - }; -} diff --git a/js/src/index.ts b/js/src/index.ts deleted file mode 100644 index c086223..0000000 --- a/js/src/index.ts +++ /dev/null @@ -1,21 +0,0 @@ -import asp2vl from './asp2vl'; -import * as constraints from './constraints'; -import constraints2json, { Constraint } from './constraints2json'; -import cql2asp from './cql2asp'; -import data2schema from './data2schema'; -import json2constraints, { ConstraintAsp } from './json2constraints'; -import schema2asp from './schema2asp'; -import vl2asp from './vl2asp'; - -export { - vl2asp, - asp2vl, - cql2asp, - data2schema, - schema2asp, - constraints, - constraints2json, - Constraint, - json2constraints, - ConstraintAsp, -}; diff --git a/js/src/json2constraints.ts b/js/src/json2constraints.ts deleted file mode 100644 index f900b70..0000000 --- a/js/src/json2constraints.ts +++ /dev/null @@ -1,51 +0,0 @@ -import { Constraint } from './constraints2json'; - -export interface ConstraintAsp { - definitions: string; - weights?: string; - assigns?: string; -} - -export default function json2constraints(json: Constraint[]): ConstraintAsp { - const type = json[0].type; - json.forEach(constraint => { - if (constraint.type !== type) { - throw new Error(`constraints not all of type ${type}`); - } - }); - - let definitions = ''; - let weights; - let assigns; - if (type === 'soft') { - weights = ''; - assigns = ''; - } - - for (const constraint of json) { - const def = `% @constraint ${constraint.description} -${constraint.asp}`; - definitions += def; - definitions += '\n\n'; - - if (type === 'soft') { - const weight = `#const ${constraint.name}_weight = ${constraint.weight}.`; - weights += weight; - weights += '\n'; - - const assign = `soft_weight(${constraint.name}, ${constraint.name}_weight).`; - assigns += assign; - assigns += '\n'; - } - } - - if (type === 'hard') { - return { definitions }; - } else { - return { - definitions, - weights, - assigns, - }; - } -} diff --git a/js/src/schema2asp.ts b/js/src/schema2asp.ts deleted file mode 100644 index a20d668..0000000 --- a/js/src/schema2asp.ts +++ /dev/null @@ -1,21 +0,0 @@ -import { Schema } from './data2schema'; - -export default function schema2asp(schema: Schema): string[] { - if (!schema) { - throw Error('No data has been prepared'); - } - - const stats = schema.stats; - const decl = [`num_rows(${schema.size}).\n`]; - - Object.keys(stats).forEach((field, i) => { - const fieldName = `\"${field}\"`; - const fieldStats = stats[field]; - const fieldType = `fieldtype(${fieldName},${fieldStats.type}).`; - const cardinality = `cardinality(${fieldName}, ${fieldStats.distinct}).`; - - decl.push(`${fieldType}\n${cardinality}`); - }); - - return decl; -} diff --git a/js/src/vl2asp.ts b/js/src/vl2asp.ts deleted file mode 100644 index 5f7bb4c..0000000 --- a/js/src/vl2asp.ts +++ /dev/null @@ -1,74 +0,0 @@ -import { TopLevelUnitSpec } from 'vega-lite/build/src/spec/unit'; - -/** - * Convert from Vega-Lite to ASP. - */ -export default function vl2asp(spec: TopLevelUnitSpec): string[] { - const facts = [`mark(${spec.mark}).`]; - - if ('data' in spec && 'url' in spec.data) { - facts.push(`data("${spec.data.url}").`); - } - - const encoding = spec.encoding || {}; - - let i = 0; - for (const channel of Object.keys(encoding)) { - const eid = `e${i++}`; - facts.push(`encoding(${eid}).`); - facts.push(`channel(${eid},${channel}).`); - - let encFieldType = null; - let encZero = null; - let encBinned = null; - - // translate encodings - for (const field of Object.keys(encoding[channel])) { - const fieldContent = encoding[channel][field]; - if (field === 'type') { - encFieldType = fieldContent; - } - if (field === 'bin') { - encBinned = fieldContent; - } - if (field === 'scale') { - // translate two boolean fields - if ('zero' in fieldContent) { - encZero = fieldContent.zero; - if (fieldContent.zero) { - facts.push(`zero(${eid}).`); - } else { - facts.push(`:- zero(${eid}).`); - } - } - if ('log' in fieldContent) { - if (fieldContent.log) { - facts.push(`log(${eid}).`); - } else { - facts.push(`:-log(${eid}).`); - } - } - } else if (field === 'bin') { - if (fieldContent.maxbins) { - facts.push(`${field}(${eid},${fieldContent.maxbins}).`); - } else { - facts.push(`${field}(${eid},10).`); - } - } else if (field === 'field') { - // fields can have spaces and start with capital letters - facts.push(`${field}(${eid},"${fieldContent}").`); - } else { - // translate normal fields - if (field !== 'bin') { - facts.push(`${field}(${eid},${fieldContent}).`); - } - } - } - - if (encFieldType === 'quantitative' && encZero === null && encBinned === null) { - facts.push(`zero(${eid}).`); - } - } - - return facts; -} diff --git a/js/test/asp2vl.test.ts b/js/test/asp2vl.test.ts deleted file mode 100644 index d365afe..0000000 --- a/js/test/asp2vl.test.ts +++ /dev/null @@ -1,29 +0,0 @@ -import 'jest'; -import { asp2vl } from '../src'; - -test('parses results correctly', () => { - expect( - asp2vl([ - 'mark(bar).', - - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'channel(e1,y).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ]) - ).toEqual({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: 'bar', - encoding: { - x: { field: 'foo', type: 'ordinal' }, - y: { aggregate: 'count', type: 'quantitative', scale: { zero: true } }, - }, - }); -}); diff --git a/js/test/constraints2json.test.ts b/js/test/constraints2json.test.ts deleted file mode 100644 index 9ece097..0000000 --- a/js/test/constraints2json.test.ts +++ /dev/null @@ -1,91 +0,0 @@ -import 'jest'; -import { constraints2json } from '../src'; - -test('generates correct json for constraints', () => { - expect( - constraints2json(`% @constraint Primitive type has to support data type. -hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). -hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). -`) - ).toEqual([ - { - name: 'enc_type_valid', - description: 'Primitive type has to support data type.', - type: 'hard', - asp: - 'hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)).\nhard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime).', - }, - ]); - expect( - constraints2json(`% @constraint Primitive type has to support data type. -hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). -hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). - -% @constraint Can only bin quantitative or ordinal. -hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal. -`) - ).toEqual([ - { - name: 'enc_type_valid', - description: 'Primitive type has to support data type.', - type: 'hard', - asp: - 'hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)).\nhard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime).', - }, - { - name: 'bin_q_o', - description: 'Can only bin quantitative or ordinal.', - type: 'hard', - asp: 'hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal.', - }, - ]); - expect( - constraints2json( - ` -% @constraint Prefer to use raw (no aggregate). -soft(aggregate,E) :- aggregate(E,_). -`, - ` -#const aggregate_weight = 1. -` - ) - ).toEqual([ - { - name: 'aggregate', - description: 'Prefer to use raw (no aggregate).', - type: 'soft', - asp: 'soft(aggregate,E) :- aggregate(E,_).', - weight: 1, - }, - ]); - expect( - constraints2json( - ` -% @constraint Prefer to use raw (no aggregate). -soft(aggregate,E) :- aggregate(E,_). - -% @constraint Prefer to not bin. -soft(bin,E) :- bin(E,_). -`, - ` -#const aggregate_weight = 1. -#const bin_weight = 2. -` - ) - ).toEqual([ - { - name: 'aggregate', - description: 'Prefer to use raw (no aggregate).', - type: 'soft', - asp: 'soft(aggregate,E) :- aggregate(E,_).', - weight: 1, - }, - { - name: 'bin', - description: 'Prefer to not bin.', - type: 'soft', - asp: 'soft(bin,E) :- bin(E,_).', - weight: 2, - }, - ]); -}); diff --git a/js/test/cql2asp.test.ts b/js/test/cql2asp.test.ts deleted file mode 100644 index 5252284..0000000 --- a/js/test/cql2asp.test.ts +++ /dev/null @@ -1,110 +0,0 @@ -import { cql2asp } from '../src'; - -test('generates correct asp', () => { - expect( - cql2asp({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: 'bar', - encodings: [ - { channel: 'x', field: 'foo', type: 'ordinal' }, - { channel: 'y', aggregate: 'count', type: 'quantitative', scale: { zero: true } }, - ], - }).sort() - ).toEqual( - [ - 'data("data/cars.json").', - 'mark(bar).', - - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'channel(e1,y).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ].sort() - ); - expect( - cql2asp({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: 'bar', - encodings: [ - { channel: '?', field: 'foo', type: 'ordinal' }, - { channel: '?', aggregate: 'count', type: 'quantitative', scale: { zero: true } }, - ], - }).sort() - ).toEqual( - [ - 'data("data/cars.json").', - 'mark(bar).', - - 'encoding(e0).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ].sort() - ); - expect( - cql2asp({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: '?', - encodings: [ - { channel: 'x', field: 'foo', type: 'ordinal' }, - { channel: 'y', aggregate: 'count', type: 'quantitative', scale: { zero: true } }, - ], - }).sort() - ).toEqual( - [ - 'data("data/cars.json").', - - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'channel(e1,y).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ].sort() - ); - expect( - cql2asp({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: 'bar', - encodings: [ - { channel: 'x', field: 'foo', type: 'ordinal' }, - { channel: 'y', aggregate: 'count', type: 'quantitative', scale: { zero: true }, bin: true }, - ], - }).sort() - ).toEqual( - [ - 'data("data/cars.json").', - 'mark(bar).', - - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'channel(e1,y).', - ':- not bin(e1,_).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ].sort() - ); -}); diff --git a/js/test/index.test.ts b/js/test/index.test.ts deleted file mode 100644 index d6b55d5..0000000 --- a/js/test/index.test.ts +++ /dev/null @@ -1,10 +0,0 @@ -import { asp2vl, vl2asp } from '../src'; -import { aspSpecs, vlSpecs } from './specs'; - -test('asp2vl and vl2asp work', () => { - for (let i = 0; i < vlSpecs.length; i++) { - const aspSpec = aspSpecs[i]; - const vlSpec = vlSpecs[i]; - expect([asp2vl(aspSpec), vl2asp(vlSpec).sort()]).toEqual([vlSpec, aspSpec.sort()]); - } -}); diff --git a/js/test/json2constraints.test.ts b/js/test/json2constraints.test.ts deleted file mode 100644 index 48cf9a2..0000000 --- a/js/test/json2constraints.test.ts +++ /dev/null @@ -1,108 +0,0 @@ -import 'jest'; -import { Constraint, json2constraints } from '../src'; -import { ConstraintAsp } from '../src/json2constraints'; - -test('generates constraint asp from json', () => { - let input: Constraint[] = [ - { - name: 'enc_type_valid', - description: 'Primitive type has to support data type.', - type: 'hard', - asp: - 'hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)).\nhard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime).', - }, - ]; - let output: ConstraintAsp = { - definitions: `% @constraint Primitive type has to support data type. -hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). -hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). - -`, - }; - expect(json2constraints(input)).toEqual(output); - - input = [ - { - name: 'enc_type_valid', - description: 'Primitive type has to support data type.', - type: 'hard', - asp: - 'hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)).\nhard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime).', - }, - { - name: 'bin_q_o', - description: 'Can only bin quantitative or ordinal.', - type: 'hard', - asp: 'hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal.', - }, - ]; - - output = { - definitions: `% @constraint Primitive type has to support data type. -hard(enc_type_valid,E,F) :- type(E,quantitative), field(E,F), fieldtype(F,(string;boolean)). -hard(enc_type_valid,E,F) :- type(E,temporal), field(E,F), not fieldtype(F,datetime). - -% @constraint Can only bin quantitative or ordinal. -hard(bin_q_o,E,T) :- type(E,T), bin(E,_), T != quantitative, T != ordinal. - -`, - }; - expect(json2constraints(input)).toEqual(output); - - input = [ - { - name: 'aggregate', - description: 'Prefer to use raw (no aggregate).', - type: 'soft', - asp: 'soft(aggregate,E) :- aggregate(E,_).', - weight: 1, - }, - ]; - - output = { - definitions: `% @constraint Prefer to use raw (no aggregate). -soft(aggregate,E) :- aggregate(E,_). - -`, - weights: `#const aggregate_weight = 1. -`, - assigns: `soft_weight(aggregate, aggregate_weight). -`, - }; - expect(json2constraints(input)).toEqual(output); - - input = [ - { - name: 'aggregate', - description: 'Prefer to use raw (no aggregate).', - type: 'soft', - asp: 'soft(aggregate,E) :- aggregate(E,_).', - weight: 1, - }, - { - name: 'bin', - description: 'Prefer to not bin.', - type: 'soft', - asp: 'soft(bin,E) :- bin(E,_).', - weight: 2, - }, - ]; - - output = { - definitions: `% @constraint Prefer to use raw (no aggregate). -soft(aggregate,E) :- aggregate(E,_). - -% @constraint Prefer to not bin. -soft(bin,E) :- bin(E,_). - -`, - weights: `#const aggregate_weight = 1. -#const bin_weight = 2. -`, - assigns: `soft_weight(aggregate, aggregate_weight). -soft_weight(bin, bin_weight). -`, - }; - - expect(json2constraints(input)).toEqual(output); -}); diff --git a/js/test/specs.ts b/js/test/specs.ts deleted file mode 100644 index 09ca7c7..0000000 --- a/js/test/specs.ts +++ /dev/null @@ -1,591 +0,0 @@ -import { TopLevelUnitSpec } from 'vega-lite/build/src/spec/unit'; -export const vlSpecs: TopLevelUnitSpec[] = [ - { - mark: 'bar', - encoding: { - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - y: { field: 'Cylinders', type: 'nominal' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { y: { scale: { zero: true }, field: 'Miles_per_Gallon', type: 'quantitative' } }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' } }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { - y: { field: 'Cylinders', type: 'ordinal' }, - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { x: { scale: { zero: true }, field: 'Miles_per_Gallon', type: 'quantitative' } }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - y: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - x: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative' }, - y: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - y: { field: 'Origin', type: 'nominal' }, - x: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - y: { field: 'Cylinders', type: 'ordinal' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - x: { scale: { zero: true }, field: 'Miles_per_Gallon', type: 'quantitative' }, - y: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - x: { field: 'Origin', type: 'nominal' }, - y: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' } }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - y: { field: 'Cylinders', type: 'ordinal' }, - x: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - y: { field: 'Origin', type: 'nominal' }, - x: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - y: { field: 'Origin', type: 'nominal' }, - size: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - x: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative', bin: { maxbins: 11 } }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - y: { field: 'Origin', type: 'nominal' }, - size: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - x: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative', bin: true }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - y: { field: 'Cylinders', type: 'ordinal' }, - size: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - x: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative', bin: { maxbins: 11 } }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - x: { scale: { zero: true }, field: 'Miles_per_Gallon', type: 'quantitative', bin: { maxbins: 5 } }, - y: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { - y: { field: 'Origin', type: 'nominal' }, - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { x: { field: 'Release_Date', type: 'temporal' } }, - data: { url: 'data/movies.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - y: { field: 'Cylinders', type: 'ordinal' }, - row: { field: 'Origin', type: 'nominal' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - y: { scale: { zero: true }, field: 'IMDB_Rating', type: 'quantitative' }, - x: { field: 'Release_Date', type: 'temporal' }, - }, - data: { url: 'data/movies.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'bar', - encoding: { - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative', aggregate: 'mean' }, - y: { field: 'Cylinders', type: 'ordinal' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - x: { field: 'Cylinders', type: 'ordinal' }, - y: { field: 'Origin', type: 'nominal' }, - size: { scale: { zero: true }, field: 'Acceleration', type: 'quantitative', aggregate: 'mean' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'point', - encoding: { - x: { field: 'Major_Genre', type: 'nominal' }, - y: { field: 'Creative_Type', type: 'nominal' }, - size: { scale: { zero: true }, type: 'quantitative', aggregate: 'count' }, - }, - data: { url: 'data/movies.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, - { - mark: 'tick', - encoding: { - y: { field: 'Cylinders', type: 'ordinal' }, - x: { scale: { zero: true }, field: 'Horsepower', type: 'quantitative' }, - }, - data: { url: 'data/cars.json' }, - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - }, -]; - -export const aspSpecs = [ - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'aggregate(e0,mean).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Cylinders").', - 'type(e1,nominal).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Miles_per_Gallon").', - 'type(e0,quantitative).', - 'zero(e0).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'zero(e0).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Cylinders").', - 'type(e0,ordinal).', - 'encoding(e1).', - 'channel(e1,x).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Miles_per_Gallon").', - 'type(e0,quantitative).', - 'zero(e0).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Acceleration").', - 'type(e1,quantitative).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Acceleration").', - 'type(e0,quantitative).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,x).', - 'type(e1,quantitative).', - 'aggregate(e1,count).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'aggregate(e0,mean).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Cylinders").', - 'type(e1,ordinal).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Miles_per_Gallon").', - 'type(e0,quantitative).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,y).', - 'type(e1,quantitative).', - 'aggregate(e1,count).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'zero(e0).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Cylinders").', - 'type(e0,ordinal).', - 'encoding(e1).', - 'channel(e1,x).', - 'type(e1,quantitative).', - 'aggregate(e1,count).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,x).', - 'type(e1,quantitative).', - 'aggregate(e1,count).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,size).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'aggregate(e1,mean).', - 'zero(e1).', - 'encoding(e2).', - 'channel(e2,x).', - 'field(e2,"Acceleration").', - 'type(e2,quantitative).', - 'bin(e2,11).', - 'zero(e2).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,size).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'aggregate(e1,mean).', - 'zero(e1).', - 'encoding(e2).', - 'channel(e2,x).', - 'field(e2,"Acceleration").', - 'type(e2,quantitative).', - 'bin(e2,10).', - 'zero(e2).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Cylinders").', - 'type(e0,ordinal).', - 'encoding(e1).', - 'channel(e1,size).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'aggregate(e1,mean).', - 'zero(e1).', - 'encoding(e2).', - 'channel(e2,x).', - 'field(e2,"Acceleration").', - 'type(e2,quantitative).', - 'bin(e2,11).', - 'zero(e2).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Miles_per_Gallon").', - 'type(e0,quantitative).', - 'bin(e0,5).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'type(e1,quantitative).', - 'aggregate(e1,count).', - 'zero(e1).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Origin").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,x).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'zero(e1).', - ], - [ - 'data("data/movies.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Release_Date").', - 'type(e0,temporal).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'aggregate(e0,mean).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Cylinders").', - 'type(e1,ordinal).', - 'encoding(e2).', - 'channel(e2,row).', - 'field(e2,"Origin").', - 'type(e2,nominal).', - ], - [ - 'data("data/movies.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"IMDB_Rating").', - 'type(e0,quantitative).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,x).', - 'field(e1,"Release_Date").', - 'type(e1,temporal).', - ], - [ - 'data("data/cars.json").', - 'mark(bar).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Horsepower").', - 'type(e0,quantitative).', - 'aggregate(e0,mean).', - 'zero(e0).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Cylinders").', - 'type(e1,ordinal).', - ], - [ - 'data("data/cars.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Cylinders").', - 'type(e0,ordinal).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Origin").', - 'type(e1,nominal).', - 'encoding(e2).', - 'channel(e2,size).', - 'field(e2,"Acceleration").', - 'type(e2,quantitative).', - 'aggregate(e2,mean).', - 'zero(e2).', - ], - [ - 'data("data/movies.json").', - 'mark(point).', - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"Major_Genre").', - 'type(e0,nominal).', - 'encoding(e1).', - 'channel(e1,y).', - 'field(e1,"Creative_Type").', - 'type(e1,nominal).', - 'encoding(e2).', - 'channel(e2,size).', - 'type(e2,quantitative).', - 'aggregate(e2,count).', - 'zero(e2).', - ], - [ - 'data("data/cars.json").', - 'mark(tick).', - 'encoding(e0).', - 'channel(e0,y).', - 'field(e0,"Cylinders").', - 'type(e0,ordinal).', - 'encoding(e1).', - 'channel(e1,x).', - 'field(e1,"Horsepower").', - 'type(e1,quantitative).', - 'zero(e1).', - ], -]; diff --git a/js/test/vl2asp.test.ts b/js/test/vl2asp.test.ts deleted file mode 100644 index 1e05033..0000000 --- a/js/test/vl2asp.test.ts +++ /dev/null @@ -1,31 +0,0 @@ -import { vl2asp } from '../src'; - -test('generates correct asp', () => { - expect( - vl2asp({ - $schema: 'https://vega.github.io/schema/vega-lite/v3.json', - data: { url: 'data/cars.json' }, - mark: 'bar', - encoding: { - x: { field: 'foo', type: 'ordinal' }, - y: { aggregate: 'count', type: 'quantitative', scale: { zero: true } }, - }, - }).sort() - ).toEqual( - [ - 'data("data/cars.json").', - 'mark(bar).', - - 'encoding(e0).', - 'channel(e0,x).', - 'field(e0,"foo").', - 'type(e0,ordinal).', - - 'encoding(e1).', - 'channel(e1,y).', - 'aggregate(e1,count).', - 'type(e1,quantitative).', - 'zero(e1).', - ].sort() - ); -}); diff --git a/js/tslint.json b/js/tslint.json deleted file mode 100644 index d6bda80..0000000 --- a/js/tslint.json +++ /dev/null @@ -1,17 +0,0 @@ -{ - "tslint.options": { - "project": "tsconfig.json", - "typeCheck": true - }, - "defaultSeverity": "error", - "extends": [ - "tslint:recommended", - "tslint-config-prettier" - ], - "rules": { - "arrow-parens": [true, "ban-single-arg-parens"], - "no-console": false, - "object-literal-sort-keys": false, - "interface-name": false - } -} diff --git a/js/typings/datalib.d.ts b/js/typings/datalib.d.ts deleted file mode 100644 index 2f8e557..0000000 --- a/js/typings/datalib.d.ts +++ /dev/null @@ -1,2 +0,0 @@ -declare module 'datalib/src/stats'; -declare module 'datalib/src/import/read'; diff --git a/js/yarn.lock b/js/yarn.lock deleted file mode 100644 index 2af37d8..0000000 --- a/js/yarn.lock +++ /dev/null @@ -1,4485 +0,0 @@ -# THIS IS AN AUTOGENERATED FILE. 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dependencies: - camelcase "^4.1.0" - -yargs@^11.0.0: - version "11.1.0" - resolved "https://registry.yarnpkg.com/yargs/-/yargs-11.1.0.tgz#90b869934ed6e871115ea2ff58b03f4724ed2d77" - dependencies: - cliui "^4.0.0" - decamelize "^1.1.1" - find-up "^2.1.0" - get-caller-file "^1.0.1" - os-locale "^2.0.0" - require-directory "^2.1.1" - require-main-filename "^1.0.1" - set-blocking "^2.0.0" - string-width "^2.0.0" - which-module "^2.0.0" - y18n "^3.2.1" - yargs-parser "^9.0.2" - -yargs@~13.2.2: - version "13.2.2" - resolved "https://registry.yarnpkg.com/yargs/-/yargs-13.2.2.tgz#0c101f580ae95cea7f39d927e7770e3fdc97f993" - dependencies: - cliui "^4.0.0" - find-up "^3.0.0" - get-caller-file "^2.0.1" - os-locale "^3.1.0" - require-directory "^2.1.1" - require-main-filename "^2.0.0" - set-blocking "^2.0.0" - string-width "^3.0.0" - which-module "^2.0.0" - y18n "^4.0.0" - yargs-parser "^13.0.0" diff --git a/model/data/define.lp b/model/data/define.lp new file mode 100644 index 0000000..997e7a4 --- /dev/null +++ b/model/data/define.lp @@ -0,0 +1,11 @@ +fieldtype(F,T) :- fieldtype(F,T). +field(F) :- fieldtype(F,_). +extent(F,MIN,MAX) :- extent(F,MIN,MAX). +cardinality(F,C) :- cardinality(F,C). +num_rows(S) :- num_rows(S). + +% optional +cardinality(0,0) :- #false. +num_rows(0) :- #false. +extent(0,0,0) :- #false. + diff --git a/model/data/facts.lp b/model/data/facts.lp new file mode 100644 index 0000000..c8438d2 --- /dev/null +++ b/model/data/facts.lp @@ -0,0 +1,35 @@ + + +% rows +data_fact(rows,size,high) :- num_rows(S), S >= 1000. + +data_fact(rows,size,medium) :- num_rows(S), S >= 100, not data_fact(rows,size,high). + +data_fact(rows,size,low) :- num_rows(S), S >= 50, not data_fact(rows,size,medium). + +data_fact(rows,size,very_low) :- num_rows(S), S >= 10, not data_fact(rows,size,low). + +data_fact(rows,size,very_very_low) :- num_rows(S), not data_fact(rows,size,very_low). + +% fields +data_fact(field,min_sign,negative,F) :- extent(F,MIN,_), MIN < 0. + +data_fact(field,min_sign,zero,F) :- extent(F,MIN,_), MIN = 0. + +data_fact(field,min_sign,positive,F) :- extent(F,MIN,_), MIN > 0. + +data_fact(field,max_sign,negative,F) :- extent(F,_,MAX), MAX < 0. + +data_fact(field,max_sign,zero,F) :- extent(F,_,MAX), MAX = 0. + +data_fact(field,max_sign,positive,F) :- extent(F,_,MAX), MAX > 0. + +data_fact(field,min_minus_max_gt_min_or_max_minus_zero,F) :- extent(F,MIN,MAX), EX = MAX - MIN, |MAX| > EX, |MIN| > EX. + +data_fact(field,extent_includes_zero,F) :- data_fact(field,min_sign,(negative;zero),F), data_fact(field,max_sign,(zero;positive),F). + +% overlap +data_fact(overlap,definitely,(F1,F2)) :- cardinality(F1,C1), cardinality(F2,C2), num_rows(S), S > C1 * C2. + +data_fact(overlap,definitely_not,(F1,F2)) :- cardinality(F1,C1), cardinality(F2,C2), num_rows(S), C1 = S, C2 = S. + diff --git a/model/data/generate.lp b/model/data/generate.lp new file mode 100644 index 0000000..6e82678 --- /dev/null +++ b/model/data/generate.lp @@ -0,0 +1,20 @@ +#const max_fields = 4. +0 { field_id(1..max_fields) } max_fields. + + +1 = { num_rows(S): S = (10; 50; 100; 1000) }. +1 = { fieldtype(F,T): fieldtype_type(T) } :- field_id(F). + +1 = { cardinality(F,C): C = (1;2;5;9;21;31;101;100;1000) } :- field(F). +1 = { extent(F,MIN,MAX): MIN = (-100;-1;0;1;100), MAX = (-100;-1;0;1;100)} :- field(F). + +:- extent(F,MIN,MAX), MIN > MAX. +:- fieldtype(F,integer), cardinality(F,C), extent(F,MIN,MAX), C > MAX - MIN + 1. +:- fieldtype(F,boolean), cardinality(F,C), C > 2. +:- cardinality(F, C), C > 1, extent(F,MIN,MAX), MAX - MIN = 0. +:- fieldtype(F,string), cardinality(F,C), C > 100. + +#show num_rows/1. +#show fieldtype/2. +#show cardinality/2. +#show extent/3. diff --git a/model/data/grammar.lp b/model/data/grammar.lp new file mode 100644 index 0000000..fdb9b3a --- /dev/null +++ b/model/data/grammar.lp @@ -0,0 +1,19 @@ +fieldtype_type(number;string;integer;boolean;date). + +data_fact_type(rows,size,(very_low;low;medium;high)). + +data_fact_type(field,min_sign,(negative;zero;positive)). + +data_fact_type(field,max_sign,(negative;zero;positive)). + +data_fact_type(field,cardinality_greater_than,(8;20;30;100)). + +data_fact_type(field,min_minus_max_gt_min_or_max_minus_zero). + +data_fact_type(field,extent_includes_zero). + +data_fact_type(field,cardinality,(very_very_low;very_low;low;medium;high;very_high)). + +data_fact_type(overlap,definitely). + +data_fact_type(overlap,definitely_not). diff --git a/model/data/index.lp b/model/data/index.lp new file mode 100644 index 0000000..24e6a9a --- /dev/null +++ b/model/data/index.lp @@ -0,0 +1,3 @@ +#include "facts.lp". +#include "show.lp". +#include "define.lp". diff --git a/model/data/show.lp b/model/data/show.lp new file mode 100644 index 0000000..f20768a --- /dev/null +++ b/model/data/show.lp @@ -0,0 +1,2 @@ +#show data_fact/3. +#show fieldtype/2. diff --git a/model/data/silence.lp b/model/data/silence.lp new file mode 100644 index 0000000..682f825 --- /dev/null +++ b/model/data/silence.lp @@ -0,0 +1,3 @@ +cardinality(0,0) :- #false. +num_rows(0) :- false. +extent(0,0,0) :- #false. diff --git a/model/program/check.lp b/model/program/check.lp new file mode 100644 index 0000000..0ecf0f6 --- /dev/null +++ b/model/program/check.lp @@ -0,0 +1,4 @@ +#include "../data/index.lp". +#include "../data/grammar.lp". +#include "../data/generate.lp". +#include "../view/program/all.lp". diff --git a/model/program/default.lp b/model/program/default.lp new file mode 100644 index 0000000..0206685 --- /dev/null +++ b/model/program/default.lp @@ -0,0 +1,2 @@ +#include "../data/index.lp". +#include "../view/program/all.lp". diff --git a/model/view/const.lp b/model/view/const.lp new file mode 100644 index 0000000..86cc433 --- /dev/null +++ b/model/view/const.lp @@ -0,0 +1,2 @@ +% default view name +#const const_default_view = "view". diff --git a/model/view/define.lp b/model/view/define.lp new file mode 100644 index 0000000..42b7894 --- /dev/null +++ b/model/view/define.lp @@ -0,0 +1,35 @@ +% view +view(V) :- view(V). + +% @primitive mark +mark(V,M) :- mark(V,M). + +% @primitive encoding +encoding(V,E) :- encoding(V,E). + +% @primitive channel +channel(V,E,C) :- channel(V,E,C). + +% @primivite field +field(V,E,F) :- field(V,E,F). + +% @primitive type +type(V,E,T) :- type(V,E,T). + +% @primitive scale +scale(V,E,S) :- scale(V,E,S). + +% @primitive bin (boolean) +bin(V,E,B) :- bin(V,E,B). + +% @primitive aggregate +aggregate(V,E,A) :- aggregate(V,E,A). + +spec(mark,V,M) :- mark(V,M). +spec(encoding,V,E) :- encoding(V,E). +spec(channel,V,(E,C)) :- channel(V,E,C). +spec(field,V,(E,F)) :- field(V,E,F). +spec(type,V,(E,T)) :- type(V,E,T). +spec(scale,V,(E,S)) :- scale(V,E,S). +spec(bin,V,(E,B)) :- scale(V,E,B). +spec(aggregate,V,(E,A)) :- aggregate(V,E,A). diff --git a/model/view/definitions/aggregate.lp b/model/view/definitions/aggregate.lp new file mode 100644 index 0000000..f0bc3d8 --- /dev/null +++ b/model/view/definitions/aggregate.lp @@ -0,0 +1 @@ +aggregate_definition(summative,(count;sum)). \ No newline at end of file diff --git a/model/view/definitions/channel.lp b/model/view/definitions/channel.lp new file mode 100644 index 0000000..4666c46 --- /dev/null +++ b/model/view/definitions/channel.lp @@ -0,0 +1,4 @@ +% non positional channels +channel_definition(non_positional,(color;size;shape;text;detail)). +channel_definition(single,(x;y;color;size;shape;text;row;column)). +channel_definition(multi,detail). \ No newline at end of file diff --git a/model/view/definitions/index.lp b/model/view/definitions/index.lp new file mode 100644 index 0000000..2f48a6a --- /dev/null +++ b/model/view/definitions/index.lp @@ -0,0 +1,2 @@ +#include "channel.lp". +#include "aggregate.lp". \ No newline at end of file diff --git a/model/view/generate.lp b/model/view/generate.lp new file mode 100644 index 0000000..a7d6e8c --- /dev/null +++ b/model/view/generate.lp @@ -0,0 +1,15 @@ +% properties of encodings + +% channel and type have to be present +{ channel(V,E,C): channel_type(C) } = 1 :- encoding(V,E). +{ type(V,E,T): type_type(T) } = 1 :- encoding(V,E). + +% other properties that are not required +0 { field(V,E,F): fieldtype(F,_) } 1 :- encoding(V,E). +0 { aggregate(V,E,A): aggregate_type(A) } 1 :- encoding(V,E). +0 { bin(V,E,B): bin_type(B) } 1 :- encoding(V,E). +0 { scale(V,E,S): scaletype_type(S) } 1 :- encoding(V,E). +0 { stack(V,S): stack_type(S) } 1 :- view(V). + +% pick one mark type +{ mark(V,M): mark_type(M) } = 1 :- view(V). diff --git a/model/view/generate_extra_encodings.lp b/model/view/generate_extra_encodings.lp new file mode 100644 index 0000000..138d05e --- /dev/null +++ b/model/view/generate_extra_encodings.lp @@ -0,0 +1,10 @@ +% encodings + +% maximum number for each multi channel encoding +#const max_extra_encs = 3. + +obj_id(1..max_extra_encs). + +{ encoding(V,E): view(V), obj_id(E) }. + +:- view(V), not encoding(V,ID), encoding(V,ID-1), obj_id(ID), obj_id(ID-1). diff --git a/model/view/grammar.lp b/model/view/grammar.lp new file mode 100644 index 0000000..6ad42a4 --- /dev/null +++ b/model/view/grammar.lp @@ -0,0 +1,20 @@ +% marks +mark_type(area;bar;line;point;rect;text;tick). + +% data types +type_type(quantitative;ordinal;nominal;temporal). + +% channels +channel_type(x;y;color;size;shape;text;row;column;detail). + +% aggregations +aggregate_type(count;mean;median;min;max;stdev;sum). + +% bin (boolean) +bin_type(true;false). + +% scale types +scaletype_type(zero;log). + +% stack types +stack_type(zero;normalize). \ No newline at end of file diff --git a/model/view/hard/encoding_check.lp b/model/view/hard/encoding_check.lp new file mode 100644 index 0000000..a3a2183 --- /dev/null +++ b/model/view/hard/encoding_check.lp @@ -0,0 +1,78 @@ +% @constraint Primitive type has to support data type. +encoding_check(fieldtype_valid,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,(string;boolean)). +encoding_check(fieldtype_valid,V,E) :- type(V,E,temporal), field(V,E,F), not fieldtype(F,date). + +% @constraint Can only bin quantitative or ordinal. +encoding_check(bin_quant_or_ord,V,E) :- type(V,E,T), bin(V,E,true), T != quantitative, T != ordinal. + +% @constraint Can only use log with quantitative. +encoding_check(log_quant,V,E) :- scale(V,E,log), not type(V,E,quantitative). + +% @constraint Can only use zero with quantitative. +encoding_check(zero_quant,V,E) :- scale(V,E,zero), not type(V,E,quantitative). + +% @constraint Cannot use log scale with discrete (which includes binned). +encoding_check(log_discrete,V,E) :- scale(V,E,zero), encoding_fact(discrete,V,E). + +% @constraint Cannot use log and zero together. +encoding_check(log_zero,V,E) :- scale(V,E,log), scale(V,E,zero). + +% @constraint Cannot use log if the data is negative or zero. +encoding_check(log_non_positive,V,E) :- scale(V,E,log), field(V,E,F), data_fact(field,min_sign,(negative;zero),F). + +% @constraint Cannot bin and aggregate. +encoding_check(bin_and_aggregate,V,E) :- aggregate(V,E,_), bin(V,E,true). + +% @constraint Oridnal only supports min, max, and median. +encoding_check(aggregate_o_valid,V,E) :- aggregate(V,E,A), type(V,E,ordinal), A != min, A != max, A != median. + +% @constraint Temporal only supports min and max. +encoding_check(aggregate_t_valid,V,E) :- aggregate(V,E,A), type(V,E,temporal), A != min, A != max. + +% @constraint Cannot aggregate nominal. +encoding_check(aggregate_nominal,V,E) :- aggregate(V,E,_), type(V,E,nominal). + +% @constraint Detail cannot be aggregated. +encoding_check(aggregate_detail,V,E) :- channel(V,E,detail), aggregate(V,E,_). + +% @constraint Count has to be quantitative and not use a field. +encoding_check(count_q_without_field,V,E) :- aggregate(V,E,count), field(V,E,_). +encoding_check(count_q_without_field,V,E) :- aggregate(V,E,count), not type(V,E,quantitative). + +% @constraint Shape requires discrete and not ordered (nominal). Using ordinal would't make a difference in Vega-Lite. +encoding_check(shape_discrete_non_ordered,V,E) :- channel(V,E,shape), not type(V,E,nominal). + +% @constraint Detail requires nominal. +encoding_check(detail_non_ordered,V,E) :- channel(V,E,detail), not type(V,E,nominal). + +% @constraint Size implies order so nominal is misleading. +encoding_check(size_nominal,V,E) :- channel(V,E,size), type(V,E,nominal). + +% % @constraint Do not use size when data is negative as size implies that data is positive. +encoding_check(size_negative,V,E) :- channel(V,E,size), field(V,E,F), data_fact(field,min_sign,negative,F). + +% === Across encodings and between encodings and marks === + +% @constraint Cannot use single channels twice. +encoding_check(repeat_channel,V,true) :- view(V), channel_definition(single,C), 2 { channel(V,_,C) }. + +% @constraint There has to be at least one encoding. Otherwise, the view doesn't show anything. +encoding_check(no_encodings,V,true) :- view(V), not encoding(V,_). + +% @constraint Row and column require discrete. +encoding_check(row_or_column_c,V,true) :- channel_fact(continuous,V,(row;column)). + +% @constraint Don't use row without y. Just using y is simpler. +encoding_check(row_no_y,V,true) :- channel(V,_,row), not channel(V,_,y). + +% @constraint Don't use column without x. Just using x is simpler. +encoding_check(column_no_x,V,true) :- channel(V,_,column), not channel(V,_,x). + +% @constraint All encodings (if they have a channel) require field except if we have a count aggregate. +encoding_check(encoding_no_field_and_not_count,V,E) :- not field(V,E,_), not aggregate(V,E,count), encoding(V,E). + +% @constraint Count should not have a field. Having a field doesn't make a difference. +encoding_check(count_with_field,V,E) :- aggregate(V,E,count), field(V,E,_). + +% @constraint Don't use count twice. +encoding_check(count_twice,V,true) :- view(V), { aggregate(V,_,count) } = 2. diff --git a/model/view/hard/index.lp b/model/view/hard/index.lp new file mode 100644 index 0000000..3047823 --- /dev/null +++ b/model/view/hard/index.lp @@ -0,0 +1,14 @@ +#include "type_check.lp". +#include "encoding_check.lp". +#include "stack_check.lp". +#include "view_check.lp". + +hard(type_check,NAME,V) :- type_check(NAME,V). +hard(type_check,NAME,V,X) :- type_check(NAME,V,X). + +hard(encoding_check,NAME,V,X) :- encoding_check(NAME,V,X). + +hard(stack_check,NAME,V) :- stack_check(NAME,V). +hard(view_check,NAME,V) :- view_check(NAME,V). + +hard(TYPE,NAME,V,true) :- hard(TYPE,NAME,V). diff --git a/model/view/hard/stack_check.lp b/model/view/hard/stack_check.lp new file mode 100644 index 0000000..85e8964 --- /dev/null +++ b/model/view/hard/stack_check.lp @@ -0,0 +1,30 @@ +% @constraint Only use stacking for bar and area. +stack_check(stack_without_bar_area,V) :- stack(V,_), not mark(V,bar), not mark(V,area). + +% @constraint Don't stack if aggregation is not summative (summative are count, sum, distinct, valid, missing). +stack_check(stack_without_summative_agg,V) :- aggregate(V,E,A), encoding_fact(stacked,V,E), not aggregate_definition(summative,A). + +% @constraint Need to stack if we use bar, area with discrete color. +stack_check(no_stack_with_bar_area_discrete_color,V) :- mark(V,(bar;area)), encoding(V,E), channel(V,E,color), encoding_fact(discrete,V,E), not stack(V,_). + +% @constraint Can only use stack if we also use discrete color, or detail. +stack_check(stack_without_discrete_color_or_detail,V) :- stack(V,_), not channel_fact(discrete,V,color), { channel(V,E,detail) } = 0. + +% @constraint If we use stack and detail, we also have to use quantitative color. +stack_check(stack_detail_without_q_color,V) :- stack(V,_), channel(V,_,detail), not channel(V,_,color). +stack_check(stack_detail_without_q_color,V) :- stack(V,_), channel(V,_,detail), channel(V,E,color), not aggregate(V,E,_). + +% @constraint Stack can only be on continuous. +stack_check(stack_discrete,V) :- encoding(V,E), encoding_fact(stacked,V,E), encoding_fact(discrete,V,E). + +% @constraint Stack can only be on x or y. +stack_check(stack_without_x_y,V) :- encoding(V,E), encoding_fact(stacked,V,E), not channel(V,E,x), not channel(V,E,y). + +% @constraint Cannot use non positional continuous with stack unless it's aggregated. +stack_check(stack_with_non_positional_non_agg,V) :- stack(V,_), encoding(V,E), channel_definition(non_positional,C), channel(V,E,C), not aggregate(V,E,_), encoding_fact(continuous,V,E). + +% @constraint Vega-Lite currently supports 8 shapes. +stack_check(shape_with_cardinality_gt_eight,V) :- channel(V,E,shape), field(V,E,F), cardinality(F,C), C > 8. + +% @constraint At most 20 categorical colors. +stack_check(color_with_cardinality_gt_twenty,V) :- channel(V,E,color), encoding_fact(discrete,V,E), field(V,E,F), cardinality(F,C), C > 20. diff --git a/model/view/hard/type_check.lp b/model/view/hard/type_check.lp new file mode 100644 index 0000000..d5b6ef9 --- /dev/null +++ b/model/view/hard/type_check.lp @@ -0,0 +1,17 @@ +% @constraint Check mark. +type_check(invalid_mark,V) :- mark(V,M), not mark_type(M). + +% @constraint Check channel +type_check(invalid_channel,V,E) :- channel(V,E,C), not channel_type(C). + +% @constraint Check datatype +type_check(invalid_type,V,E) :- type(V,E,T), not type_type(T). + +% @constraint Check aggregate op. +type_check(invalid_aggregate,V,E) :- aggregate(V,E,A), not aggregate_type(A). + +% @constraint Check bin (boolean) +type_check(invalid_binbool,V,E) :- bin(V,E,B), not bin_type(B). + +% @constraint Check scale +type_check(invalid_scale,V,E) :- scale(V,E,S), not scaletype_type(S). diff --git a/model/view/hard/view_check.lp b/model/view/hard/view_check.lp new file mode 100644 index 0000000..c7a07a6 --- /dev/null +++ b/model/view/hard/view_check.lp @@ -0,0 +1,60 @@ +% @constraint Bars and area cannot overlap. +view_check(bar_area_overlap,V) :- mark(V,(bar;area)), not chart_fact(no_overlap,V). + +% @constraint Rects shouldn't overlap. They are used for discrete heatmaps. +view_check(rect_overlap,V) :- mark(V,rect), not chart_fact(no_overlap,V). + +% @constraint Text mark requires text channel. +view_check(text_mark_without_text_channel,V) :- mark(V,text), not channel(V,_,text). + +% @constraint Text channel requires text mark. +view_check(text_channel_without_text_mark,V) :- channel(V,E,text), not mark(V,text). + +% @constraint Point, tick, and bar require x or y channel. +view_check(point_tick_bar_without_x_or_y,V) :- mark(V,(point;tick;bar)), not channel(V,_,x), not channel(V,_,y). + +% @constraint Line and area require x and y channel. +view_check(line_area_without_x_y,V) :- mark(V,(line;area)), not channel(V,_,(x;y)). + +% @constraint Line and area cannot have two discrete. +view_check(line_area_with_discrete,V) :- mark(V,(line;area)), channel_fact(discrete,V,x), channel_fact(discrete,V,y). + +% @constraint Bar and tick cannot have both x and y continuous. +view_check(bar_tick_rule_continuous_x_y,V) :- mark(V,(bar;tick;rule)), channel_fact(continuous,V,x), channel_fact(continuous,V,y). + +% @constraint Bar, tick, line, area require some continuous variable on x or y. +view_check(bar_tick_area_line_without_continuous_x_y,V) :- mark(V,(bar;tick;area;line)), not channel_fact(continuous,V,x), not channel_fact(continuous,V,y). + +% @constraint Bar and area mark requires scale of continuous to start at zero. +view_check(bar_area_without_zero,V) :- mark(V,(bar;area)), channel(V,E,x), chart_fact(orientation_horizontal,V), not scale(V,E,zero). +view_check(bar_area_without_zero,V) :- mark(V,(bar;area)), channel(V,E,y), chart_fact(orientation_vertical,V), not scale(V,E,zero). + +% @constraint Shape channel requires point mark. +view_check(shape_without_point,V) :- channel(V,_,shape), not mark(V,point). + +% @constraint Size only works with some marks. Vega-Lite can also size lines, and ticks but that would violate best practices. +view_check(size_without_point_text,V) :- channel(V,_,size), not mark(V,point), not mark(V,text). + +% @constraint Detail requires aggregation. Detail adds a field to the group by. Detail could also be used to add information to tooltips. We may remove this later. +view_check(detail_without_agg,V) :- channel(V,_,detail), not aggregate(V,_,_). + +% @constraint Do not use log for bar or area mark as they are often misleading. We may remove this rule in the future. +view_check(area_bar_with_log,V) :- mark(V,(bar;area)), channel(V,E,(x;y)), scale(V,E,log). + +% @constraint Rect mark needs discrete x and y. +view_check(rect_without_d_d,V) :- mark(V,rect), not chart_fact(discrete_discrete,V). + +% @constraint Don't use the same field on x and y. +view_check(same_field_x_and_y,V) :- view(V), { field(V,E,F) : channel(V,E,x); field(V,E,F) : channel(V,E,y) } >= 2, fieldtype(F,_). + +% @constraint Don't use count on x and y. +view_check(count_on_x_and_y,V):- channel(V,EX,x), channel(V,EY,y), aggregate(V,EX,count), aggregate(V,EY,count). + +% @constraint If we use aggregation, then all continuous fields need to be aggeragted. +view_check(aggregate_not_all_continuous,V):- aggregate(V,E,_), encoding_fact(continuous,V,E), not aggregate(V,E,_). + +% @constraint Don't use row without y. Just using y is simpler. +view_check(row_no_y,V) :- channel(V,_,row), not channel(V,_,y). + +% @constraint Don't use column without x. Just using x is simpler. +view_check(column_no_x,V) :- channel(V,_,column), not channel(V,_,x). diff --git a/model/view/hard_integrity.lp b/model/view/hard_integrity.lp new file mode 100644 index 0000000..099c8e9 --- /dev/null +++ b/model/view/hard_integrity.lp @@ -0,0 +1,2 @@ +:- view(V), hard(_,_,V). +:- view(V), hard(_,_,V,_). diff --git a/model/view/optimize.lp b/model/view/optimize.lp new file mode 100644 index 0000000..5f6e07e --- /dev/null +++ b/model/view/optimize.lp @@ -0,0 +1,3 @@ +#const infinity = 999999999. + +#minimize { W,TYPE,NAME,V,X: soft(TYPE,NAME,V,X), soft_weight(TYPE,NAME,W); infinity,TYPE,NAME,V,X: hard(TYPE,NAME,V,X) }. diff --git a/model/view/program/all.lp b/model/view/program/all.lp new file mode 100644 index 0000000..9572b40 --- /dev/null +++ b/model/view/program/all.lp @@ -0,0 +1,12 @@ +#include "../definitions/index.lp". +#include "../view_facts/index.lp". +#include "../hard/index.lp". +#include "../soft/index.lp". +#include "../const.lp". +#include "../generate.lp". +#include "../generate_extra_encodings.lp". +#include "../grammar.lp". +#include "../show.lp". +#include "../define.lp". +#include "../optimize.lp". +#include "../hard_integrity.lp". % strict hard diff --git a/model/view/program/base.lp b/model/view/program/base.lp new file mode 100644 index 0000000..014899a --- /dev/null +++ b/model/view/program/base.lp @@ -0,0 +1,11 @@ +#include "../definitions/index.lp". +#include "../view_facts/index.lp". +#include "../hard/index.lp". +#include "../soft/index.lp". +#include "../const.lp". +% #include "../generate.lp". +#include "../grammar.lp". +#include "../show.lp". +#include "../define.lp". +% #include "../optimize.lp". +% #include "../hard_integrity.lp". % strict hard diff --git a/model/view/show.lp b/model/view/show.lp new file mode 100644 index 0000000..baf1603 --- /dev/null +++ b/model/view/show.lp @@ -0,0 +1,12 @@ +#show view/1. +#show mark/2. +#show encoding/2. +#show type/3. +#show scale/3. +#show channel/3. +#show field/3. +#show type/3. +#show bin/3. +#show aggregate/3. +#show soft/4. +#show view_fact/4. diff --git a/model/view/soft/aggregate/index.lp b/model/view/soft/aggregate/index.lp new file mode 100644 index 0000000..ac677da --- /dev/null +++ b/model/view/soft/aggregate/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". \ No newline at end of file diff --git a/model/view/soft/aggregate/pref.lp b/model/view/soft/aggregate/pref.lp new file mode 100644 index 0000000..b8b9ebc --- /dev/null +++ b/model/view/soft/aggregate/pref.lp @@ -0,0 +1,20 @@ +% @constraint Count as aggregate op. +soft(aggregate,count,V,E) :- aggregate(V,E,count). + +% @constraint Sum as aggregate op. +soft(aggregate,sum,V,E) :- aggregate(V,E,sum). + +% @constraint Mean as aggregate op. +soft(aggregate,mean,V,E) :- aggregate(V,E,mean). + +% @constraint Median as aggregate op. +soft(aggregate,median,V,E) :- aggregate(V,E,median). + +% @constraint Min as aggregate op. +soft(aggregate,min,V,E) :- aggregate(V,E,min). + +% @constraint Max as aggregate op. +soft(aggregate,max,V,E) :- aggregate(V,E,max). + +% @constraint Standard Deviation as aggregate op. +soft(aggregate,stdev,V,E) :- aggregate(V,E,stdev). diff --git a/model/view/soft/aggregate/weight.lp b/model/view/soft/aggregate/weight.lp new file mode 100644 index 0000000..979a723 --- /dev/null +++ b/model/view/soft/aggregate/weight.lp @@ -0,0 +1,7 @@ +soft_weight(aggregate,count,0). +soft_weight(aggregate,sum,2). +soft_weight(aggregate,mean,1). +soft_weight(aggregate,median,3). +soft_weight(aggregate,min,4). +soft_weight(aggregate,max,4). +soft_weight(aggregate,stdev,5). diff --git a/model/view/soft/chart/index.lp b/model/view/soft/chart/index.lp new file mode 100644 index 0000000..5fc5376 --- /dev/null +++ b/model/view/soft/chart/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". diff --git a/model/view/soft/chart/pref.lp b/model/view/soft/chart/pref.lp new file mode 100644 index 0000000..822e27e --- /dev/null +++ b/model/view/soft/chart/pref.lp @@ -0,0 +1,11 @@ +% @constraint Prefer to use only x over only y. +soft(chart,only_x_over_only_y,V,true) :- channel(V,_,y), not channel(V,_,x). + +% @constraint Prefer not to have binned one dimensional chart. +soft(chart,binned_one_dimensional,V,true) :- #count { E: encoding(V,E) } = 1, bin(V,_,true). + +% @constraint Prefer to orient vertically over horizontall. Chart orientation for bar and tick (with and without bin). Binned fields have short labels if they are quantitative while otherwise labels can be long. +soft(chart,orientation_horizontal_binned,V,true) :- bin(V,E,true), type(V,E,quantitative), not channel(V,E,x). + +% @constraint Prefer 1D raw continuous tick for over 1D point (or any other). +soft(chart,one_dim_raw_continuous_tick_over_rest,V,true) :- #count { E: encoding(V,E) } = 1, encoding_fact(continuous,V,_), encoding_fact(raw,V,_), not mark(V,tick). diff --git a/model/view/soft/chart/weight.lp b/model/view/soft/chart/weight.lp new file mode 100644 index 0000000..cf9a292 --- /dev/null +++ b/model/view/soft/chart/weight.lp @@ -0,0 +1,4 @@ +soft_weight(chart,only_x_over_only_y,1). +soft_weight(chart,binned_one_dimensional,10). +soft_weight(chart,orientation_horizontal_binned,2). +soft_weight(chart,one_dim_raw_continuous_tick_over_rest,1). diff --git a/model/view/soft/datatype/index.lp b/model/view/soft/datatype/index.lp new file mode 100644 index 0000000..35c7107 --- /dev/null +++ b/model/view/soft/datatype/index.lp @@ -0,0 +1,2 @@ +#include "./pref.lp". +#include "./weight.lp". diff --git a/model/view/soft/datatype/pref.lp b/model/view/soft/datatype/pref.lp new file mode 100644 index 0000000..53cd30c --- /dev/null +++ b/model/view/soft/datatype/pref.lp @@ -0,0 +1,71 @@ +% @constraint +soft(datatype,string_quantitative,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,string). + +% @constraint +soft(datatype,string_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), fieldtype(F,string). + +% @constraint +soft(datatype,string_nominal,V,E) :- type(V,E,nominal), field(V,E,F), fieldtype(F,string). + +% @constraint +soft(datatype,string_temporal,V,E) :- type(V,E,temporal), field(V,E,F), fieldtype(F,string). + +% @constraint +soft(datatype,number_quantitative,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,number). + +% @constraint +soft(datatype,number_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), fieldtype(F,number). + +% @constraint +soft(datatype,number_nominal,V,E) :- type(V,E,nominal), field(V,E,F), fieldtype(F,number). + +% @constraint +soft(datatype,number_temporal,V,E) :- type(V,E,temporal), field(V,E,F), fieldtype(F,number). + +% @constraint +soft(datatype,integer_quantitative,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,integer). + +% @constraint +soft(datatype,integer_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), fieldtype(F,integer). + +% @constraint +soft(datatype,integer_nominal,V,E) :- type(V,E,nominal), field(V,E,F), fieldtype(F,integer). + +% @constraint +soft(datatype,integer_temporal,V,E) :- type(V,E,temporal), field(V,E,F), fieldtype(F,integer). + +% @constraint +soft(datatype,boolean_quantitative,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,boolean). + +% @constraint +soft(datatype,boolean_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), fieldtype(F,boolean). + +% @constraint +soft(datatype,boolean_nominal,V,E) :- type(V,E,nominal), field(V,E,F), fieldtype(F,boolean). + +% @constraint +soft(datatype,boolean_temporal,V,E) :- type(V,E,temporal), field(V,E,F), fieldtype(F,boolean). + +% @constraint +soft(datatype,date_quantitative,V,E) :- type(V,E,quantitative), field(V,E,F), fieldtype(F,date). + +% @constraint +soft(datatype,date_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), fieldtype(F,date). + +% @constraint +soft(datatype,date_nominal,V,E) :- type(V,E,nominal), field(V,E,F), fieldtype(F,date). + +% @constraint +soft(datatype,date_temporal,V,E) :- type(V,E,temporal), field(V,E,F), fieldtype(F,date). + +% @constraint Prefer not to use ordinal for fields with high cardinality. +soft(datatype,high_cardinality_ordinal,V,E) :- type(V,E,ordinal), field(V,E,F), cardinality(F,C), C > 30. + +% @constraint Prefer not to use nominal for fields with high cardinality. +soft(datatype,high_cardinality_nominal,V,E) :- type(V,E,nominal), field(V,E,F), cardinality(F,C), C > 8. + +% @constraint Prefer not to use high cardinality nominal for color. +soft(datatype,high_cardinality_nominal_color,V,E) :- type(V,E,nominal), channel(V,E,color), field(V,E,F), cardinality(F,C), C > 20. + +% @constraint Prefer not to use high cardinality nominal for color. +soft(datatype,high_cardinality_size,V,E) :- type(V,E,nominal), channel(V,E,size), field(V,E,F), cardinality(F,C), C > 20. diff --git a/model/view/soft/datatype/weight.lp b/model/view/soft/datatype/weight.lp new file mode 100644 index 0000000..f806f19 --- /dev/null +++ b/model/view/soft/datatype/weight.lp @@ -0,0 +1,24 @@ +soft_weight(datatype,string_quantitative,100). +soft_weight(datatype,string_ordinal,1). +soft_weight(datatype,string_nominal,0). +soft_weight(datatype,string_temporal,2). +soft_weight(datatype,number_quantitative,0). +soft_weight(datatype,number_ordinal,1). +soft_weight(datatype,number_nominal,3). +soft_weight(datatype,number_temporal,2). +soft_weight(datatype,integer_quantitative,0). +soft_weight(datatype,integer_ordinal,1). +soft_weight(datatype,integer_nominal,3). +soft_weight(datatype,integer_temporal,2). +soft_weight(datatype,boolean_quantitative,3). +soft_weight(datatype,boolean_ordinal,1). +soft_weight(datatype,boolean_nominal,0). +soft_weight(datatype,boolean_temporal,100). +soft_weight(datatype,date_quantitative,10). +soft_weight(datatype,date_ordinal,15). +soft_weight(datatype,date_nominal,20). +soft_weight(datatype,date_temporal,0). +soft_weight(datatype,high_cardinality_ordinal,10). +soft_weight(datatype,high_cardinality_nominal,10). +soft_weight(datatype,high_cardinality_nominal_color,10). +soft_weight(datatype,high_cardinality_size,1). diff --git a/model/view/soft/encoding/index.lp b/model/view/soft/encoding/index.lp new file mode 100644 index 0000000..ac677da --- /dev/null +++ b/model/view/soft/encoding/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". \ No newline at end of file diff --git a/model/view/soft/encoding/pref.lp b/model/view/soft/encoding/pref.lp new file mode 100644 index 0000000..bb83aa1 --- /dev/null +++ b/model/view/soft/encoding/pref.lp @@ -0,0 +1,53 @@ +% @constraint Prefer to use fewer encodings in general. +soft(encoding,encoding,V,E) :- encoding(V,E). + +% @constraint Prefer to use fewer encodings with fields (count does not have a field). +soft(encoding,encoding_field,V,E) :- field(V,E,_). + +% @constraint Prefer to use raw (no aggregate). +soft(encoding,aggregate,V,E) :- aggregate(V,E,_). + +% @constraint Prefer to not bin. +soft(encoding,bin,V,E) :- bin(V,E,true). + +% @constraint Prefer not to use the same field twice. +soft(encoding,same_field_2,V,F) :- view(V), field(F), { field(V,_,F) } = 2. + +% @constraint Prefer not to use the same field three or more times. +soft(encoding,same_field_gte3,V,F) :- view(V), field(F), { field(V,_,F) } >= 3. + +% @constraint Prefer not to use count more than once. +soft(encoding,count_twice,V,true) :- view(V), { aggregate(V,_,count) } >= 2. + +% @constraint Prefer quantitative for bin. +soft(encoding,quant_bin,V,E) :- bin(V,E,true), not type(V,E,quantitative). + +% @constraint Prefer not to use non-positional channels until all positional channels are used. +soft(encoding,non_positional_pref,V,true) :- channel(V,_,C), channel_definition(non_positional,C), not channel(V,_,(x;y)). + +% @constraint Prefer not to use multiple non-positional encoding channels. +soft(encoding,multiple_non_pos,V,true) :- view(V), { channel(V,_,C): channel_definition(non_positional,C) } > 1. + +% @constraint Aggregate plots should not use raw continuous as group by. +soft(encoding,aggregate_group_by_raw_non_temporal,V,E) :- aggregate(V,_,_), encoding_fact(continuous,V,E), not aggregate(V,E,_), not type(V,E,temporal). + +% @constraint Aggregate should also have a discrete encoding to group by. +soft(encoding,agg_dim,V,true) :- aggregate(V,_,_), not encoding_fact(discrete,V,_). + +% @constraint Prefer not to use plot with both x and y discrete and no aggregate as it leads to occlusion. +soft(encoding,x_y_raw,V,E) :- channel(V,EX,x), encoding_fact(discrete,V,EX), channel(V,EY,y), encoding_fact(discrete,V,EY), encoding(V,E), not aggregate(V,E,_), encoding_fact(continuous,V,E). + +% @constraint Zero base for stack op. +soft(encoding,stack_zero,V,true) :- stack(V,zero). + +% @constraint Normalize between groupbys as stack op. +soft(encoding,stack_normalize,V,true) :- stack(V,normalize). + +% @constraint Prefer quantitative > ordinal > nominal. +soft(encoding,type_quantitative,V,E) :- type(V,E,quantitative). + +% @constraint Prefer quantitative > ordinal > nominal. +soft(encoding,type_ordinal,V,E) :- type(V,E,ordinal). + +% @constraint Prefer quantitative > ordinal > nominal. +soft(encoding,type_nominal,V,E) :- type(V,E,nominal). diff --git a/model/view/soft/encoding/weight.lp b/model/view/soft/encoding/weight.lp new file mode 100644 index 0000000..1cd324c --- /dev/null +++ b/model/view/soft/encoding/weight.lp @@ -0,0 +1,16 @@ +soft_weight(encoding,encoding_field,7). +soft_weight(encoding,aggregate,4). +soft_weight(encoding,bin,2). +soft_weight(encoding,same_field_2,8). +soft_weight(encoding,count_twice,50). +soft_weight(encoding,quant_bin_weight,1). +soft_weight(encoding,non_positional_pref,10). +soft_weight(encoding,multiple_non_pos,3). +soft_weight(encoding,aggregate_group_by_raw_non_temporal,10). +soft_weight(encoding,agg_dim,2). +soft_weight(encoding,x_y_raw,1). +soft_weight(encoding,stack_zero_weight,0). +soft_weight(encoding,stack_normalize_weight,1). +soft_weight(encoding,type_quantitative,0). +soft_weight(encoding,type_ordinal,1). +soft_weight(encoding,type_nominal,2). diff --git a/model/view/soft/index.lp b/model/view/soft/index.lp new file mode 100644 index 0000000..54aeec6 --- /dev/null +++ b/model/view/soft/index.lp @@ -0,0 +1,7 @@ +#include "type_channel/index.lp". +#include "mark_type/index.lp". +#include "encoding/index.lp". +#include "aggregate/index.lp". +#include "scale/index.lp". +#include "datatype/index.lp". +#include "chart/index.lp". diff --git a/model/view/soft/mark_type/index.lp b/model/view/soft/mark_type/index.lp new file mode 100644 index 0000000..ac677da --- /dev/null +++ b/model/view/soft/mark_type/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". \ No newline at end of file diff --git a/model/view/soft/mark_type/pref.lp b/model/view/soft/mark_type/pref.lp new file mode 100644 index 0000000..fbb2e58 --- /dev/null +++ b/model/view/soft/mark_type/pref.lp @@ -0,0 +1,65 @@ +% @constraint Continuous by continuous for point mark. +soft(mark_type,c_c_point,V,true) :- chart_fact(continuous_continuous,V), mark(V,point). + +% @constraint Continuous by continuous for circle mark. +soft(mark_type,c_c_circle,V,true) :- chart_fact(continuous_continuous,V), mark(V,circle). + +% @constraint Continuous by continuous for square mark. +soft(mark_type,c_c_square,V,true) :- chart_fact(continuous_continuous,V), mark(V,square). + +% @constraint Continuous by continuous for line mark. +soft(mark_type,c_c_line,V,true) :- chart_fact(continuous_continuous,V), mark(V,line). + +% @constraint Continuous by continuous for area mark. +soft(mark_type,c_c_area,V,true) :- chart_fact(continuous_continuous,V), mark(V,area). + +% @constraint Continuous by continuous for text mark. +soft(mark_type,c_c_text,V,true) :- chart_fact(continuous_continuous,V), mark(V,text). + +% @constraint Continuous by continuous for tick mark. +soft(mark_type,c_c_tick,V,true) :- chart_fact(continuous_continuous,V), mark(V,tick). + +% @constraint Continuous by discrete for point mark. +soft(mark_type,c_d_point,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,point). + +% @constraint Continuous by discrete for bar mark. +soft(mark_type,c_d_bar,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,bar). + +% @constraint Continuous by discrete for line mark. +soft(mark_type,c_d_line,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,line). + +% @constraint Continuous by discrete for area mark. +soft(mark_type,c_d_area,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,area). + +% @constraint Continuous by discrete for text mark. +soft(mark_type,c_d_text,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,text). + +% @constraint Continuous by discrete for tick mark. +soft(mark_type,c_d_tick,V,true) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), mark(V,tick). + +% @constraint Continuous by discrete for point mark with no overlap. +soft(mark_type,c_d_no_overlap_point,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,point). + +% @constraint Continuous by discrete for bar mark with no overlap. +soft(mark_type,c_d_no_overlap_bar,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,bar). + +% @constraint Continuous by discrete for line mark with no overlap. +soft(mark_type,c_d_no_overlap_line,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,line). + +% @constraint Continuous by discrete for area mark with no overlap. +soft(mark_type,c_d_no_overlap_area,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,area). + +% @constraint Continuous by discrete for text mark with no overlap. +soft(mark_type,c_d_no_overlap_text,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,text). + +% @constraint Continuous by discrete for tick mark with no overlap. +soft(mark_type,c_d_no_overlap_tick,V,true) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap,V), mark(V,tick). + +% @constraint Discrete by discrete for point mark. +soft(mark_type,d_d_point,V,true) :- chart_fact(discrete_discrete,V), mark(V,point). + +% @constraint Discrete by discrete for point mark. +soft(mark_type,d_d_text,V,true) :- chart_fact(discrete_discrete,V), mark(V,text). + +% @constraint Discrete by discrete for point mark. +soft(mark_type,d_d_rect,V,true) :- chart_fact(discrete_discrete,V), mark(V,rect). diff --git a/model/view/soft/mark_type/weight.lp b/model/view/soft/mark_type/weight.lp new file mode 100644 index 0000000..0d78730 --- /dev/null +++ b/model/view/soft/mark_type/weight.lp @@ -0,0 +1,23 @@ +soft_weight(mark_type,c_c_point,0). +soft_weight(mark_type,c_c_line,20). +soft_weight(mark_type,c_c_area,20). +soft_weight(mark_type,c_c_text,2). +soft_weight(mark_type,c_c_tick,5). + +soft_weight(mark_type,c_d_point,10). +soft_weight(mark_type,c_d_bar,20). +soft_weight(mark_type,c_d_line,20). +soft_weight(mark_type,c_d_area,20). +soft_weight(mark_type,c_d_text,50). +soft_weight(mark_type,c_d_tick,0). + +soft_weight(mark_type,c_d_no_overlap_point,20). +soft_weight(mark_type,c_d_no_overlap_bar,0). +soft_weight(mark_type,c_d_no_overlap_line,20). +soft_weight(mark_type,c_d_no_overlap_area,20). +soft_weight(mark_type,c_d_no_overlap_text,30). +soft_weight(mark_type,c_d_no_overlap_tick,25). + +soft_weight(mark_type,d_d_point,0). +soft_weight(mark_type,d_d_text,1). +soft_weight(mark_type,d_d_rect,0). diff --git a/model/view/soft/scale/index.lp b/model/view/soft/scale/index.lp new file mode 100644 index 0000000..ac677da --- /dev/null +++ b/model/view/soft/scale/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". \ No newline at end of file diff --git a/model/view/soft/scale/pref.lp b/model/view/soft/scale/pref.lp new file mode 100644 index 0000000..276cfee --- /dev/null +++ b/model/view/soft/scale/pref.lp @@ -0,0 +1,20 @@ +% @constraint Prefer not to use log scale. +soft(scale,log,V,E) :- scale(V,E,log). + +% @constraint Prefer to include zero for continuous (binned doesn't need zero). +soft(scale,zero,V,E) :- encoding_fact(continuous,V,E), not scale(V,E,zero). + +% @constraint Prefer to exclude zero for binned. +soft(scale,zero_bin,V,E) :- bin(V,E,true), scale(V,E,zero). + +% @constraint Prefer zero size (even when binned). +soft(scale,zero_size,V,true) :- channel(V,E,size), not scale(V,E,zero). + +% @constraint Prefer zero positional. +soft(scale,zero_positional,V,true) :- encoding_fact(continuous,V,E), channel(V,E,(x;y)), not scale(V,E,zero). + +% @constraint Prefer not to use zero when the difference between min and max is larger than distance to 0. +soft(scale,zero_skew,V,true) :- scale(V,E,zero), field(V,E,F), data_fact(field,min_minus_max_gt_min_or_max_minus_zero,F). + +% @constraint Do not include zero when the range of data includes zero. +soft(scale,includes_zero,V,E) :- scale(V,E,zero), field(V,E,F), data_fact(field,extent_includes_zero,F). diff --git a/model/view/soft/scale/weight.lp b/model/view/soft/scale/weight.lp new file mode 100644 index 0000000..2b6f7a6 --- /dev/null +++ b/model/view/soft/scale/weight.lp @@ -0,0 +1,7 @@ +soft_weight(scale,log,1). +soft_weight(scale,zero,1). +soft_weight(scale,zero_bin,1). +soft_weight(scale,zero_size,3). +soft_weight(scale,zero_positional,1). +soft_weight(scale,zero_skew,5). +soft_weight(scale,includes_zero,1). diff --git a/model/view/soft/type_channel/index.lp b/model/view/soft/type_channel/index.lp new file mode 100644 index 0000000..ac677da --- /dev/null +++ b/model/view/soft/type_channel/index.lp @@ -0,0 +1,2 @@ +#include "pref.lp". +#include "weight.lp". \ No newline at end of file diff --git a/model/view/soft/type_channel/pref.lp b/model/view/soft/type_channel/pref.lp new file mode 100644 index 0000000..af51fcc --- /dev/null +++ b/model/view/soft/type_channel/pref.lp @@ -0,0 +1,77 @@ +% @constraint Continuous on x channel. +soft(type_channel,continuous_x,V,true) :- channel_fact(continuous,V,x). + +% @constraint Continuous on y channel. +soft(type_channel,continuous_y,V,true) :- channel_fact(continuous,V,y). + +% @constraint Continuous on color channel. +soft(type_channel,continuous_color,V,true) :- channel_fact(continuous,V,color). + +% @constraint Continuous on size channel. +soft(type_channel,continuous_size,V,true) :- channel_fact(continuous,V,size). + +% @constraint Continuous on text channel. +soft(type_channel,continuous_text,V,true) :- channel_fact(continuous,V,text). + +% @constraint Ordered on x channel. +soft(type_channel,ordered_x,V,true) :- channel_fact(discrete,V,x), channel_fact(ordered,V,x). + +% @constraint Ordered on y channel. +soft(type_channel,ordered_y,V,true) :- channel_fact(discrete,V,y), channel_fact(ordered,V,y). + +% @constraint Ordered on color channel. +soft(type_channel,ordered_color,V,true) :- channel_fact(discrete,V,color), channel_fact(ordered,V,color). + +% @constraint Ordered on size channel. +soft(type_channel,ordered_size,V,true) :- channel_fact(discrete,V,size), channel_fact(ordered,V,size). + +% @constraint Ordered on text channel. +soft(type_channel,ordered_text,V,true) :- channel_fact(discrete,V,text), channel_fact(ordered,V,text). + +% @constraint Ordered on row channel. +soft(type_channel,ordered_row,V,true) :- channel_fact(discrete,V,row), channel_fact(ordered,V,row). + +% @constraint Ordered on column channel. +soft(type_channel,ordered_column,V,true) :- channel_fact(discrete,V,column), channel_fact(ordered,V,column). + +% @constraint Nominal on x channel. +soft(type_channel,nominal_x,V,true) :- channel_fact(nominal,V,x). + +% @constraint Nominal on y channel. +soft(type_channel,nominal_y,V,true) :- channel_fact(nominal,V,y). + +% @constraint Nominal on color channel. +soft(type_channel,nominal_color,V,true) :- channel_fact(nominal,V,color). + +% @constraint Nominal on shape channel. +soft(type_channel,nominal_shape,V,true) :- channel_fact(nominal,V,shape). + +% @constraint Nominal on text channel. +soft(type_channel,nominal_text,V,true) :- channel_fact(nominal,V,text). + +% @constraint Nominal on row channel. +soft(type_channel,nominal_row,V,true) :- channel_fact(nominal,V,row). + +% @constraint Nominal on column channel. +soft(type_channel,nominal_column,V,true) :- channel_fact(nominal,V,column). + +% @constraint Temporal on x channel. +soft(type_channel,temporal_x,V,true) :- channel_fact(temporal,V,x). + +% @constraint Temporal on y channel. +soft(type_channel,temporal_y,V,true) :- channel_fact(temporal,V,y). + +% @constraint Temporal on color channel. +soft(type_channel,temporal_color,V,true) :- channel_fact(temporal,V,color). + +% @constraint Temporal on shape channel. +soft(type_channel,temporal_shape,V,true) :- channel_fact(temporal,V,shape). + +% @constraint Temporal on text channel. +soft(type_channel,temporal_text,V,true) :- channel_fact(temporal,V,text). + +% @constraint Temporal on row channel. +soft(type_channel,temporal_row,V,true) :- channel_fact(temporal,V,row). + +% @constraint Temporal on column channel. +soft(type_channel,temporal_column,V,true) :- channel_fact(temporal,V,column). diff --git a/model/view/soft/type_channel/weight.lp b/model/view/soft/type_channel/weight.lp new file mode 100644 index 0000000..dbf175b --- /dev/null +++ b/model/view/soft/type_channel/weight.lp @@ -0,0 +1,31 @@ +soft_weight(type_channel,continuous_x,0). +soft_weight(type_channel,continuous_y,0). +soft_weight(type_channel,continuous_color,10). +soft_weight(type_channel,continuous_size,1). +soft_weight(type_channel,continuous_text,40). + +soft_weight(type_channel,ordered_x,1). +soft_weight(type_channel,ordered_y,0). +soft_weight(type_channel,ordered_color,8). +soft_weight(type_channel,ordered_size,15). +soft_weight(type_channel,ordered_text,40). +soft_weight(type_channel,ordered_row,15). +soft_weight(type_channel,ordered_column,15). + +soft_weight(type_channel,nominal_x,3). +soft_weight(type_channel,nominal_y,0). +soft_weight(type_channel,nominal_color,10). +soft_weight(type_channel,nominal_shape,11). +soft_weight(type_channel,nominal_text,12). +soft_weight(type_channel,nominal_row,7). +soft_weight(type_channel,nominal_column,9). +soft_weight(type_channel,nominal_detail,30). + +soft_weight(type_channel,temporal_x,0). +soft_weight(type_channel,temporal_y,100). +soft_weight(type_channel,temporal_color,10). +soft_weight(type_channel,temporal_shape,11). +soft_weight(type_channel,temporal_text,12). +soft_weight(type_channel,temporal_row,7). +soft_weight(type_channel,temporal_column,9). +soft_weight(type_channel,temporal_detail,30). diff --git a/model/view/view_facts/channel.lp b/model/view/view_facts/channel.lp new file mode 100644 index 0000000..abef742 --- /dev/null +++ b/model/view/view_facts/channel.lp @@ -0,0 +1,14 @@ +% @fact continuous channel +channel_fact(continuous,V,C) :- channel(V,E,C), encoding_fact(continuous,V,E). + +% @fact discrete channel +channel_fact(discrete,V,C) :- channel(V,E,C), encoding_fact(discrete,V,E). + +% @fact ordered channel +channel_fact(ordered,V,C) :- channel(V,E,C), encoding_fact(ordered,V,E). + +% @fact nominal channel +channel_fact(nominal,V,C) :- channel(V,E,C), type(V,E,nominal). + +% @fact temporal channel +channel_fact(temporal,V,C) :- channel(V,E,C), type(V,E,temporal). diff --git a/model/view/view_facts/chart.lp b/model/view/view_facts/chart.lp new file mode 100644 index 0000000..3e19f90 --- /dev/null +++ b/model/view/view_facts/chart.lp @@ -0,0 +1,29 @@ +% @fact continuous by continuous +chart_fact(continuous_continuous,V) :- channel_fact(continuous,V,x), channel_fact(continuous,V,y). + +% fact continuous by discrete +chart_fact(continuous_discrete,V) :- channel_fact(continuous,V,x), channel_fact(discrete,V,y). +chart_fact(continuous_discrete,V) :- channel_fact(continuous,V,y), channel_fact(discrete,V,x). + +% fact discrete by discrete +chart_fact(discrete_discrete,V) :- channel_fact(discrete,V,x), channel_fact(discrete,V,y). + +% @fact The continuous variable is a measure (it is aggregated) and all other channels are aggregated, or we use stack -> no overlap. +chart_fact(non_position_unaggregated,V) :- channel(V,E,C), channel_definition(non_positional,C). + +% @fact overlap +chart_fact(overlap_x_y,V) :- data_fact(overlap,definitely,(F1,F2)), field(V,E1,F1), field(V,E2,F2), channel(V,E1,(x;y)), channel(V,E2,(x;y)). +chart_fact(no_overlap_x_y,V) :- data_fact(overlap,definitely_not,(F1,F2)), field(V,E1,F1), field(V,E2,F2), channel(V,E1,(x;y)), channel(V,E2,(x;y)). + +% @fact overlap +chart_fact(no_overlap,V) :- chart_fact(continuous_discrete,V), encoding_fact(continuous,V,E), channel(V,E,(x;y)), aggregate(V,E,_), not chart_fact(non_position_unaggregated,V). +chart_fact(no_overlap,V) :- chart_fact(continuous_discrete,V), stack(V,_). +chart_fact(no_overlap,V) :- chart_fact(continuous_discrete,V), chart_fact(no_overlap_x_y,V). + +chart_fact(overlap,V) :- chart_fact(continuous_discrete,V), not chart_fact(no_overlap,V), chart_fact(overlap_x_y,V). +chart_fact(overlap,V) :- chart_fact(discrete_discrete,V), channel(V,E,C), not channel(V,_,(row;column)), not chart_fact(no_overlap,V), chart_fact(overlap_x_y,V). + +% @fact orientation +chart_fact(orientation_vertical,V) :- mark(V,(bar;tick;area;line)), channel_fact(discrete,V,x). +chart_fact(orientation_vertical,V) :- mark(V,(area;line)), channel_fact(continuous,V,x), channel_fact(continuous,V,y). +chart_fact(orientation_horizontal,V) :- mark(V,(bar;tick;area;line)), channel_fact(discrete,V,y). diff --git a/model/view/view_facts/encoding.lp b/model/view/view_facts/encoding.lp new file mode 100644 index 0000000..5190759 --- /dev/null +++ b/model/view/view_facts/encoding.lp @@ -0,0 +1,20 @@ +% @fact binned can be defined by a boolean or by a numeric binsize +encoding_fact(binned,V,E) :- bin(V,E,true). + +% @fact discrete encoding +encoding_fact(discrete,V,E) :- type(V,E,(nominal;ordinal)). +encoding_fact(discrete,V,E) :- bin(V,E,true). + +% @fact continuous encoding +encoding_fact(continuous,V,E) :- encoding(V,E), not encoding_fact(discrete,V,E). + +% @fact raw encoding +encoding_fact(raw,V,E) :- encoding(V,E), not aggregate(V,E,_), bin(V,E,false). +encoding_fact(raw,V,E) :- encoding(V,E), not aggregate(V,E,_), not bin(V,E,_). + +% @fact ordered encoding +encoding_fact(ordered,V,E) :- type(V,E,(ordinal;quantitative;temporal)). + +encoding_fact(extent,V,(E,MIN,MAX)) :- field(V,E,F), extent(F,MIN,MAX). + +encoding_fact(stacked,V,E) :- channel(V,E,(x;y)), channel(V,ED,(x;y)), encoding_fact(continuous,V,E), encoding_fact(discrete,V,ED), stack(V,S). diff --git a/model/view/view_facts/index.lp b/model/view/view_facts/index.lp new file mode 100644 index 0000000..1933c00 --- /dev/null +++ b/model/view/view_facts/index.lp @@ -0,0 +1,7 @@ +#include "channel.lp". +#include "chart.lp". +#include "encoding.lp". + +view_fact(channel,NAME,V,X) :- channel_fact(NAME,V,X). +view_fact(chart,NAME,V,true) :- chart_fact(NAME,V). +view_fact(encoding,NAME,V,X) :- encoding_fact(NAME,V,X). diff --git a/package.json b/package.json index 63864e9..b8605ec 100644 --- a/package.json +++ b/package.json @@ -1,10 +1,63 @@ { + "name": "ndraco-core", + "version": "0.0.1", + "author": "Dominik Moritz", + "license": "BSD-3-Clause", + "main": "./build/bundle.js", + "module": "./build/index", + "typings": "./build/index.d.ts", "dependencies": { - "vega": "^5.3.5", - "vega-lite": "^3.2.1" + "d3-array": "^2.2.0", + "random-words": "^1.1.0", + "run-parallel": "^1.1.9", + "string-hash": "^1.1.3", + "tmp": "^0.1.0", + "vega": "5.3.3", + "vega-lite": "3.1.0" + }, + "devDependencies": { + "@types/jest": "^24.0.13", + "@types/tmp": "^0.1.0", + "canvas": "^2.5.0", + "jest": "^24.8.0", + "jest-canvas-mock": "^2.1.0", + "jest-config": "^24.8.0", + "jest-extended": "^0.11.1", + "prettier": "^1.17.1", + "rollup": "^1.12.3", + "rollup-plugin-commonjs": "^10.0.0", + "rollup-plugin-json": "^4.0.0", + "rollup-plugin-node-builtins": "^2.1.2", + "rollup-plugin-node-resolve": "^5.0.0", + "ts-jest": "^24.0.2", + "tslint": "^5.16.0", + "tslint-config-airbnb": "^5.11.1", + "tslint-config-prettier": "^1.18.0", + "typescript": "^3.4.5" }, "scripts": { - "vl2png": "vl2png", - "build": "yarn --cwd ./js build" + "build": "rm -rf build && tsc && rollup -c", + "format": "tslint -p . --fix && prettier --write '{src,test}/**/*.ts'", + "test": "jest" + }, + "jest": { + "transform": { + "^.+\\.tsx?$": "ts-jest" + }, + "testRegex": "(/__tests__/.*|(\\.|/)(test|spec))\\.(jsx?|tsx?)$", + "moduleFileExtensions": [ + "ts", + "tsx", + "js", + "jsx", + "json", + "node", + "lp" + ], + "testPathIgnorePatterns": [ + "node_modules", + "/build", + "src" + ] } } diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index f3a4692..0000000 --- a/requirements.txt +++ /dev/null @@ -1,9 +0,0 @@ -ansunit -black -clyngor -jsonschema -mypy -pandas -pytest -pytest-cov -scipy diff --git a/js/rollup.config.js b/rollup.config.js similarity index 59% rename from js/rollup.config.js rename to rollup.config.js index d8ed33e..bef6c8d 100644 --- a/js/rollup.config.js +++ b/rollup.config.js @@ -1,13 +1,14 @@ -import nodeResolve from "rollup-plugin-node-resolve"; import commonjs from "rollup-plugin-commonjs"; +import json from "rollup-plugin-json"; import builtins from "rollup-plugin-node-builtins"; +import nodeResolve from "rollup-plugin-node-resolve"; export default { - input: "build/index.js", + input: "./build/index.js", output: { - file: "build/draco.js", + file: "./build/bundle.js", format: "cjs", sourcemap: true }, - plugins: [nodeResolve(), commonjs(), builtins()] + plugins: [nodeResolve(), commonjs(), builtins(), json()] }; diff --git a/run_pipeline.sh b/run_pipeline.sh deleted file mode 100755 index f4b24b7..0000000 --- a/run_pipeline.sh +++ /dev/null @@ -1,32 +0,0 @@ -#!/usr/bin/env bash - -set -e -#set -x - -mkdir -p __tmp__ - -output_dir="__tmp__" -input_file="examples/scatter.json" - -if [ $# -ge 1 ] - then - input_file=$1 -fi - -input_file_fullname=$(basename "$input_file") -target_name="${input_file_fullname%.*}" - -output_spec="$output_dir/$target_name.vl.json" -output_png="$output_dir/$target_name.png" - -echo "🌟 [OK] Start processing file $input_file..." - -draco $input_file --out $output_spec - -echo "🌟 [OK] Output spec: $output_spec" - -./js/node_modules/.bin/vl2png --silent -- $output_spec > $output_png - -echo "🌟 [OK] Output png: $output_png" - -open $output_png diff --git a/setup.cfg b/setup.cfg deleted file mode 100644 index 3c6e79c..0000000 --- a/setup.cfg +++ /dev/null @@ -1,2 +0,0 @@ -[bdist_wheel] -universal=1 diff --git a/setup.py b/setup.py deleted file mode 100644 index 4156bb6..0000000 --- a/setup.py +++ /dev/null @@ -1,91 +0,0 @@ -#!/usr/bin/env python - -from codecs import open -from os.path import abspath, dirname, join -from subprocess import call -from time import time -from typing import List - -from draco import __version__ -from setuptools import Command, setup - -this_dir = abspath(dirname(__file__)) -with open(join(this_dir, "README.md"), encoding="utf-8") as file: - long_description = file.read() - - -class RunTests(Command): - """Run all tests.""" - - description = "run tests" - user_options: List[str] = [] - - def initialize_options(self): - pass - - def finalize_options(self): - pass - - def run(self): - """Run all tests!""" - print("=> Running Ansunit Tests:") - - errno_ansunit = call(["ansunit", "asp/tests.yaml", "-v"]) - - print("=> Running JS Tests:") - - errno_js = call(["yarn", "--cwd", "js", "test"]) - - print("\n\n=> Running Python Tests:") - start = int(round(time() * 1000)) - - errno_pytest = call( - ["pytest", "tests", "--cov=draco", "--cov-report=term-missing"] - ) - - end = int(round(time() * 1000)) - - print("\n\n RAN IN: {0} sec".format((end - start) / 1000)) - - print("\n\n=> Running MyPy:") - errno_mypy = call(["mypy", "draco", "tests", "--ignore-missing-imports"]) - - print("\n\n=> Running Black:") - errno_mypy = call(["black", "--check", "."]) - - print("=> Running Prettier:") - - errno_prettier = call(["yarn", "--cwd", "js", "lint"]) - - raise SystemExit( - errno_ansunit + errno_js + errno_pytest + errno_mypy + errno_prettier - ) - - -setup( - name="draco", - version=__version__, - description="Visualization recommendation using constraints", - long_description=long_description, - author="Dominik Moritz, Chenglong Wang", - author_email="domoritz@cs.washington.edu, clwang@cs.washington.edu", - license="BSD-3", - url="https://github.com/uwdata/draco", - packages=["draco"], - entry_points={"console_scripts": ["draco=draco.cli:main"]}, - install_requires=["clyngor"], - include_package_data=True, - extras_require={ - "test": ["coverage", "pytest", "pytest-cov", "black", "ansunit", "mypy"] - }, - package_data={ - "draco": [ - "../asp/*.lp", - "../js/bin/*", - "../js/build/draco.js*", - "../LICENSE", - "../README.md", - ] - }, - cmdclass={"test": RunTests}, -) diff --git a/src/data.ts b/src/data.ts new file mode 100644 index 0000000..18d5af7 --- /dev/null +++ b/src/data.ts @@ -0,0 +1,137 @@ +import { extent } from "d3-array"; +import { inferTypes } from "vega"; + +export interface DataObject { + data: any[]; + numRows: number; + fields: string[]; + schema: any; + asp: string; +} + +export class Data { + static fromArray(arr: any): DataObject { + const fields = getFieldsFromArr(arr); + const inferredTypes = inferTypes(arr, fields); + + const schema = fields.reduce((schema, f) => { + const descriptor = { + type: inferredTypes[f], + cardinality: getCardinalityFromArr(arr, f) + }; + + if ( + descriptor.type !== FieldType.STRING && + descriptor.type !== FieldType.BOOLEAN + ) { + descriptor["extent"] = extent(arr, d => d[f]); + } + + schema[f] = descriptor; + + return schema; + }, {}); + + const numRows = arr.length; + + let asp = [Data.getNumRowsDeclaration(numRows)]; + + asp = fields.reduce((asp, f) => { + asp.push(Data.getFieldDeclaration(f, schema[f].type)); + asp.push(Data.getCardinalityDeclaration(f, schema[f].cardinality)); + + // TODO: figure out how to handle non ints + if (schema[f].extent && schema[f].type === FieldType.INTEGER) { + asp.push( + Data.getExtentDeclaration(f, schema[f].extent[0], schema[f].extent[1]) + ); + } + + return asp; + }, asp); + + return { + fields, + schema, + numRows, + asp: asp.join("\n"), + data: arr + }; + } + + static getNumRowsDeclaration(numRows: number): string { + return `num_rows(${numRows}).`; + } + + static getFieldDeclaration( + fieldName: string, + fieldType: FieldTypeType + ): string { + return `fieldtype(${cleanFieldName(fieldName)},${fieldType}).`; + } + + static getCardinalityDeclaration( + fieldName: string, + cardinality: number + ): string { + return `cardinality(${cleanFieldName(fieldName)},${cardinality}).`; + } + + static getExtentDeclaration( + fieldName: string, + min: number, + max: number + ): string { + if (!Number.isInteger(min) || !Number.isInteger(max)) { + throw new Error(`Extent is yet supported for floats: ${min} ${max}`); + } + + return `extent(${cleanFieldName(fieldName)},${min},${max}).`; + } +} + +function cleanFieldName(fieldName: string) { + return `"${fieldName}"`; +} + +function getFieldsFromArr(arr: any): string[] { + if (!arr) { + return []; + } + + return Object.keys(arr[0]); +} + +function getCardinalityFromArr(arr: any, field: string): number { + const unique = arr.reduce((set, d) => { + set.add(d[field]); + return set; + }, new Set()); + + return unique.size; +} + +export interface SchemaObject { + [field: string]: FieldDescriptorObject; +} + +export interface FieldDescriptorObject { + type: FieldTypeType; + cardinality: number; + extent?: [number, number]; +} + +export class FieldType { + static STRING: "string" = "string"; + static BOOLEAN: "boolean" = "boolean"; + static INTEGER: "integer" = "integer"; + static NUMBER: "number" = "number"; + static DATE: "date" = "date"; +} + +export type FieldTypeType = + | typeof FieldType.STRING + | typeof FieldType.BOOLEAN + | typeof FieldType.INTEGER + | typeof FieldType.NUMBER + | typeof FieldType.DATE; diff --git a/src/draco.ts b/src/draco.ts new file mode 100644 index 0000000..e62511a --- /dev/null +++ b/src/draco.ts @@ -0,0 +1,180 @@ +import { DataObject } from "./data"; +import { Facts, FactsObject } from "./model"; +import { ConstraintDictionary } from "./model/constraint-dictionary"; +import { Result, ResultObject } from "./model/result"; + +const tmp = require("tmp"); +const fs = require("fs"); +const path = require("path"); +const { spawnSync } = require("child_process"); +tmp.setGracefulCleanup(); + +export interface DracoOptions { + strictHard?: boolean; + generate?: boolean; + generateExtraEncodings?: boolean; + optimize?: boolean; + generateData?: boolean; + models?: number; + randomFreq?: number; + randomSeed?: number; +} + +export const DEFAULT_OPTIONS = { + strictHard: true, + generate: true, + generateExtraEncodings: true, + optimize: true, + generateData: false +}; + +export class Draco { + static run( + program?: string, + options?: DracoOptions, + files?: string[] + ): ResultObject { + let resolvedFiles = files ? files : []; + + resolvedFiles = resolvedFiles.concat(getFilesFromOptions(options)); + + const tmpObj = tmp.fileSync({ postfix: ".lp" }); + + if (program) { + fs.writeFileSync(tmpObj.name, program); + resolvedFiles = resolvedFiles.concat([tmpObj.name]); + } + + const opt = []; + if (options) { + if (options.models !== undefined) { + opt.push(`--models=${options.models}`); + } + + if (options.randomFreq !== undefined) { + // opt.push(`--sign-def=3`); + opt.push(`--rand-freq=${options.randomFreq}`); + } + + if (options.randomSeed !== undefined) { + opt.push(`--seed=${options.randomSeed}`); + } + } + + const out = runClingoSync(resolvedFiles, opt); + + const result = JSON.parse(out.output[1]); + + return result; + } + + static runDebug( + program?: string, + options?: DracoOptions, + files?: string[] + ): FactsObject { + const result = Draco.run(program, { strictHard: false }, files); + if (!Result.isSat(result)) { + return []; + } + + const witness = Result.toWitnesses(result)[0]; + return Facts.getHardViolations(witness.facts); + } + + static getProgram(data: DataObject, query: string): string { + return `${data.asp} +${query}`; + } + + static getSoftConstraints(): ConstraintDictionary { + const softDir = path.resolve(__dirname, "../model/view/soft"); + const subtypeDirs = fs + .readdirSync(softDir) + .filter(f => fs.statSync(path.join(softDir, f)).isDirectory()); + + const result = subtypeDirs.reduce((dict, dir) => { + const prefFile = path.resolve(softDir, dir, "pref.lp"); + const prefContents = fs.readFileSync(prefFile, "utf8"); + + const weightFile = path.resolve(softDir, dir, "weight.lp"); + const weightContents = fs.readFileSync(weightFile, "utf8"); + + const constraints = ConstraintDictionary.fromAsp( + prefContents, + weightContents + ); + + return { + ...dict, + ...constraints + }; + }, {}); + + return result; + } +} + +function runClingoSync(files: string[], options: string[]): any { + return spawnSync( + "clingo", + ["--outf=2", "--quiet=1,2,2", ...options, ...files], + { + encoding: "utf-8" + } + ); +} + +function resolvePathToModelProgram(file: string): string { + return path.resolve(__dirname, "../model/program", file); +} + +function resolvePathToModelView(file: string): string { + return path.resolve(__dirname, "../model/view", file); +} + +function getFilesFromOptions(options: DracoOptions): string[] { + const result = []; + + const resolvedOptions = options + ? Object.assign(Object.assign({}, DEFAULT_OPTIONS), options) + : DEFAULT_OPTIONS; + + const { + generate, + generateExtraEncodings, + strictHard, + optimize, + generateData + } = resolvedOptions; + + if (generate && generateExtraEncodings && strictHard && optimize) { + result.push(resolvePathToModelProgram("default.lp")); + } else { + result.push(resolvePathToModelProgram("../data/index.lp")); + result.push(resolvePathToModelView("program/base.lp")); + + if (generate) { + result.push(resolvePathToModelView("generate.lp")); + } + + if (generateExtraEncodings) { + result.push(resolvePathToModelView("generate_extra_encodings.lp")); + } + + if (strictHard) { + result.push(resolvePathToModelView("hard_integrity.lp")); + } + + if (optimize) { + result.push(resolvePathToModelView("optimize.lp")); + } + } + + if (generateData) { + result.push(resolvePathToModelProgram("../data/generate.lp")); + result.push(resolvePathToModelProgram("../data/grammar.lp")); + } + + return result; +} diff --git a/src/index.ts b/src/index.ts new file mode 100644 index 0000000..7ac3e63 --- /dev/null +++ b/src/index.ts @@ -0,0 +1,3 @@ +export * from "./data"; +export * from "./draco"; +export * from "./model"; diff --git a/src/model/constraint-dictionary.ts b/src/model/constraint-dictionary.ts new file mode 100644 index 0000000..47e058f --- /dev/null +++ b/src/model/constraint-dictionary.ts @@ -0,0 +1,86 @@ +import { + Constraint, + ConstraintObject, + HardConstraintObject, + SoftConstraintObject, +} from './constraint'; +import { doesMatchRegex } from './util'; + +export type ConstraintDictionaryObject = { [name: string]: ConstraintObject }; +export type SoftConstraintDictionaryObject = { [name: string]: SoftConstraintObject }; +export type HardConstraintDictionaryObject = { [name: string]: HardConstraintObject }; + +export class ConstraintDictionary { + static isSoftConstraintDictionary( + dict: ConstraintDictionaryObject + ): dict is SoftConstraintDictionaryObject { + if (Object.entries(dict).length === 0) { + return false; + } + + const [firstName, firstConstraint] = Object.entries(dict)[0]; + return Constraint.isSoftConstraint(firstConstraint); + } + + static isHardConstraintDictionary( + dict: ConstraintDictionaryObject + ): dict is SoftConstraintDictionaryObject { + if (Object.entries(dict).length === 0) { + return false; + } + + const [firstName, firstConstraint] = Object.entries(dict)[0]; + return Constraint.isHardConstraint(firstConstraint); + } + + static fromAsp(prefAsp: string, weightAsp?: string): ConstraintDictionaryObject { + const prefMatches = doesMatchRegex(prefAsp, PREF_REGEX); + + let weightDictionary; + if (!!weightAsp) { + const weightMatches = doesMatchRegex(weightAsp, WEIGHT_REGEX); + if (!weightMatches) { + throw new Error(`Weight ASP: ${weightAsp} does not match weight regex.`); + } + + const singleWeightAsps = weightAsp.match(WEIGHT_REGEX); + weightDictionary = singleWeightAsps.reduce( + (dict, asp) => { + const [fullMatch, subtype, name, weight] = WEIGHT_REGEX.exec(asp); + WEIGHT_REGEX.lastIndex = 0; + + const uniqueName = `soft-${subtype}-${name}`; + dict[uniqueName] = +weight; + + return dict; + }, + {} as any + ); + } + + if (!prefMatches) { + throw new Error(`Pref ASP: ${prefMatches} does not match pref regex.`); + } + + const singlePrefAsps = prefAsp.match(PREF_REGEX); + const result = singlePrefAsps.reduce( + (dict, asp) => { + const constraint = Constraint.fromPrefAsp(asp); + const uniqueName = Constraint.getUniqueName(constraint); + + if (!!weightDictionary) { + (constraint as SoftConstraintObject).weight = weightDictionary[uniqueName]; + } + + dict[uniqueName] = constraint; + return dict; + }, + {} as ConstraintDictionaryObject + ); + + return result; + } +} + +const PREF_REGEX = /%\s*@constraint(?:(?:.+)\n?)+/g; +const WEIGHT_REGEX = /soft_weight\((\w+),(\w+),(\d+)\).*/g; diff --git a/src/model/constraint.ts b/src/model/constraint.ts new file mode 100644 index 0000000..1a900ec --- /dev/null +++ b/src/model/constraint.ts @@ -0,0 +1,88 @@ +import { doesMatchRegex } from './util'; + +export interface ConstraintObject { + type: ConstraintType; + subtype: string; + name: string; + view: string; + parameters: string; + description: string; + definitions: string[]; +} + +export interface HardConstraintObject extends ConstraintObject {} + +export interface SoftConstraintObject extends ConstraintObject { + weight?: number; +} + +export class Constraint { + static HARD_TYPE: 'hard' = 'hard'; + static SOFT_TYPE: 'soft' = 'soft'; + + static isHardConstraint(constraint: ConstraintObject): constraint is HardConstraintObject { + return constraint.type === Constraint.HARD_TYPE; + } + + static isSoftConstraint(constraint: ConstraintObject): constraint is SoftConstraintObject { + return constraint.type === Constraint.SOFT_TYPE; + } + + static getUniqueName(constraint: ConstraintObject): string { + return `${constraint.type}-${constraint.subtype}-${constraint.name}`; + } + + static fromPrefAsp(asp: string): ConstraintObject { + const matches = doesMatchRegex(asp, PREF_ASP_REGEX); + if (!matches) { + throw new Error(`ASP (${asp}) does not match constraint regex.`); + } + + const [ + fullMatch, + description, + code, + type, + subtype, + name, + view, + parameters, + ] = PREF_ASP_REGEX.exec(asp); + + const definitions = code + .trim() + .split('\n') + .map(line => { + const [fullMatch, definition] = PREF_DEFINITION_REGEX.exec(line); + return definition; + }); + + return { + subtype, + name, + view, + parameters, + description, + definitions, + type: type as ConstraintType, + }; + } + + static toPrefAsp(c: ConstraintObject): string { + const description = `% @constraint ${c.description}`; + const head = `${c.type}(${c.subtype},${c.name},${c.view},${c.parameters})`; + const code = c.definitions + .map(def => { + return `${head} :- ${def}`; + }) + .join('\n') + .trim(); + + return `${description}\n${code}`; + } +} + +export type ConstraintType = typeof Constraint.HARD_TYPE | typeof Constraint.SOFT_TYPE; + +const PREF_ASP_REGEX = /%\s*@constraint (.*)\n((?:(hard|soft)\((\w+),(\w+),(\w+),(\w+)\).*\n?)+)/; +const PREF_DEFINITION_REGEX = /:-\s*(.*)/; diff --git a/src/model/facts.ts b/src/model/facts.ts new file mode 100644 index 0000000..c663750 --- /dev/null +++ b/src/model/facts.ts @@ -0,0 +1,141 @@ +import { TopLevelUnitSpec } from "vega-lite/src/spec/unit"; +import { doesMatchRegex } from "./util"; + +export type VegaLiteSpecDictionaryObject = { [name: string]: TopLevelUnitSpec }; + +export type FactsObject = string[]; + +export class Facts { + static toVegaLiteSpecDictionary( + facts: FactsObject + ): VegaLiteSpecDictionaryObject { + const cleanedFacts = facts.map(fact => { + const cleaned = fact.replace(/\"/g, ""); + return cleaned; + }); + return facts2vl(cleanedFacts); + } + + static toViews(facts: FactsObject): string[] { + return facts2views(facts); + } + + static getHardViolations(facts: FactsObject): FactsObject { + return facts.filter(f => doesMatchRegex(f, /hard\(.*/)); + } + + static getSoftViolations(facts: FactsObject): FactsObject { + return facts.filter(f => doesMatchRegex(f, /soft\(.*/)); + } + + static getViewFacts(facts: FactsObject): FactsObject { + return facts.filter(f => doesMatchRegex(f, /view_fact\(.*/)); + } +} + +const VIEW_REGEX_CAPTURE = /view\((.*)\)/; +const FACT_REGEX = /(\w+)\(([\w\.\/]+)(,([\w\.]+))?(,([\w\.]+))?\)/; + +function facts2vl(facts: string[]): VegaLiteSpecDictionaryObject { + const views = facts2views(facts); + + const result = views.reduce( + (dict, v) => { + dict[v] = facts2vl_single(facts, v); + return dict; + }, + {} as any + ); + + return result; +} + +function facts2views(facts: string[]): string[] { + const views = facts + .filter(fact => { + return doesMatchRegex(fact, VIEW_REGEX_CAPTURE); + }) + .map(fact => { + const extract = VIEW_REGEX_CAPTURE.exec(fact); + if (extract) { + const [_, name] = extract; + return name; + } + throw new Error(`Invalid view statement: ${fact}.`); + }); + + return views; +} + +function facts2vl_single(facts: string[], view: string): TopLevelUnitSpec { + let mark; + const encodings: { [enc: string]: any } = {}; + + for (const value of facts) { + const extract = FACT_REGEX.exec(value); + if (!extract) { + continue; + } + + const [_, predicate, viz, __, first, ___, second] = extract; + + if (viz !== view) { + continue; + } + + if (predicate === "view") { + continue; + } + + switch (predicate) { + case "mark": + mark = first; + break; + case "field": + case "type": + case "channel": + case "scale": + case "bin": + case "aggregate": + case "stack": + if (!encodings[first]) { + encodings[first] = {}; + } + + encodings[first][predicate] = second; + } + } + + const encoding: { [channel: string]: any } = {}; + + for (const e of Object.keys(encodings)) { + const enc = encodings[e]; + + const scale = { + ...(enc.scale === "log" ? { type: "log" } : {}), + ...(enc.scale === "zero" ? { zero: true } : {}) + }; + + const insert = { + type: enc.type, + ...(enc.aggregate ? { aggregate: enc.aggregate } : {}), + ...(enc.field ? { field: enc.field } : {}), + ...(enc.stack ? { stack: enc.stack } : {}), + ...(enc.bin ? { bin: JSON.parse(enc.bin) } : {}), + ...(enc.scale ? { scale } : {}) + }; + + if (enc.aggregate) { + encoding; + } + + encoding[enc.channel] = insert; + } + + const spec = { + mark, + encoding + } as TopLevelUnitSpec; + + return spec; +} diff --git a/src/model/index.ts b/src/model/index.ts new file mode 100644 index 0000000..099a260 --- /dev/null +++ b/src/model/index.ts @@ -0,0 +1,5 @@ +export * from './constraint'; +export * from './constraint-dictionary'; +export * from './facts'; +export * from './witness'; +export * from './result'; diff --git a/src/model/result.ts b/src/model/result.ts new file mode 100644 index 0000000..de128e9 --- /dev/null +++ b/src/model/result.ts @@ -0,0 +1,38 @@ +import { VegaLiteSpecDictionaryObject } from "./facts"; +import { Witness, WitnessObject } from "./witness"; + +export type ResultObject = any; + +export class Result { + static toWitnesses(result: ResultObject): WitnessObject[] { + return (result.Call || []).reduce((arr: any[], el: any) => { + el.Witnesses.forEach((d: any, i: number) => { + const facts = d.Value; // add line terminator period. + + let costs; + + if (result.Models.Costs) { + costs = result.Models.Costs[i]; + } + + arr.push({ + costs, + facts + }); + }); + + return arr; + }, []); + } + + static getBestVegaLiteSpecDictionary( + result: ResultObject + ): VegaLiteSpecDictionaryObject { + const witnesses = Result.toWitnesses(result); + return Witness.toVegaLiteSpecDictionary(witnesses[0]); + } + + static isSat(result: ResultObject): boolean { + return result.Result === "OPTIMUM FOUND" || result.Result === "SATISFIABLE"; + } +} diff --git a/src/model/util.ts b/src/model/util.ts new file mode 100644 index 0000000..41e1833 --- /dev/null +++ b/src/model/util.ts @@ -0,0 +1,4 @@ +export function doesMatchRegex(s: string, regex: RegExp): boolean { + const match = s.match(regex); + return !!match; +} diff --git a/src/model/witness.ts b/src/model/witness.ts new file mode 100644 index 0000000..395cdff --- /dev/null +++ b/src/model/witness.ts @@ -0,0 +1,14 @@ +import { Facts, FactsObject, VegaLiteSpecDictionaryObject } from "./facts"; + +export interface WitnessObject { + costs?: number[]; + facts: FactsObject; +} + +export class Witness { + static toVegaLiteSpecDictionary( + witness: WitnessObject + ): VegaLiteSpecDictionaryObject { + return Facts.toVegaLiteSpecDictionary(witness.facts); + } +} diff --git a/test/model/asp.test.ts b/test/model/asp.test.ts new file mode 100644 index 0000000..89ee1cb --- /dev/null +++ b/test/model/asp.test.ts @@ -0,0 +1,14 @@ +const { spawnSync } = require("child_process"); +const path = require("path"); + +describe("Check ASP warnings", () => { + test("No warnings", () => { + const program = path.resolve(__dirname, "../../model/program/check.lp"); + + const output = spawnSync("clingo", ["-q", "--outf=2", program], { + encoding: "utf8" + }); + + expect(output.stderr).toEqual(""); + }); +}); diff --git a/test/recommendation/cars/histogram.json b/test/recommendation/cars/histogram.json new file mode 100644 index 0000000..6f3d2f9 --- /dev/null +++ b/test/recommendation/cars/histogram.json @@ -0,0 +1,21 @@ +[ + { + "v1": { + "mark": "bar", + "encoding": { + "x": { + "field": "Horsepower", + "type": "quantitative", + "bin": true + }, + "y": { + "aggregate": "count", + "type": "quantitative", + "scale": { + "zero": true + } + } + } + } + } +] diff --git a/test/recommendation/cars/histogram.lp b/test/recommendation/cars/histogram.lp new file mode 100644 index 0000000..e983969 --- /dev/null +++ b/test/recommendation/cars/histogram.lp @@ -0,0 +1,5 @@ +view(v1). + +encoding(v1,e0). +:- not field(v1,e0,"Horsepower"). +:- not bin(v1,e0,true). diff --git a/test/recommendation/cars/index.test.ts b/test/recommendation/cars/index.test.ts new file mode 100644 index 0000000..4364a1f --- /dev/null +++ b/test/recommendation/cars/index.test.ts @@ -0,0 +1,20 @@ +import { readdirSync } from "fs"; +import "jest-extended"; +import path from "path"; +import { Data } from "../../../src"; +import { testFile } from "../util"; + +describe("Cars", () => { + readdirSync(path.resolve(__dirname, "./")).forEach(file => { + const [name, ext] = file.split("."); + if (ext === "lp") { + test(name, () => { + testFile(name, __dirname, DATA); + }); + } + }); +}); + +const CARS = require(path.resolve(__dirname, "../../../data/cars.json")); + +const DATA = Data.fromArray(CARS); diff --git a/test/recommendation/cars/scatter.json b/test/recommendation/cars/scatter.json new file mode 100644 index 0000000..578218e --- /dev/null +++ b/test/recommendation/cars/scatter.json @@ -0,0 +1,36 @@ +[ + { + "view1": { + "mark": "point", + "encoding": { + "x": { + "field": "Horsepower", + "type": "quantitative", + "scale": { "zero": true } + }, + "y": { + "field": "Acceleration", + "type": "quantitative", + "scale": { "zero": true } + } + } + } + }, + { + "view1": { + "mark": "point", + "encoding": { + "x": { + "field": "Acceleration", + "type": "quantitative", + "scale": { "zero": true } + }, + "y": { + "field": "Horsepower", + "type": "quantitative", + "scale": { "zero": true } + } + } + } + } +] diff --git a/test/recommendation/cars/scatter.lp b/test/recommendation/cars/scatter.lp new file mode 100644 index 0000000..400c21c --- /dev/null +++ b/test/recommendation/cars/scatter.lp @@ -0,0 +1,7 @@ +view(view1). + +encoding(view1,e0). +:- not field(view1,e0,"Acceleration"). + +encoding(view1,e1). +:- not field(view1,e1,"Horsepower"). diff --git a/test/recommendation/cars/strip.json b/test/recommendation/cars/strip.json new file mode 100644 index 0000000..f4c4341 --- /dev/null +++ b/test/recommendation/cars/strip.json @@ -0,0 +1,14 @@ +[ + { + "v1": { + "mark": "tick", + "encoding": { + "x": { + "field": "Horsepower", + "type": "quantitative", + "scale": { "zero": true } + } + } + } + } +] diff --git a/test/recommendation/cars/strip.lp b/test/recommendation/cars/strip.lp new file mode 100644 index 0000000..0a251f4 --- /dev/null +++ b/test/recommendation/cars/strip.lp @@ -0,0 +1,4 @@ +view(v1). + +encoding(v1,e0). +:- not field(v1,e0,"Horsepower"). diff --git a/test/recommendation/imdb/3d_scatter.json b/test/recommendation/imdb/3d_scatter.json new file mode 100644 index 0000000..b52a2d0 --- /dev/null +++ b/test/recommendation/imdb/3d_scatter.json @@ -0,0 +1,38 @@ +[ + { + "v0": { + "encoding": { + "size": { + "field": "US_Gross", + "scale": { "zero": true }, + "type": "quantitative" + }, + "y": { + "field": "Worldwide_Gross", + "scale": { "zero": true }, + "type": "quantitative" + }, + "x": { "field": "Release_Date", "type": "temporal" } + }, + "mark": "point" + } + }, + { + "v0": { + "encoding": { + "y": { + "field": "US_Gross", + "scale": { "zero": true }, + "type": "quantitative" + }, + "size": { + "field": "Worldwide_Gross", + "scale": { "zero": true }, + "type": "quantitative" + }, + "x": { "field": "Release_Date", "type": "temporal" } + }, + "mark": "point" + } + } +] diff --git a/test/recommendation/imdb/3d_scatter.lp b/test/recommendation/imdb/3d_scatter.lp new file mode 100644 index 0000000..89397f1 --- /dev/null +++ b/test/recommendation/imdb/3d_scatter.lp @@ -0,0 +1,10 @@ +view(v0). + +encoding(v0,e0). +:- not field(v0,e0,"Worldwide_Gross"). + +encoding(v0,e1). +:- not field(v0,e1,"US_Gross"). + +encoding(v0,e2). +:- not field(v0,e2,"Release_Date"). diff --git a/test/recommendation/imdb/index.test.ts b/test/recommendation/imdb/index.test.ts new file mode 100644 index 0000000..866046f --- /dev/null +++ b/test/recommendation/imdb/index.test.ts @@ -0,0 +1,22 @@ +import { readdirSync } from "fs"; +import "jest-extended"; +import path from "path"; +import { Data } from "../../../src"; +import { testFile } from "../util"; + +const INPUTS = readdirSync(path.resolve(__dirname, "./")); + +describe("IMDB", () => { + INPUTS.forEach(file => { + const [name, ext] = file.split("."); + if (ext === "lp") { + test(name, () => { + testFile(name, __dirname, DATA); + }); + } + }); +}); + +const MOVIES = require(path.resolve(__dirname, "../../../data/movies.json")); + +const DATA = Data.fromArray(MOVIES); diff --git a/test/recommendation/imdb/scatter.json b/test/recommendation/imdb/scatter.json new file mode 100644 index 0000000..7d482dc --- /dev/null +++ b/test/recommendation/imdb/scatter.json @@ -0,0 +1,38 @@ +[ + { + "view0": { + "mark": "point", + "encoding": { + "x": { + "type": "temporal", + "field": "Release_Date" + }, + "y": { + "type": "quantitative", + "field": "IMDB_Rating", + "scale": { + "zero": true + } + } + } + } + }, + { + "view0": { + "mark": "point", + "encoding": { + "x": { + "type": "quantitative", + "field": "IMDB_Rating", + "scale": { + "zero": true + } + }, + "y": { + "type": "temporal", + "field": "Release_Date" + } + } + } + } +] diff --git a/test/recommendation/imdb/scatter.lp b/test/recommendation/imdb/scatter.lp new file mode 100644 index 0000000..79c27eb --- /dev/null +++ b/test/recommendation/imdb/scatter.lp @@ -0,0 +1,7 @@ +view(view0). + +encoding(view0,e0). +:- not field(view0,e0,"Release_Date"). + +encoding(view0,e1). +:- not field(view0,e1,"IMDB_Rating"). diff --git a/test/recommendation/util.ts b/test/recommendation/util.ts new file mode 100644 index 0000000..97abe7e --- /dev/null +++ b/test/recommendation/util.ts @@ -0,0 +1,20 @@ +import "jest-extended"; +import { DataObject, Draco, Result } from "../../src"; +const path = require("path"); + +export function testFile(file: string, dir: string, data: DataObject) { + const input = path.resolve(dir, `${file}.lp`); + const outputName = `${file}.json`; + const expected = require(path.resolve(dir, outputName)); + + const result = Draco.run(data.asp, null, [input]); + const specs = Result.getBestVegaLiteSpecDictionary(result); + + const facts = Result.toWitnesses(result)[0].facts; + + // console.log("Hard Violations", Facts.getHardViolations(facts)); + // console.log("Soft Violations", Facts.getSoftViolations(facts)); + // console.log("View Facts", Facts.getViewFacts(facts)); + + expect(specs).toBeOneOf(expected); +} diff --git a/test/src/data.test.ts b/test/src/data.test.ts new file mode 100644 index 0000000..5804cd1 --- /dev/null +++ b/test/src/data.test.ts @@ -0,0 +1,69 @@ +import { Data } from "../../src"; + +describe("Data", () => { + describe("From array", () => { + test("numRows", () => { + const numRows = Data.fromArray(DATA.data).numRows; + expect(numRows).toEqual(DATA.numRows); + }); + test("fields", () => { + const fields = Data.fromArray(DATA.data).fields; + expect(fields).toEqual(DATA.fields); + }); + test("schema", () => { + const schema = Data.fromArray(DATA.data).schema; + expect(schema).toEqual(DATA.schema); + }); + test("asp", () => { + const asp = Data.fromArray(DATA.data).asp; + expect(asp).toEqual(DATA.asp); + }); + }); +}); + +const DATA = { + data: [ + { string: "a", number: 1.1, integer: 1, boolean: true, date: "01/01/2019" }, + { string: "a", number: 1.1, integer: 1, boolean: true, date: "01/01/2019" }, + { string: "c", number: 1.5, integer: 2, boolean: false, date: "12/31/2019" } + ], + fields: ["string", "number", "integer", "boolean", "date"], + numRows: 3, + schema: { + string: { + type: "string", + cardinality: 2 + }, + number: { + type: "number", + cardinality: 2, + extent: [1.1, 1.5] + }, + integer: { + type: "integer", + cardinality: 2, + extent: [1, 2] + }, + boolean: { + type: "boolean", + cardinality: 2 + }, + date: { + type: "date", + cardinality: 2, + extent: ["01/01/2019", "12/31/2019"] + } + }, + asp: `num_rows(3). +fieldtype("string",string). +cardinality("string",2). +fieldtype("number",number). +cardinality("number",2). +fieldtype("integer",integer). +cardinality("integer",2). +extent("integer",1,2). +fieldtype("boolean",boolean). +cardinality("boolean",2). +fieldtype("date",date). +cardinality("date",2).` +}; diff --git a/test/src/draco.test.ts b/test/src/draco.test.ts new file mode 100644 index 0000000..5322d47 --- /dev/null +++ b/test/src/draco.test.ts @@ -0,0 +1,71 @@ +import "jest-extended"; +import path from "path"; +import { Draco, Result } from "../../src"; + +describe("Draco Node Runner", () => { + describe("Options", () => { + test("default options", () => { + const result = Draco.run(null, null, [EXAMPLE_PATH]); + const specs = Result.getBestVegaLiteSpecDictionary(result); + + expect(specs).toBeOneOf(EXAMPLE_OUTPUT_DEFAULT); + }); + + test("weak hard", () => { + const result = Draco.run(null, { strictHard: false }, [EXAMPLE_PATH]); + const specs = Result.getBestVegaLiteSpecDictionary(result); + + expect(specs).toBeOneOf(EXAMPLE_OUTPUT_DEFAULT); + }); + + test("no extra encoding generation", () => { + const result = Draco.run(null, { generateExtraEncodings: false }, [ + EXAMPLE_PATH + ]); + + const witness = Result.toWitnesses(result)[0]; + const facts = witness.facts.filter(f => f.includes("encoding(")); + + expect(facts.length).toBe(2); + }); + }); +}); + +const EXAMPLE_PATH = path.resolve(__dirname, "../../examples/scatter.lp"); + +const EXAMPLE_OUTPUT_DEFAULT = [ + { + view1: { + mark: "point", + encoding: { + x: { + field: "horsepower", + type: "quantitative", + scale: { zero: true } + }, + y: { + field: "acceleration", + type: "quantitative", + scale: { zero: true } + } + } + } + }, + { + view1: { + mark: "point", + encoding: { + x: { + field: "acceleration", + type: "quantitative", + scale: { zero: true } + }, + y: { + field: "horsepower", + type: "quantitative", + scale: { zero: true } + } + } + } + } +]; diff --git a/test/src/model/constraint-dictionary.test.ts b/test/src/model/constraint-dictionary.test.ts new file mode 100644 index 0000000..b4248f1 --- /dev/null +++ b/test/src/model/constraint-dictionary.test.ts @@ -0,0 +1,83 @@ +import { ConstraintDictionary } from '../../../src'; + +describe('ConstraintDictionary', () => { + describe('ASP to ConstraintDictionary', () => { + test('Parses ASP to ConstraintDictionary correctly (soft)', () => { + expect( + ConstraintDictionary.fromAsp(SOFT_CONSTRAINTS.prefAsp, SOFT_CONSTRAINTS.weightAsp) + ).toEqual(SOFT_CONSTRAINTS.constraintDictionary); + }); + + test('Parses ASP to ConstraintDictionary correctly (hard)', () => { + expect(ConstraintDictionary.fromAsp(HARD_CONSTRAINTS.prefAsp)).toEqual( + HARD_CONSTRAINTS.constraintDictionary + ); + }); + }); +}); + +const SOFT_CONSTRAINTS = { + prefAsp: `% @constraint description1 +soft(subtype,name1,view,parameters) :- definition(one). +soft(subtype,name1,view,parameters) :- definition(one). + +% @constraint description2 +soft(subtype,name2,view,parameters) :- definition(two). +`, + weightAsp: `soft_weight(subtype,name1,1). +soft_weight(subtype,name2,2).`, + + constraintDictionary: { + 'soft-subtype-name1': { + type: 'soft', + description: 'description1', + subtype: 'subtype', + name: 'name1', + view: 'view', + parameters: 'parameters', + definitions: ['definition(one).', 'definition(one).'], + weight: 1, + }, + 'soft-subtype-name2': { + type: 'soft', + description: 'description2', + subtype: 'subtype', + name: 'name2', + view: 'view', + parameters: 'parameters', + definitions: ['definition(two).'], + weight: 2, + }, + }, +}; + +const HARD_CONSTRAINTS = { + prefAsp: `% @constraint description1 +hard(subtype,name1,view,parameters) :- definition(one). +hard(subtype,name1,view,parameters) :- definition(one). + +% @constraint description2 +hard(subtype,name2,view,parameters) :- definition(two). +`, + + constraintDictionary: { + 'hard-subtype-name1': { + type: 'hard', + description: 'description1', + subtype: 'subtype', + name: 'name1', + view: 'view', + parameters: 'parameters', + definitions: ['definition(one).', 'definition(one).'], + }, + 'hard-subtype-name2': { + type: 'hard', + description: 'description2', + subtype: 'subtype', + name: 'name2', + view: 'view', + parameters: 'parameters', + definitions: ['definition(two).'], + }, + }, +}; diff --git a/test/src/model/constraint.test.ts b/test/src/model/constraint.test.ts new file mode 100644 index 0000000..0d91448 --- /dev/null +++ b/test/src/model/constraint.test.ts @@ -0,0 +1,53 @@ +import { Constraint, ConstraintObject } from '../../../src'; + +describe('Constraint Tests', () => { + describe('ASP to Constraint', () => { + test('soft constraint', () => { + expect(Constraint.fromPrefAsp(SOFT_CONSTRAINT.asp)).toEqual(SOFT_CONSTRAINT.constraintObject); + }); + + test('Parses ASP to ConstraintObject correctly (hard)', () => { + expect(Constraint.fromPrefAsp(HARD_CONSTRAINT.asp)).toEqual(HARD_CONSTRAINT.constraintObject); + }); + }); + + describe('Constraint to ASP', () => { + test('Parses ConstraintObject to ASP correctly', () => { + expect(Constraint.toPrefAsp(SOFT_CONSTRAINT.constraintObject)).toEqual(SOFT_CONSTRAINT.asp); + }); + + test('Parses ConstraintObject to ASP correctly', () => { + expect(Constraint.toPrefAsp(HARD_CONSTRAINT.constraintObject)).toEqual(HARD_CONSTRAINT.asp); + }); + }); +}); + +const SOFT_CONSTRAINT = { + asp: `% @constraint description +soft(subtype,name,view,parameters) :- definition(here). +soft(subtype,name,view,parameters) :- definition(there).`, + constraintObject: { + type: 'soft', + description: 'description', + subtype: 'subtype', + name: 'name', + view: 'view', + parameters: 'parameters', + definitions: ['definition(here).', 'definition(there).'], + } as ConstraintObject, +}; + +const HARD_CONSTRAINT = { + asp: `% @constraint description +hard(subtype,name,view,parameters) :- definition(here). +hard(subtype,name,view,parameters) :- definition(there).`, + constraintObject: { + type: 'hard', + description: 'description', + subtype: 'subtype', + name: 'name', + view: 'view', + parameters: 'parameters', + definitions: ['definition(here).', 'definition(there).'], + } as ConstraintObject, +}; diff --git a/test/src/model/facts.test.ts b/test/src/model/facts.test.ts new file mode 100644 index 0000000..cc9f0bb --- /dev/null +++ b/test/src/model/facts.test.ts @@ -0,0 +1,104 @@ +import { Facts } from "../../../src"; + +describe("Facts", () => { + describe("ASP -> VL", () => { + test("Scatterplot", () => { + expect(Facts.toVegaLiteSpecDictionary(SCATTER.facts)).toEqual( + SCATTER.specs + ); + }); + }); + + describe("ASP -> Views", () => { + test("One view", () => { + expect(Facts.toViews(ONE_VIEW.facts)).toEqual(ONE_VIEW.views); + }); + + test("Two views", () => { + expect(Facts.toViews(TWO_VIEWS.facts)).toEqual(TWO_VIEWS.views); + }); + }); +}); + +const ONE_VIEW = { + facts: ["view(v1)"], + views: ["v1"] +}; + +const TWO_VIEWS = { + facts: ["view(v1)", "view(v2)"], + views: ["v1", "v2"] +}; + +const SCATTER = { + facts: [ + "view(v1)", + "view(v2)", + "fieldtype(f1,number)", + "fieldtype(f2,number)", + "encoding(v1,e1)", + "encoding(v1,e2)", + "encoding(v2,e1)", + "encoding(v2,e2)", + "type(v1,e1,quantitative)", + "type(v1,e2,quantitative)", + "type(v2,e1,quantitative)", + "type(v2,e2,quantitative)", + "field(v1,e1,f1)", + "field(v1,e2,f2)", + "field(v2,e1,f1)", + "field(v2,e2,f2)", + "channel(v1,e1,x)", + "channel(v1,e2,y)", + "channel(v2,e1,x)", + "channel(v2,e2,y)", + "mark(v1,point)", + "mark(v2,square)", + "scale(v1,e1,zero)", + "scale(v1,e2,zero)", + "scale(v2,e1,zero)", + "scale(v2,e2,zero)", + "soft(subtype,name,v1,param)", + "soft(subtype,name,v2,param)" + ], + specs: { + v1: { + mark: "point", + encoding: { + x: { + field: "f1", + type: "quantitative", + scale: { + zero: true + } + }, + y: { + field: "f2", + type: "quantitative", + scale: { + zero: true + } + } + } + }, + v2: { + mark: "square", + encoding: { + x: { + field: "f1", + type: "quantitative", + scale: { + zero: true + } + }, + y: { + field: "f2", + type: "quantitative", + scale: { + zero: true + } + } + } + } + } +}; diff --git a/tests/test_cli.py b/tests/test_cli.py deleted file mode 100644 index 9ad4334..0000000 --- a/tests/test_cli.py +++ /dev/null @@ -1,13 +0,0 @@ -import pytest - -from draco.cli import create_parser - - -class TestCli: - @classmethod - def setup_class(cls): - cls.parser = create_parser() - - def test_with_unknown_args(self): - with pytest.raises(SystemExit): - self.parser.parse_args(["--foo"]) diff --git a/tests/test_recommendation.py b/tests/test_recommendation.py deleted file mode 100644 index 932c8a1..0000000 --- a/tests/test_recommendation.py +++ /dev/null @@ -1,120 +0,0 @@ -import unittest - -from draco.helper import data_to_asp -from draco.js import cql2asp, vl2asp -from draco.run import run - - -def get_rec(data_schema, spec, relax_hard=False): - query = cql2asp(spec) - return run(data_schema + query, relax_hard=relax_hard) - - -def run_spec(data_schema, spec, relax_hard=False): - query = vl2asp(spec) - return run(data_schema + query, relax_hard=relax_hard) - - -spec_schema = [ - 'data("data.csv").', - "num_rows(100).", - 'fieldtype("q1",number).', - 'cardinality("q1",100).', - 'entropy("q1",1).', - 'fieldtype("q2",number).', - 'cardinality("q2",100).', - 'entropy("q2",1).', - 'fieldtype("o1",number).', - 'cardinality("o1",6).', - 'entropy("o1",1).', - 'fieldtype("n1",string).', - 'cardinality("n1",5).', - 'entropy("n1",1).', -] - - -class TestSpecs: - def test_scatter(self): - recommendation = get_rec( - spec_schema, - {"encodings": [{"channel": "x", "field": "q1"}, {"field": "q2"}]}, - ).as_vl() - - assert recommendation == { - "$schema": "https://vega.github.io/schema/vega-lite/v3.json", - "data": {"url": "data.csv"}, - "mark": "point", - "encoding": { - "x": {"field": "q1", "type": "quantitative", "scale": {"zero": True}}, - "y": {"field": "q2", "type": "quantitative", "scale": {"zero": True}}, - }, - } - - def test_histogram(self): - recommendation = get_rec( - spec_schema, {"encodings": [{"field": "q1", "bin": True, "channel": "x"}]} - ).as_vl() - - print(recommendation) - assert recommendation == { - "$schema": "https://vega.github.io/schema/vega-lite/v3.json", - "data": {"url": "data.csv"}, - "mark": "bar", - "encoding": { - "x": {"field": "q1", "type": "quantitative", "bin": True}, - "y": { - "aggregate": "count", - "type": "quantitative", - "scale": {"zero": True}, - }, - }, - } - - def test_strip(self): - recommendation = get_rec(spec_schema, {"encodings": [{"field": "q1"}]}).as_vl() - - assert recommendation == { - "$schema": "https://vega.github.io/schema/vega-lite/v3.json", - "data": {"url": "data.csv"}, - "mark": "tick", - "encoding": { - "x": {"field": "q1", "type": "quantitative", "scale": {"zero": True}} - }, - } - - def test_disable_hard_integrity(self): - recommendation = get_rec( - spec_schema, - {"encodings": [{"field": "n1", "scale": {"log": True}}]}, - relax_hard=True, - ) - assert recommendation is not None - - -class TestTypeChannel: - def get_spec(self, t, channel): - return { - "mark": "point", - "encoding": { - "y": {"field": "q1", "type": "quantitative"}, - channel: {"field": "q2" if t == "quantitative" else "o1", "type": t}, - }, - } - - def test_q(self): - comparisons = [("x", "size"), ("size", "color")] - - for c0, c1 in comparisons: - a = run_spec(spec_schema, self.get_spec("quantitative", c0)).cost - b = run_spec(spec_schema, self.get_spec("quantitative", c1)).cost - - assert a < b, f"Channel {c0} is not better than {c1}." - - def test_o(self): - comparisons = [("x", "color"), ("color", "size")] - - for c0, c1 in comparisons: - a = run_spec(spec_schema, self.get_spec("ordinal", c0)).cost - b = run_spec(spec_schema, self.get_spec("ordinal", c1)).cost - - assert a < b, f"Channel {c0} is not better than {c1}." diff --git a/tests/test_run.py b/tests/test_run.py deleted file mode 100644 index 6eabcdb..0000000 --- a/tests/test_run.py +++ /dev/null @@ -1,43 +0,0 @@ -import json -import os - -from jsonschema import validate - -from draco.run import run -from draco.helper import read_data_to_asp -from draco.js import cql2asp - -EXAMPLES_DIR = os.path.join("examples") - - -class TestFull: - def test_output_schema(self): - json_files = [ - os.path.join(EXAMPLES_DIR, fname) - for fname in os.listdir(EXAMPLES_DIR) - if fname.endswith(".json") and not fname.endswith(".vl.json") - ] - - with open("node_modules/vega-lite/build/vega-lite-schema.json") as sf: - schema = json.load(sf) - - for fname in json_files: - with open(fname, "r") as f: - query_spec = json.load(f) - - data = None - if "url" in query_spec["data"]: - data = read_data_to_asp( - os.path.join( - os.path.dirname(f.name), query_spec["data"]["url"] - ) - ) - elif "values" in query_spec["data"]: - data = read_data_to_asp(query_spec["data"]["values"]) - else: - raise Exception("no data found in spec") - print(data) - query = cql2asp(query_spec) - program = query + data - result = run(program) - validate(result.as_vl(), schema) diff --git a/tests/test_valid_specs.py b/tests/test_valid_specs.py deleted file mode 100644 index cf5e6e6..0000000 --- a/tests/test_valid_specs.py +++ /dev/null @@ -1,193 +0,0 @@ -from draco.helper import is_valid -from draco.js import vl2asp - -data_schema = [ - 'fieldtype("n1",string).', - 'fieldtype("n2",string).', - 'fieldtype("q1",number).', - 'fieldtype("q2",number).', - 'fieldtype("q3",number).', -] - - -class TestValidSpecs: - def test_hist(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": {"type": "quantitative", "field": "q1", "bin": True}, - "y": {"type": "quantitative", "aggregate": "count"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_bar(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": {"type": "ordinal", "field": "n1"}, - "y": {"type": "quantitative", "field": "q1"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_one_bar(self): - query = vl2asp( - {"mark": "bar", "encoding": {"y": {"type": "quantitative", "field": "q1"}}} - ) - - assert is_valid(data_schema + query, True) == True - - def test_scatter(self): - query = vl2asp( - { - "mark": "point", - "encoding": { - "x": {"type": "quantitative", "field": "q1"}, - "y": {"type": "quantitative", "field": "q2"}, - "color": {"type": "nominal", "field": "n2"}, - "size": {"type": "quantitative", "field": "q3"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_stack(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": {"type": "nominal", "field": "n1"}, - "y": { - "type": "quantitative", - "field": "q1", - "stack": "zero", - "aggregate": "sum", - }, - "color": {"type": "nominal", "field": "n2"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_stack_agg(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": {"type": "nominal", "field": "n1"}, - "y": { - "type": "quantitative", - "field": "q1", - "stack": "zero", - "aggregate": "sum", - }, - "detail": {"type": "nominal", "field": "n2"}, - "color": { - "type": "quantitative", - "field": "q2", - "aggregate": "mean", - }, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_stack_q_q(self): - query = vl2asp( - { - "mark": "area", - "encoding": { - "x": { - "type": "quantitative", - "field": "q1", - "scale": {"zero": False}, - }, - "y": {"type": "quantitative", "field": "q2", "stack": "zero"}, - "color": {"type": "nominal", "field": "n1"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - def test_heatmap(self): - query = vl2asp( - { - "mark": "rect", - "encoding": { - "x": {"type": "nominal", "field": "n1"}, - "y": {"type": "ordinal", "field": "q1", "bin": True}, - }, - } - ) - - assert is_valid(data_schema + query, True) == True - - -class TestInvalidSpecs: - def test_row_only(self): - query = vl2asp( - {"mark": "point", "encoding": {"row": {"type": "nominal", "field": "n1"}}} - ) - - assert is_valid(data_schema + query, True) == False - - def test_q_q_bar(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": {"type": "quantitative", "field": "q1"}, - "y": {"type": "quantitative", "field": "q2"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == False - - def test_only_one_agg(self): - query = vl2asp( - { - "mark": "point", - "encoding": { - "x": {"type": "quantitative", "field": "q1"}, - "y": {"type": "quantitative", "field": "q2", "aggregate": "mean"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == False - - def test_stack_multiple(self): - query = vl2asp( - { - "mark": "bar", - "encoding": { - "x": { - "type": "quantitative", - "field": "q1", - "stack": "zero", - "aggregate": "sum", - }, - "y": { - "type": "quantitative", - "field": "q2", - "stack": "zero", - "aggregate": "sum", - }, - "color": {"type": "nominal", "field": "n2"}, - }, - } - ) - - assert is_valid(data_schema + query, True) == False diff --git a/js/tsconfig.json b/tsconfig.json similarity index 80% rename from js/tsconfig.json rename to tsconfig.json index 6504253..ac99121 100644 --- a/js/tsconfig.json +++ b/tsconfig.json @@ -4,7 +4,7 @@ "module": "es2015", "moduleResolution": "node", "declaration": true, - "strict": true, + "strict": false, "outDir": "./build", "inlineSourceMap": true, "importHelpers": true, @@ -13,8 +13,9 @@ "esModuleInterop": true, "allowSyntheticDefaultImports": true, "strictNullChecks": false, - "types": ["jest"] + "types": ["jest", "node"] }, "files": ["src/index.ts"], - "include": ["typings/*.d.ts"] + "include": ["src/**/*.ts"], + "exclude": ["**/*.js"] } diff --git a/tslint.json b/tslint.json new file mode 100644 index 0000000..02e515d --- /dev/null +++ b/tslint.json @@ -0,0 +1,10 @@ +{ + "extends": [ + "tslint-config-airbnb", + "tslint-config-prettier" + ], + "variable-name": [ false ], + "rules": { + "import-name": [ false ] + } +} diff --git a/yarn.lock b/yarn.lock index 6dddfa7..873922b 100644 --- a/yarn.lock +++ b/yarn.lock @@ -2,16 +2,470 @@ # yarn lockfile v1 +"@babel/code-frame@^7.0.0", "@babel/code-frame@^7.0.0-beta.35": + version "7.0.0" + resolved 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d3-color@^1.2.3: version "1.2.3" @@ -157,7 +1209,7 @@ d3-scale@^3.0.0: d3-time "1" d3-time-format "2" -d3-shape@^1.3.4: +d3-shape@^1.3.5: version "1.3.5" resolved "https://registry.yarnpkg.com/d3-shape/-/d3-shape-1.3.5.tgz#e81aea5940f59f0a79cfccac012232a8987c6033" integrity sha512-VKazVR3phgD+MUCldapHD7P9kcrvPcexeX/PkMJmkUov4JM8IxsSg1DvbYoYich9AtdTsa5nNk2++ImPiDiSxg== @@ -186,11 +1238,189 @@ d3-voronoi@^1.1.4: resolved "https://registry.yarnpkg.com/d3-voronoi/-/d3-voronoi-1.1.4.tgz#dd3c78d7653d2bb359284ae478645d95944c8297" integrity sha512-dArJ32hchFsrQ8uMiTBLq256MpnZjeuBtdHpaDlYuQyjU0CVzCJl/BVW+SkszaAeH95D/8gxqAhgx0ouAWAfRg== +dashdash@^1.12.0: + version "1.14.1" + resolved "https://registry.yarnpkg.com/dashdash/-/dashdash-1.14.1.tgz#853cfa0f7cbe2fed5de20326b8dd581035f6e2f0" + integrity sha1-hTz6D3y+L+1d4gMmuN1YEDX24vA= + dependencies: + assert-plus "^1.0.0" + +data-urls@^1.0.0: + version "1.1.0" + resolved 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