diff --git a/.gitignore b/.gitignore index a3daf3fb78..fc0209129b 100644 --- a/.gitignore +++ b/.gitignore @@ -123,3 +123,4 @@ website/static/css/material.dark.css /src/include/boost obj packages/perspective/es5 +cppbuild \ No newline at end of file diff --git a/CHANGELOG.md b/CHANGELOG.md index f2d05f8431..00dd5e6096 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,16 @@ # Changelog +## [0.2.11] - 2018-12-20 +### Added +* [#345](https://github.com/jpmorganchase/perspective/pull/345) Direct load Apache Arrow support added to Jupyterlab plugin + +### Fixes +* [#343](https://github.com/jpmorganchase/perspective/pull/343) Fixed regression in type inference for empty string columns +* [#344](https://github.com/jpmorganchase/perspective/pull/344) Fixed UI lock when invalid filters applied + +### Internal +* [#350](https://github.com/jpmorganchase/perspective/pull/350) New benchmark suite + ## [0.2.10] - 2018-12-09 ### Fixes * [#328](https://github.com/jpmorganchase/perspective/pull/328) Fixed `` `delete()` method memory leak. diff --git a/CMakeLists.txt b/CMakeLists.txt new file mode 100644 index 0000000000..cc82c14e29 --- /dev/null +++ b/CMakeLists.txt @@ -0,0 +1,294 @@ +cmake_minimum_required (VERSION 2.8.11) +project (psp) +set(CMAKE_EXPORT_COMPILE_COMMANDS ON) +set(CMAKE_MODULE_PATH "${CMAKE_SOURCE_DIR}/cmake/modules/" ${CMAKE_MODULE_PATH} ) + + +####################### +# BUILD CONFIGURATION # +####################### +find_package(Color) + +if (NOT DEFINED PSP_WASM_BUILD) + set(PSP_WASM_BUILD ON) + set(PSP_CPP_BUILD OFF) + set(PSP_CPP_BUILD_TESTS OFF) +endif() + +if (PSP_WASM_BUILD AND PSP_CPP_BUILD) + message(FATAL_ERROR "${Red}CPP and Emscripten builds must be done separately${ColorReset}") +endif() + +if (NOT DEFINED PSP_CPP_BUILD) + set(PSP_CPP_BUILD ON) +endif() + +if (NOT DEFINED PSP_CPP_BUILD_TESTS) + set(PSP_CPP_BUILD_TESTS ON) +endif() + +if (NOT DEFINED PSP_CPP_BUILD_STRICT) + message(WARNING "${Cyan}Building CPP without strict warnings${ColorReset}") + set(PSP_CPP_BUILD_STRICT OFF) +endif() + +####################### + +include_directories("${CMAKE_SOURCE_DIR}/src/include") + + +if (PSP_WASM_BUILD) + #################### + # EMSCRIPTEN BUILD # + #################### + add_definitions(-DPSP_ENABLE_WASM) + set(CMAKE_C_COMPILER emcc) + set(CMAKE_CXX_COMPILER em++) + set(CMAKE_TOOLCHAIN_FILE "$ENV{EMSCRIPTEN_ROOT}/cmake/Modules/Platform/Emscripten.cmake") + set(CMAKE_AR emar) + set(CMAKE_RANLIB emranlib) + set(CMAKE_EXECUTABLE_SUFFIX ".js") + list(APPEND CMAKE_PREFIX_PATH /usr/local) + include_directories("/usr/local/include") + include_directories("/boost_includes") + + set(EXTENDED_FLAGS " \ + --bind \ + --source-map-base ./build/ \ + --memory-init-file 0 \ + -s NO_EXIT_RUNTIME=1 \ + -s NO_FILESYSTEM=1 \ + -s ALLOW_MEMORY_GROWTH=1 \ + -s EXPORTED_FUNCTIONS=\"['_main']\" \ + ") + + if(DEFINED ENV{PSP_DEBUG}) + set(OPT_FLAGS " \ + -O1 \ + -g4 \ + -s SAFE_HEAP=1 \ + -s DISABLE_EXCEPTION_CATCHING=0 \ + -s ASSERTIONS=2 \ + -s DEMANGLE_SUPPORT=1 \ + ") + else() + set(OPT_FLAGS " \ + -O3 \ + -g0 \ + ") + endif() + + set(SYNC_MODE_FLAGS "-s ENVIRONMENT=node -s BINARYEN_ASYNC_COMPILATION=0 -s BINARYEN_METHOD='\"native-wasm\"' -s WASM=1") + set(ASYNC_MODE_FLAGS "-s ENVIRONMENT=worker -s BINARYEN_ASYNC_COMPILATION=1 -s BINARYEN_METHOD='\"native-wasm\"' -s WASM=1") + set(ASMJS_MODE_FLAGS "-s ENVIRONMENT=worker -s LEGACY_VM_SUPPORT=1 -s BINARYEN_ASYNC_COMPILATION=0 -s BINARYEN_METHOD='\"asmjs\"' -Wno-almost-asm -s WASM=0") +else() + ##################### + # VANILLA CPP BUILD # + ##################### + if(DEFINED ENV{PSP_DEBUG}) + set(OPT_FLAGS " \ + -O1 \ + -g3 \ + ") + else() + set(OPT_FLAGS " \ + -O3 \ + -g0 \ + ") + endif() + set(SYNC_MODE_FLAGS "") + set(ASYNC_MODE_FLAGS "") + set(ASMJS_MODE_FLAGS "") + + find_package(Boost) + if(NOT Boost_FOUND) + message("${Red}Boost could not be located${ColorReset}") + else() + message("${Cyan}Found boost in ${Boost_INCLUDE_DIRS} ${Boost_LIBRARY_DIRS} ${ColorReset}") + endif() + include_directories(Boost_INCLUDE_DIRS) + + find_package(TBB) + if(NOT TBB_FOUND) + message("${Red}TBB could not be located${ColorReset}") + else() + message("${Cyan}Found tbb in ${TBB_INCLUDE_DIRS} ${TBB_LIBRARY_DIRS} ${ColorReset}") + endif() + + include_directories(TBB_INCLUDE_DIRS) + include_directories("/usr/local/include") +endif() +##################### + + +set(CMAKE_C_FLAGS " \ + ${CMAKE_C_FLAGS} \ + ${EXTENDED_FLAGS} \ + ${OPT_FLAGS} \ + ") + +set (SOURCE_FILES + src/cpp/aggregate.cpp + src/cpp/aggspec.cpp + src/cpp/arg_sort.cpp + src/cpp/base.cpp + src/cpp/base_impl_linux.cpp + src/cpp/base_impl_osx.cpp + src/cpp/base_impl_win.cpp + src/cpp/build_filter.cpp + #src/cpp/calc_agg_dtype.cpp + src/cpp/column.cpp + src/cpp/comparators.cpp + src/cpp/compat.cpp + src/cpp/compat_impl_linux.cpp + src/cpp/compat_impl_osx.cpp + src/cpp/compat_impl_win.cpp + src/cpp/config.cpp + src/cpp/context_base.cpp + src/cpp/context_grouped_pkey.cpp + src/cpp/context_handle.cpp + src/cpp/context_one.cpp + src/cpp/context_two.cpp + src/cpp/context_zero.cpp + src/cpp/custom_column.cpp + src/cpp/date.cpp + src/cpp/dense_nodes.cpp + src/cpp/dense_tree_context.cpp + src/cpp/dense_tree.cpp + src/cpp/dependency.cpp + src/cpp/extract_aggregate.cpp + src/cpp/filter.cpp + src/cpp/flat_traversal.cpp + src/cpp/gnode.cpp + src/cpp/gnode_state.cpp + src/cpp/histogram.cpp + src/cpp/logtime.cpp + src/cpp/mask.cpp + src/cpp/min_max.cpp + src/cpp/multi_sort.cpp + src/cpp/none.cpp + src/cpp/path.cpp + src/cpp/pivot.cpp + src/cpp/pool.cpp + src/cpp/port.cpp + src/cpp/raii.cpp + src/cpp/raii_impl_linux.cpp + src/cpp/raii_impl_osx.cpp + src/cpp/raii_impl_win.cpp + src/cpp/range.cpp + src/cpp/rlookup.cpp + src/cpp/scalar.cpp + src/cpp/schema_column.cpp + src/cpp/schema.cpp + src/cpp/slice.cpp + src/cpp/sort_specification.cpp + src/cpp/sparse_tree.cpp + src/cpp/sparse_tree_node.cpp + src/cpp/step_delta.cpp + src/cpp/storage.cpp + src/cpp/storage_impl_linux.cpp + src/cpp/storage_impl_osx.cpp + src/cpp/storage_impl_win.cpp + src/cpp/sym_table.cpp + src/cpp/table.cpp + src/cpp/time.cpp + src/cpp/traversal.cpp + src/cpp/traversal_nodes.cpp + src/cpp/tree_context_common.cpp + src/cpp/utils.cpp + src/cpp/update_task.cpp + src/cpp/vocab.cpp + ) + +set(CMAKE_CXX_FLAGS " -std=c++0x ${CMAKE_CXX_FLAGS} ${CMAKE_C_FLAGS}") + +if (PSP_WASM_BUILD) + add_library(psp ${SOURCE_FILES}) + set_target_properties(psp PROPERTIES COMPILE_FLAGS "${ASYNC_MODE_FLAGS}") + + add_executable(perspective.async src/cpp/main.cpp) + target_link_libraries(perspective.async psp "${ASYNC_MODE_FLAGS}") + set_target_properties(perspective.async PROPERTIES COMPILE_FLAGS "${ASYNC_MODE_FLAGS}") + set_target_properties(perspective.async PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") + set_target_properties(perspective.async PROPERTIES OUTPUT_NAME "psp.async") + + add_executable(perspective.sync src/cpp/main.cpp) + target_link_libraries(perspective.sync psp "${SYNC_MODE_FLAGS}") + set_target_properties(perspective.sync PROPERTIES COMPILE_FLAGS "${SYNC_MODE_FLAGS}") + set_target_properties(perspective.sync PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") + set_target_properties(perspective.sync PROPERTIES OUTPUT_NAME "psp.sync") + add_dependencies(perspective.sync perspective.async) + + add_executable(perspective.asm src/cpp/main.cpp) + target_link_libraries(perspective.asm psp "${ASMJS_MODE_FLAGS}") + set_target_properties(perspective.asm PROPERTIES COMPILE_FLAGS "${ASMJS_MODE_FLAGS}") + set_target_properties(perspective.asm PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") + set_target_properties(perspective.asm PROPERTIES OUTPUT_NAME "psp.asmjs") + add_dependencies(perspective.asm perspective.sync) +else() + if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin") + set(CMAKE_SHARED_LIBRARY_SUFFIX dylib) + + endif() + add_library(psp SHARED ${SOURCE_FILES} ${HEADER_FILES}) + if(PSP_CPP_BUILD_STRICT) + target_compile_options(psp PRIVATE -Wall -Werror) + endif() + # target_link_libraries(psp ${TBB_LIBRARIES}) // doesnt work on mac + target_link_libraries(psp tbb) + set(CMAKE_LIBRARY_PATH ${CMAKE_LIBRARY_PATH} ${TBB_LIBRARY}) + + target_compile_options(psp PRIVATE $<$:-fPIC -O0>) +endif() + + +############################## +# helper to grab gtest et al # +############################## +function (psp_build_dep name cmake_file) + configure_file(${cmake_file} ${name}-download/CMakeLists.txt) + execute_process(COMMAND ${CMAKE_COMMAND} -G "${CMAKE_GENERATOR}" . + RESULT_VARIABLE result + WORKING_DIRECTORY ${CMAKE_BINARY_DIR}/${name}-download ) + if(result) + message(FATAL_ERROR "CMake step for ${name} failed: ${result}") + endif() + execute_process(COMMAND ${CMAKE_COMMAND} --build . + RESULT_VARIABLE result + WORKING_DIRECTORY ${CMAKE_BINARY_DIR}/${name}-download ) + if(result) + message(FATAL_ERROR "Build step for ${name} failed: ${result}") + endif() + add_subdirectory(${CMAKE_BINARY_DIR}/${name}-src + ${CMAKE_BINARY_DIR}/${name}-build + EXCLUDE_FROM_ALL) + include_directories(${CMAKE_BINARY_DIR}/${name}-src/extras/gtest/include) + include_directories(${CMAKE_BINARY_DIR}/${name}-src/include) + include_directories(${CMAKE_BINARY_DIR}/${name}-src) +endfunction() +############################## + + +############# +# CPP TESTS # +############# +if (PSP_CPP_BUILD_TESTS) + if (WIN32) + set(gtest_force_shared_crt ON CACHE BOOL "" FORCE) + endif() + psp_build_dep("googletest" "cmake/GTest.txt.in") + # psp_build_dep("tbb" "cmake/TBB.txt.in") + + add_subdirectory(test) + add_custom_target(gcov + COMMAND mkdir -p ${CMAKE_BINARY_DIR}/coverage + WORKING_DIRECTORY ${CMAKE_BINARY_DIR} + ) + add_custom_command(TARGET gcov + COMMAND echo "=================== GCOV ====================" + COMMAND gcovr -r ../ --html --html-details -o coverage/index.html + COMMAND xdg-open coverage/index.html + WORKING_DIRECTORY ${CMAKE_BINARY_DIR} + ) +endif() +############# diff --git a/scripts/GTest.txt.in b/cmake/GTest.txt.in similarity index 100% rename from scripts/GTest.txt.in rename to cmake/GTest.txt.in diff --git a/scripts/TBB.txt.in b/cmake/TBB.txt.in similarity index 100% rename from scripts/TBB.txt.in rename to cmake/TBB.txt.in diff --git a/cmake/modules/FindColor.cmake b/cmake/modules/FindColor.cmake new file mode 100644 index 0000000000..908000d541 --- /dev/null +++ b/cmake/modules/FindColor.cmake @@ -0,0 +1,11 @@ +if(NOT WIN32) + string(ASCII 27 Esc) + set(ColorReset "${Esc}[m") + set(Red "${Esc}[1;31m") + set(Green "${Esc}[1;32m") + set(Yellow "${Esc}[1;33m") + set(Blue "${Esc}[1;34m") + set(Magenta "${Esc}[1;35m") + set(Cyan "${Esc}[1;36m") + set(White "${Esc}[1;37m") +endif() diff --git a/cmake/modules/FindTBB.cmake b/cmake/modules/FindTBB.cmake new file mode 100644 index 0000000000..3a3d1fee4d --- /dev/null +++ b/cmake/modules/FindTBB.cmake @@ -0,0 +1,303 @@ +# The MIT License (MIT) +# +# Copyright (c) 2015 Justus Calvin +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +# +# FindTBB +# ------- +# +# Find TBB include directories and libraries. +# +# Usage: +# +# find_package(TBB [major[.minor]] [EXACT] +# [QUIET] [REQUIRED] +# [[COMPONENTS] [components...]] +# [OPTIONAL_COMPONENTS components...]) +# +# where the allowed components are tbbmalloc and tbb_preview. Users may modify +# the behavior of this module with the following variables: +# +# * TBB_ROOT_DIR - The base directory the of TBB installation. +# * TBB_INCLUDE_DIR - The directory that contains the TBB headers files. +# * TBB_LIBRARY - The directory that contains the TBB library files. +# * TBB__LIBRARY - The path of the TBB the corresponding TBB library. +# These libraries, if specified, override the +# corresponding library search results, where +# may be tbb, tbb_debug, tbbmalloc, tbbmalloc_debug, +# tbb_preview, or tbb_preview_debug. +# * TBB_USE_DEBUG_BUILD - The debug version of tbb libraries, if present, will +# be used instead of the release version. +# +# Users may modify the behavior of this module with the following environment +# variables: +# +# * TBB_INSTALL_DIR +# * TBBROOT +# * LIBRARY_PATH +# +# This module will set the following variables: +# +# * TBB_FOUND - Set to false, or undefined, if we haven’t found, or +# don’t want to use TBB. +# * TBB__FOUND - If False, optional part of TBB sytem is +# not available. +# * TBB_VERSION - The full version string +# * TBB_VERSION_MAJOR - The major version +# * TBB_VERSION_MINOR - The minor version +# * TBB_INTERFACE_VERSION - The interface version number defined in +# tbb/tbb_stddef.h. +# * TBB__LIBRARY_RELEASE - The path of the TBB release version of +# , where may be tbb, tbb_debug, +# tbbmalloc, tbbmalloc_debug, tbb_preview, or +# tbb_preview_debug. +# * TBB__LIBRARY_DEGUG - The path of the TBB release version of +# , where may be tbb, tbb_debug, +# tbbmalloc, tbbmalloc_debug, tbb_preview, or +# tbb_preview_debug. +# +# The following varibles should be used to build and link with TBB: +# +# * TBB_INCLUDE_DIRS - The include directory for TBB. +# * TBB_LIBRARIES - The libraries to link against to use TBB. +# * TBB_LIBRARIES_RELEASE - The release libraries to link against to use TBB. +# * TBB_LIBRARIES_DEBUG - The debug libraries to link against to use TBB. +# * TBB_DEFINITIONS - Definitions to use when compiling code that uses +# TBB. +# * TBB_DEFINITIONS_RELEASE - Definitions to use when compiling release code that +# uses TBB. +# * TBB_DEFINITIONS_DEBUG - Definitions to use when compiling debug code that +# uses TBB. +# +# This module will also create the "tbb" target that may be used when building +# executables and libraries. + +include(FindPackageHandleStandardArgs) + +if(NOT TBB_FOUND) + + ################################## + # Check the build type + ################################## + + if(NOT DEFINED TBB_USE_DEBUG_BUILD) + if(CMAKE_BUILD_TYPE MATCHES "(Debug|DEBUG|debug|RelWithDebInfo|RELWITHDEBINFO|relwithdebinfo)") + set(TBB_BUILD_TYPE DEBUG) + else() + set(TBB_BUILD_TYPE RELEASE) + endif() + elseif(TBB_USE_DEBUG_BUILD) + set(TBB_BUILD_TYPE DEBUG) + else() + set(TBB_BUILD_TYPE RELEASE) + endif() + + ################################## + # Set the TBB search directories + ################################## + + # Define search paths based on user input and environment variables + set(TBB_SEARCH_DIR ${TBB_ROOT_DIR} $ENV{TBB_INSTALL_DIR} $ENV{TBBROOT}) + + # Define the search directories based on the current platform + if(CMAKE_SYSTEM_NAME STREQUAL "Windows") + set(TBB_DEFAULT_SEARCH_DIR "C:/Program Files/Intel/TBB" + "C:/Program Files (x86)/Intel/TBB") + + # Set the target architecture + if(CMAKE_SIZEOF_VOID_P EQUAL 8) + set(TBB_ARCHITECTURE "intel64") + else() + set(TBB_ARCHITECTURE "ia32") + endif() + + # Set the TBB search library path search suffix based on the version of VC + if(WINDOWS_STORE) + set(TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc11_ui") + elseif(MSVC14) + set(TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc14") + elseif(MSVC12) + set(TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc12") + elseif(MSVC11) + set(TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc11") + elseif(MSVC10) + set(TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc10") + endif() + + # Add the library path search suffix for the VC independent version of TBB + list(APPEND TBB_LIB_PATH_SUFFIX "lib/${TBB_ARCHITECTURE}/vc_mt") + + elseif(CMAKE_SYSTEM_NAME STREQUAL "Darwin") + # OS X + set(TBB_DEFAULT_SEARCH_DIR "/opt/intel/tbb") + + # TODO: Check to see which C++ library is being used by the compiler. + if(NOT ${CMAKE_SYSTEM_VERSION} VERSION_LESS 13.0) + # The default C++ library on OS X 10.9 and later is libc++ + set(TBB_LIB_PATH_SUFFIX "lib/libc++" "lib") + else() + set(TBB_LIB_PATH_SUFFIX "lib") + endif() + elseif(CMAKE_SYSTEM_NAME STREQUAL "Linux") + # Linux + set(TBB_DEFAULT_SEARCH_DIR "/opt/intel/tbb") + + # TODO: Check compiler version to see the suffix should be /gcc4.1 or + # /gcc4.1. For now, assume that the compiler is more recent than + # gcc 4.4.x or later. + if(CMAKE_SYSTEM_PROCESSOR STREQUAL "x86_64") + set(TBB_LIB_PATH_SUFFIX "lib/intel64/gcc4.4") + elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^i.86$") + set(TBB_LIB_PATH_SUFFIX "lib/ia32/gcc4.4") + endif() + endif() + + ################################## + # Find the TBB include dir + ################################## + + find_path(TBB_INCLUDE_DIRS tbb/tbb.h + HINTS ${TBB_INCLUDE_DIR} ${TBB_SEARCH_DIR} + PATHS ${TBB_DEFAULT_SEARCH_DIR} + PATH_SUFFIXES include) + + ################################## + # Set version strings + ################################## + + if(TBB_INCLUDE_DIRS) + file(READ "${TBB_INCLUDE_DIRS}/tbb/tbb_stddef.h" _tbb_version_file) + string(REGEX REPLACE ".*#define TBB_VERSION_MAJOR ([0-9]+).*" "\\1" + TBB_VERSION_MAJOR "${_tbb_version_file}") + string(REGEX REPLACE ".*#define TBB_VERSION_MINOR ([0-9]+).*" "\\1" + TBB_VERSION_MINOR "${_tbb_version_file}") + string(REGEX REPLACE ".*#define TBB_INTERFACE_VERSION ([0-9]+).*" "\\1" + TBB_INTERFACE_VERSION "${_tbb_version_file}") + set(TBB_VERSION "${TBB_VERSION_MAJOR}.${TBB_VERSION_MINOR}") + endif() + + ################################## + # Find TBB components + ################################## + + if(TBB_VERSION VERSION_LESS 4.3) + set(TBB_SEARCH_COMPOMPONENTS tbb_preview tbbmalloc tbb) + else() + set(TBB_SEARCH_COMPOMPONENTS tbb_preview tbbmalloc_proxy tbbmalloc tbb) + endif() + + # Find each component + foreach(_comp ${TBB_SEARCH_COMPOMPONENTS}) + if(";${TBB_FIND_COMPONENTS};tbb;" MATCHES ";${_comp};") + + # Search for the libraries + find_library(TBB_${_comp}_LIBRARY_RELEASE ${_comp} + HINTS ${TBB_LIBRARY} ${TBB_SEARCH_DIR} + PATHS ${TBB_DEFAULT_SEARCH_DIR} ENV LIBRARY_PATH + PATH_SUFFIXES ${TBB_LIB_PATH_SUFFIX}) + + find_library(TBB_${_comp}_LIBRARY_DEBUG ${_comp}_debug + HINTS ${TBB_LIBRARY} ${TBB_SEARCH_DIR} + PATHS ${TBB_DEFAULT_SEARCH_DIR} ENV LIBRARY_PATH + PATH_SUFFIXES ${TBB_LIB_PATH_SUFFIX}) + + if(TBB_${_comp}_LIBRARY_DEBUG) + list(APPEND TBB_LIBRARIES_DEBUG "${TBB_${_comp}_LIBRARY_DEBUG}") + endif() + if(TBB_${_comp}_LIBRARY_RELEASE) + list(APPEND TBB_LIBRARIES_RELEASE "${TBB_${_comp}_LIBRARY_RELEASE}") + endif() + if(TBB_${_comp}_LIBRARY_${TBB_BUILD_TYPE} AND NOT TBB_${_comp}_LIBRARY) + set(TBB_${_comp}_LIBRARY "${TBB_${_comp}_LIBRARY_${TBB_BUILD_TYPE}}") + endif() + + if(TBB_${_comp}_LIBRARY AND EXISTS "${TBB_${_comp}_LIBRARY}") + set(TBB_${_comp}_FOUND TRUE) + else() + set(TBB_${_comp}_FOUND FALSE) + endif() + + # Mark internal variables as advanced + mark_as_advanced(TBB_${_comp}_LIBRARY_RELEASE) + mark_as_advanced(TBB_${_comp}_LIBRARY_DEBUG) + mark_as_advanced(TBB_${_comp}_LIBRARY) + + endif() + endforeach() + + ################################## + # Set compile flags and libraries + ################################## + + set(TBB_DEFINITIONS_RELEASE "") + set(TBB_DEFINITIONS_DEBUG "-DTBB_USE_DEBUG=1") + + if(TBB_LIBRARIES_${TBB_BUILD_TYPE}) + set(TBB_DEFINITIONS "${TBB_DEFINITIONS_${TBB_BUILD_TYPE}}") + set(TBB_LIBRARIES "${TBB_LIBRARIES_${TBB_BUILD_TYPE}}") + elseif(TBB_LIBRARIES_RELEASE) + set(TBB_DEFINITIONS "${TBB_DEFINITIONS_RELEASE}") + set(TBB_LIBRARIES "${TBB_LIBRARIES_RELEASE}") + elseif(TBB_LIBRARIES_DEBUG) + set(TBB_DEFINITIONS "${TBB_DEFINITIONS_DEBUG}") + set(TBB_LIBRARIES "${TBB_LIBRARIES_DEBUG}") + endif() + + find_package_handle_standard_args(TBB + REQUIRED_VARS TBB_INCLUDE_DIRS TBB_LIBRARIES + HANDLE_COMPONENTS + VERSION_VAR TBB_VERSION) + + ################################## + # Create targets + ################################## + + if(NOT CMAKE_VERSION VERSION_LESS 3.0 AND TBB_FOUND) + add_library(tbb SHARED IMPORTED) + set_target_properties(tbb PROPERTIES + INTERFACE_INCLUDE_DIRECTORIES ${TBB_INCLUDE_DIRS} + IMPORTED_LOCATION ${TBB_LIBRARIES}) + if(TBB_LIBRARIES_RELEASE AND TBB_LIBRARIES_DEBUG) + set_target_properties(tbb PROPERTIES + INTERFACE_COMPILE_DEFINITIONS "$<$,$>:TBB_USE_DEBUG=1>" + IMPORTED_LOCATION_DEBUG ${TBB_LIBRARIES_DEBUG} + IMPORTED_LOCATION_RELWITHDEBINFO ${TBB_LIBRARIES_DEBUG} + IMPORTED_LOCATION_RELEASE ${TBB_LIBRARIES_RELEASE} + IMPORTED_LOCATION_MINSIZEREL ${TBB_LIBRARIES_RELEASE} + ) + elseif(TBB_LIBRARIES_RELEASE) + set_target_properties(tbb PROPERTIES IMPORTED_LOCATION ${TBB_LIBRARIES_RELEASE}) + else() + set_target_properties(tbb PROPERTIES + INTERFACE_COMPILE_DEFINITIONS "${TBB_DEFINITIONS_DEBUG}" + IMPORTED_LOCATION ${TBB_LIBRARIES_DEBUG} + ) + endif() + endif() + + mark_as_advanced(TBB_INCLUDE_DIRS TBB_LIBRARIES) + + unset(TBB_ARCHITECTURE) + unset(TBB_BUILD_TYPE) + unset(TBB_LIB_PATH_SUFFIX) + unset(TBB_DEFAULT_SEARCH_DIR) + +endif() \ No newline at end of file diff --git a/examples/cli/package.json b/examples/cli/package.json index c6e9864db1..034934f8e2 100644 --- a/examples/cli/package.json +++ b/examples/cli/package.json @@ -1,7 +1,7 @@ { "name": "cli", "private": true, - "version": "0.2.10", + "version": "0.2.11", "description": "An example of Remote Perspective as a CLI tool.", "scripts": { "start": "node server.js" @@ -12,9 +12,9 @@ "perspective-cli": "server.js" }, "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", - "@jpmorganchase/perspective-viewer-highcharts": "^0.2.10", - "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.10" + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", + "@jpmorganchase/perspective-viewer-highcharts": "^0.2.11", + "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.11" } } diff --git a/examples/git_history/package.json b/examples/git_history/package.json index ac4cb9d99b..14bcb88b30 100644 --- a/examples/git_history/package.json +++ b/examples/git_history/package.json @@ -1,7 +1,7 @@ { "name": "git-history", "private": true, - "version": "0.2.10", + "version": "0.2.11", "description": "An example of Perspective's own GIT history rendered in Perspective.", "scripts": { "start": "node server.js" @@ -9,9 +9,9 @@ "keywords": [], "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", - "@jpmorganchase/perspective-viewer-highcharts": "^0.2.10", - "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.10" + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", + "@jpmorganchase/perspective-viewer-highcharts": "^0.2.11", + "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.11" } } diff --git a/examples/simple/package.json b/examples/simple/package.json index 2dac6a39b3..3938308143 100644 --- a/examples/simple/package.json +++ b/examples/simple/package.json @@ -1,7 +1,7 @@ { "name": "simple", "private": true, - "version": "0.2.10", + "version": "0.2.11", "description": "A collection of simple client-side Perspective examples.", "scripts": { "start": "node server.js" @@ -9,9 +9,9 @@ "keywords": [], "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", - "@jpmorganchase/perspective-viewer-highcharts": "^0.2.10", - "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.10" + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", + "@jpmorganchase/perspective-viewer-highcharts": "^0.2.11", + "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.11" } } diff --git a/examples/webpack/package.json b/examples/webpack/package.json index d7eacb7ca1..b66fd0104d 100644 --- a/examples/webpack/package.json +++ b/examples/webpack/package.json @@ -1,7 +1,7 @@ { "name": "webpack", "private": true, - "version": "0.2.10", + "version": "0.2.11", "description": "An example of using the Perspective Webpack plugin to build a JS file with Webpack.", "scripts": { "start": "node server.js", @@ -10,7 +10,7 @@ "keywords": [], "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10" + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11" } } diff --git a/lerna.json b/lerna.json index fc3fce63f1..80b81aa7e2 100644 --- a/lerna.json +++ b/lerna.json @@ -6,5 +6,5 @@ ], "npmClient": "yarn", "useWorkspaces": true, - "version": "0.2.10" + "version": "0.2.11" } diff --git a/package.json b/package.json index f94605a581..f9673dfbe6 100644 --- a/package.json +++ b/package.json @@ -37,11 +37,11 @@ "build,test,bench": "npm run --silent build && npm run --silent test && npm run --silent bench", "build,bench": "npm run --silent build && npm run --silent bench", "build": "bash -c '[[ -z \"${PSP_DOCKER}\" ]] && npm run --silent _build || npm run --silent _emsdk -- npm run --silent _build'", - "bench:build": "lerna run bench:build ${PACKAGE:+--scope=@jpmorganchase/${PACKAGE}} --stream", - "bench:run": "lerna exec ${PACKAGE:+--scope=@jpmorganchase/${PACKAGE}} -- npm run bench:run", - "bench": "npm-run-all --silent bench:build bench:run", + "build_cpp": "lerna run build:cpp ${PACKAGE:+--scope=@jpmorganchase/perspective} --stream", + "bench": "node scripts/bench.js", "docs": "lerna run docs --silent --stream", "test": "node scripts/test.js", + "test_cpp": "lerna run test:cpp ${PACKAGE:+--scope=@jpmorganchase/perspective} --stream", "clean": "find obj -mindepth 1 -delete && lerna run clean ${PACKAGE:+--scope=@jpmorganchase/${PACKAGE}} --stream", "preclean:screenshots": "lerna exec -- mkdir -p screenshots", "clean:screenshots": "lerna run clean:screenshots ${PACKAGE:+--scope=@jpmorganchase/${PACKAGE}}", diff --git a/packages/perspective-jupyterlab/package.json b/packages/perspective-jupyterlab/package.json index 3297b96a17..2c73539e0d 100644 --- a/packages/perspective-jupyterlab/package.json +++ b/packages/perspective-jupyterlab/package.json @@ -1,6 +1,6 @@ { "name": "@jpmorganchase/perspective-jupyterlab", - "version": "0.2.10", + "version": "0.2.11", "description": "Perspective.js", "files": [ "dist/*.d.ts", @@ -26,14 +26,14 @@ "test": "npm-run-all test:build test:run", "test:build": "echo \"No Tests\"", "test:run": "echo \"No Tests\"", - "build": "webpack --color --config src/config/plugin.config.js && webpack --color --config src/config/mimerenderer.config.js", + "build": "webpack --color --config src/config/plugin.config.js", "clean": "rimraf build" }, "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", - "@jpmorganchase/perspective-viewer-highcharts": "^0.2.10", - "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.10", + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", + "@jpmorganchase/perspective-viewer-highcharts": "^0.2.11", + "@jpmorganchase/perspective-viewer-hypergrid": "^0.2.11", "@jupyter-widgets/base": "^1.1.10", "@phosphor/application": "^1.5.0", "@phosphor/widgets": "^1.5.0" diff --git a/packages/perspective-jupyterlab/src/config/mimerenderer.config.js b/packages/perspective-jupyterlab/src/config/mimerenderer.config.js deleted file mode 100644 index e736cead54..0000000000 --- a/packages/perspective-jupyterlab/src/config/mimerenderer.config.js +++ /dev/null @@ -1,30 +0,0 @@ -/****************************************************************************** - * - * Copyright (c) 2018, the Perspective Authors. - * - * This file is part of the Perspective library, distributed under the terms of - * the Apache License 2.0. The full license can be found in the LICENSE file. - * - */ - -const path = require("path"); -const common = require("@jpmorganchase/perspective/src/config/common.config.js"); - -module.exports = Object.assign({}, common(), { - entry: "./src/ts/mimerenderer.ts", - module: { - rules: [ - { - test: /\.css$/, - exclude: ["@jpmorganchase"], - use: [{loader: "css-loader"}] - }, - {test: /\.ts?$/, loader: "ts-loader"} - ] - }, - output: { - filename: "mime.js", - libraryTarget: "umd", - path: path.resolve(__dirname, "../../dist") - } -}); diff --git a/packages/perspective-jupyterlab/src/ts/mimerenderer.ts b/packages/perspective-jupyterlab/src/ts/mimerenderer.ts deleted file mode 100644 index 956f4f015a..0000000000 --- a/packages/perspective-jupyterlab/src/ts/mimerenderer.ts +++ /dev/null @@ -1,8 +0,0 @@ -/****************************************************************************** - * - * Copyright (c) 2018, the Perspective Authors. - * - * This file is part of the Perspective library, distributed under the terms of - * the Apache License 2.0. The full license can be found in the LICENSE file. - * - */ diff --git a/packages/perspective-jupyterlab/src/ts/version.ts b/packages/perspective-jupyterlab/src/ts/version.ts index de59b14954..5297647c36 100644 --- a/packages/perspective-jupyterlab/src/ts/version.ts +++ b/packages/perspective-jupyterlab/src/ts/version.ts @@ -8,4 +8,4 @@ */ export -const PERSPECTIVE_VERSION = '0.2.8'; \ No newline at end of file +const PERSPECTIVE_VERSION = '0.2.11'; \ No newline at end of file diff --git a/packages/perspective-jupyterlab/src/ts/widget.ts b/packages/perspective-jupyterlab/src/ts/widget.ts index f1fe796e1b..0e1859eec7 100644 --- a/packages/perspective-jupyterlab/src/ts/widget.ts +++ b/packages/perspective-jupyterlab/src/ts/widget.ts @@ -43,7 +43,9 @@ class PerspectiveModel extends DOMWidgetModel { _view_module: PerspectiveModel.view_module, _view_module_version: PerspectiveModel.view_module_version, _data: null, + _bin_data: null, + datasrc: '', schema: {}, view: 'hypergrid', columns: [], @@ -85,6 +87,8 @@ class PerspectiveView extends DOMWidgetView { observer.observe(this.el, {attributes: true}); this.model.on('change:_data', this.data_changed, this); + this.model.on('change:_bin_data', this.bin_data_changed, this); + // Dont trigger on datasrc change until data is updated this.model.on('change:schema', this.schema_changed, this); this.model.on('change:view', this.view_changed, this); this.model.on('change:columns', this.columns_changed, this); @@ -154,9 +158,38 @@ class PerspectiveView extends DOMWidgetView { } } + bin_data_changed() { + this.psp.delete(); + let schema = this.model.get('schema'); + let data = this.model.get('_bin_data'); + + if (Object.keys(schema).length > 0 ){ + let limit = this.model.get('limit'); + let index = this.model.get('index'); + let options = {} as {[key: string]: any}; + + if (limit > 0){ + options['limit'] = limit; + } + if (index){ + options['index'] = index; + } + + this.psp.load(schema, options); + } + if (data){ + this.psp.load(data.buffer); + } + } + datasrc_changed(){ this.psp.delete(); - this.data_changed(); + let source = this.model.get('datasrc'); + if(source === 'pyarrow'){ // or other binary formats + this.bin_data_changed(); + } else { + this.data_changed(); + } } schema_changed(){ diff --git a/packages/perspective-viewer-highcharts/package.json b/packages/perspective-viewer-highcharts/package.json index 12661d681d..2338396ac6 100644 --- a/packages/perspective-viewer-highcharts/package.json +++ b/packages/perspective-viewer-highcharts/package.json @@ -1,6 +1,6 @@ { "name": "@jpmorganchase/perspective-viewer-highcharts", - "version": "0.2.10", + "version": "0.2.11", "description": "Perspective.js", "main": "src/js/highcharts.js", "files": [ @@ -39,8 +39,8 @@ "author": "", "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", "babel-runtime": "^6.26.0", "chroma-js": "^1.3.4", "gradient-parser": "0.1.5", diff --git a/packages/perspective-viewer-highcharts/test/results/results.json b/packages/perspective-viewer-highcharts/test/results/results.json index 5638a4ee55..1d04d5da8c 100644 --- a/packages/perspective-viewer-highcharts/test/results/results.json +++ b/packages/perspective-viewer-highcharts/test/results/results.json @@ -8,80 +8,80 @@ "superstore.html/sorts by an alpha column.": "2643e0b5787b6e8e85f122b1713d01cd", "superstore.html/displays visible columns.": "1da296527f149393be8f3f99e34b3e4a", "bar.html/shows a grid without any settings applied.": "569d0ee0c960631d29d02dd0494dc8d9", - "bar.html/pivots by a row.": "47a83da0b3c2fb4fd7401ffb6639f77c", - "bar.html/pivots by two rows.": "76f76b187f55c6a20c55fae078f405a3", - "bar.html/pivots by a row and a column.": "4e3b5e5ea753eaf201a57d6466731e0d", - "bar.html/pivots by two rows and two columns.": "f0856a8ce524479a8e90249cd1e4f9fc", - "bar.html/sorts by a numeric column.": "c8ef7f6026f6debb2235f0e7ee33096e", - "bar.html/filters by a numeric column.": "aacd9d593196796299559db81c14834e", - "bar.html/sorts by an alpha column.": "f762309d00181eb7569ae472b6737909", - "bar.html/sorts by a hidden column.": "5021b1a77a9d2d2a1d4ffca1a213165e", - "bar.html/displays visible columns.": "cae1fa383a7be4854fa80d0fa3b18786", + "bar.html/pivots by a row.": "e89c90cb478b31a470455563ae48a91d", + "bar.html/pivots by two rows.": "b7cc128d9548df0abc1f92b7446226a7", + "bar.html/pivots by a row and a column.": "92ac16af4e7c82d0ba6c6e0eeba9f0a1", + "bar.html/pivots by two rows and two columns.": "a9696421ce25237d3d6d103fe15ce11e", + "bar.html/sorts by a numeric column.": "df87feee90ea768a69fa65c62cfe05ce", + "bar.html/filters by a numeric column.": "1a5309b205774a493090d686b69de08b", + "bar.html/sorts by an alpha column.": "0a1f7c5134dd52d28dec8bcc122da6e2", + "bar.html/sorts by a hidden column.": "39b15d49901ff6cfa60fbaf32d5e9743", + "bar.html/displays visible columns.": "04b5ada7fd8bd0bb8c5181f5b67bb3eb", "bar.html/tooltip shows on hover.": "5e2642322aa336e51d555eb1a9217233", "line.html/shows a grid without any settings applied.": "0b2bf69f96fc963f5b23f1ae16657c0a", - "line.html/pivots by a row.": "d870402b9d40e044c716b74ec63ed9f3", - "line.html/pivots by two rows.": "2d4adb982df685ef908224bad86c9c8e", - "line.html/pivots by a row and a column.": "b86ae620c2fbf447deda40d0bd355a2d", - "line.html/pivots by two rows and two columns.": "0c1a95397312de074e53fad96e3b7a63", - "line.html/sorts by a numeric column.": "c175ce092a90335b31033523e3846951", - "line.html/sorts by an alpha column.": "cb5f4bcd542b5b65c954c5d3435a828a", - "line.html/sorts by a hidden column.": "27779f2c54b4eb764bb0aa6f1c3e3e6a", - "line.html/filters by a numeric column.": "5a2c4726035f3c9d07f4f10abbfb940e", - "line.html/displays visible columns.": "aaf56d330f910809989483077c8f5943", - "line.html/tooltip shows on hover.": "9754ca4d31e51374b6d943669e979616", + "line.html/pivots by a row.": "fbd8a1e3efd49c90a021f6479b71e01e", + "line.html/pivots by two rows.": "605ad0dc03939f13a506fb3fdd395ca5", + "line.html/pivots by a row and a column.": "9080d38c7e00b028913da05574ef28fa", + "line.html/pivots by two rows and two columns.": "02980ae02ab3eb3e797ebf4ed0022731", + "line.html/sorts by a numeric column.": "d05a99e8cf96e773aa5e957fdfe02276", + "line.html/sorts by an alpha column.": "04c7f575c370080b314b69cb5f8767d9", + "line.html/sorts by a hidden column.": "9acf24c8ddf21811844835364651aac9", + "line.html/filters by a numeric column.": "4e9c42a979c25846c49ed73d89b4ae0d", + "line.html/displays visible columns.": "98b00fe6bee25d24f0438d528f838595", + "line.html/tooltip shows on hover.": "7e31530199c984275241a1900a161c85", "heatmap.html/shows a grid without any settings applied.": "234b18167a59c6db61a7be3a1ab43059", - "heatmap.html/pivots by a row.": "6c7067a600b7d728f7b9acb816cb2846", - "heatmap.html/pivots by two rows.": "52c2b25acce14695f91fecee0a2ca309", - "heatmap.html/pivots by a row and a column.": "f080ed772cb1bffc8fcb1605de972eae", - "heatmap.html/pivots by two rows and two columns.": "9d338aadb1e36b678933655eac6d4cdd", - "heatmap.html/sorts by a hidden column.": "630387223c32e9b823bb0c28b6ffe57d", - "heatmap.html/sorts by a numeric column.": "1a99d14451ba445fdc1c7f81373c2ff8", - "heatmap.html/filters by a numeric column.": "2fa78d5e1637fc2cfae7aa873d23c7fe", - "heatmap.html/sorts by an alpha column.": "04e1228e72ebd9e9f32598682543739b", - "heatmap.html/displays visible columns.": "920ed22085b4a9fc4aea5d8f59292ecc", + "heatmap.html/pivots by a row.": "0821478d33af01a7a92560a345944cb7", + "heatmap.html/pivots by two rows.": "5262b116ad86ac815ebfc075613059df", + "heatmap.html/pivots by a row and a column.": "63bedf5bc27d00715e5bec36151d05bb", + "heatmap.html/pivots by two rows and two columns.": "2951dae159746d1719b5b5d629c0c32b", + "heatmap.html/sorts by a hidden column.": "2328e0a86cf1c8eeeb539715ad2d31d2", + "heatmap.html/sorts by a numeric column.": "d6ee7d17932186408bd01091689590c4", + "heatmap.html/filters by a numeric column.": "c8065805b6527e56d0c0ab9895b6f67a", + "heatmap.html/sorts by an alpha column.": "50fe09a18ed85476a6eff3917362e0dd", + "heatmap.html/displays visible columns.": "dbb9818996b06abdcfc4982aae4e5343", "heatmap.html/tooltip shows on hover.": "9c2c0e13c01bbef394318a6c8b5ed163", "scatter.html/shows a grid without any settings applied.": "0e2ef511cb203a4fe63d51e99dff9753", - "scatter.html/pivots by a row.": "37c1abaeb2e252d91c4bb1ef64c75e63", - "scatter.html/pivots by two rows.": "d694d7c9cff1b46635131f36a43ef44c", - "scatter.html/pivots by a row and a column.": "11bc0826b2c6a061dec1dca16b4f46ad", - "scatter.html/pivots by two rows and two columns.": "8049399b9d9f2a811ce13be2abb86a05", - "scatter.html/sorts by a hidden column.": "ffd7f224089cfa6bd9ac7c471f843f46", - "scatter.html/sorts by a numeric column.": "25f0cfbcc79bd34235c0ff4fd4341467", - "scatter.html/filters by a numeric column.": "a7d349fe705edab99ae9a9f1a2ce17a7", - "scatter.html/sorts by an alpha column.": "32b88c400a4122169af7301d10c5383d", - "scatter.html/displays visible columns.": "7f83357879ecb28831ce992d3279183e", - "scatter.html/tooltip shows on hover.": "efe51febbbe56d4a7147050c45a6673e", + "scatter.html/pivots by a row.": "0fc73a588bb5161978ee733bc6d40f41", + "scatter.html/pivots by two rows.": "d32d1b4e0d66da39697c9e8f9370cd2d", + "scatter.html/pivots by a row and a column.": "7b45fc5e69fa37f7bf15d0909d17b124", + "scatter.html/pivots by two rows and two columns.": "3874ae8caff32a7abfea502ee4404e22", + "scatter.html/sorts by a hidden column.": "7ecfa608b15d1b181c47d891d311dfd9", + "scatter.html/sorts by a numeric column.": "5d80c797e91dce7535cb4f3fb4310b95", + "scatter.html/filters by a numeric column.": "1bb8e7232c1cd9afca43c7b980b79ba8", + "scatter.html/sorts by an alpha column.": "26e51a69c6fe98d11c72274567789beb", + "scatter.html/displays visible columns.": "ebb33d728e0bb23d7eef0590b549da2f", + "scatter.html/tooltip shows on hover.": "c2de9d8fb91b6e3d51f29ef00201e03d", "treemap.html/shows a grid without any settings applied.": "322cc928bded452cf3e9156eda5b6bc1", - "treemap.html/pivots by a row.": "51201d8612ed4b26bd9e6e64043a8a2c", - "treemap.html/pivots by two rows.": "b9d8ac6075d6abe292b12bbb5a6e12cb", - "treemap.html/pivots by a row and a column.": "3290a5d8667acc77dc1765cb76dd145b", - "treemap.html/pivots by two rows and two columns.": "98fbaa498866f33da0bd378312f6a8e3", - "treemap.html/sorts by a hidden column.": "a99b0e003c6e5d0a15d91f5d5692d8fd", - "treemap.html/sorts by a numeric column.": "82ac8abb3cd250e398afde04bebef371", - "treemap.html/filters by a numeric column.": "58b8c58eb5239654f209beaee9c521bc", - "treemap.html/sorts by an alpha column.": "13f657e92cd39df1443f0e9547b91635", - "treemap.html/displays visible columns.": "0891d09772ddcbacd0ba78e4aaab63c6", - "treemap.html/tooltip shows on hover.": "10087a3dc7435662d333bae966bdd25c", - "scatter.html/pivots by a column.": "ad7a7581df2abe508ee60a3df3348f42", - "heatmap.html/pivots by a column.": "b541c1708578564bc3f22047734bea62", - "line.html/pivots by a column.": "5c2f5fdad461949ffa75ef8871a37055", - "bar.html/pivots by a column.": "3cad809f8b6cc14e03a064ced40ef1b5", - "treemap.html/pivots by a column.": "9b7d0fe0723bbdcbdaf5cfe6321db477", - "line.html/sets a category X axis when pivoted by a datetime.": "6e95ef3ac8dc181d3fda59798ff797ed", - "line.html/sets a category axis when the axis type is a string.": "83467b4949fea34e3b0cade60c47b59d", - "scatter.html/sets a category X axis when pivoted by a datetime.": "988ece6c9408543cd232246cecf367eb", - "scatter.html/sets a category axis when the axis type is a string.": "599daf8284c1ab44f0a81be6c0e94b5e", + "treemap.html/pivots by a row.": "bcc601e62245af4e206d94bcbbe605e5", + "treemap.html/pivots by two rows.": "d796e071652d450da65ff73d58b58155", + "treemap.html/pivots by a row and a column.": "4358f9e890a265cff1303651101694cc", + "treemap.html/pivots by two rows and two columns.": "bdece12d396c42ac86afd36a3bfe6403", + "treemap.html/sorts by a hidden column.": "361cb1c47b5a6710319904c9c270101f", + "treemap.html/sorts by a numeric column.": "4ac1683b5e1d68a2423e15e2b846b8c3", + "treemap.html/filters by a numeric column.": "514acc4c586b399ba8e3bb50499c51c0", + "treemap.html/sorts by an alpha column.": "a1d5c6c5072f532bff738de3b03bad24", + "treemap.html/displays visible columns.": "0a0502fcc060d4ae33066d48336434a7", + "treemap.html/tooltip shows on hover.": "928b9483af6bb687e44d5bf95970730d", + "scatter.html/pivots by a column.": "bb4fd01d6ea13eecae349bb4417338a1", + "heatmap.html/pivots by a column.": "11285a175a5b17ec3b369058dacce730", + "line.html/pivots by a column.": "9332326f2007deb02e3b01ecf162e67d", + "bar.html/pivots by a column.": "61dd0d7c59390a7ae2f92c568c859b2b", + "treemap.html/pivots by a column.": "c442f20e5edaf8bdf6962a7542116852", + "line.html/sets a category X axis when pivoted by a datetime.": "a2bcce27bcd87d3702eb7705d01c43ed", + "line.html/sets a category axis when the axis type is a string.": "05bd07d26636b23529493942f95f0bb7", + "scatter.html/sets a category X axis when pivoted by a datetime.": "16974f8b53ebacb1c7623a1fe38f1440", + "scatter.html/sets a category axis when the axis type is a string.": "f23b33cfe1abfc7799ca03407a177ee4", "bar.html/tooltip shows column label.": "5e2642322aa336e51d555eb1a9217233", - "bar.html/tooltip shows proper column labels based on hover target.": "c96cc07d3963dff8ef231226638efe2b", - "bar.html/tooltip shows proper column labels based on hover target, pt2.": "ffd2c53bbd82ad8e9ab451f6f6085ebe", - "bar.html/tooltip shows pivot labels.": "a89c7d25688533de386b41e1a03c239c", + "bar.html/tooltip shows proper column labels based on hover target.": "6e2dc02d168620a80d1e2ccafcee7e0a", + "bar.html/tooltip shows proper column labels based on hover target, pt2.": "5ddb61429416307bcbae7ba583f357e1", + "bar.html/tooltip shows pivot labels.": "79f7c19660b15d690304e948b42f1ded", "scatter.html/tooltip shows proper column labels.": "efe51febbbe56d4a7147050c45a6673e", - "scatter.html/tooltip shows pivot labels.": "cfcf1aa879d7cc315b507d2e5d5f540c", + "scatter.html/tooltip shows pivot labels.": "d67c91737e904a43e08983f267419b8b", "line.html/tooltip shows proper column labels.": "9754ca4d31e51374b6d943669e979616", - "line.html/tooltip shows pivot labels.": "ef28cd5b4d790c67a47dafc8b976a726", + "line.html/tooltip shows pivot labels.": "9a9f767f68c326061841ea34e6a20fdb", "render_warning.html/render warning should not show under size limit.": "fbac6926fcc91ed2d40755b6ec21d9b4", - "render_warning.html/render warning should show above size limit.": "b53fd2275c79ccb63afe460ab4b0e786", - "render_warning.html/dismissing render warning should trigger render.": "964aea475f68e1757f817f7f6d9f0665", - "render_warning.html/selecting 'do not show again' should stop render warnings.": "964aea475f68e1757f817f7f6d9f0665", - "render_warning.html/underlying data updates should not trigger rerender if warning is visible.": "7bdf0c139100e9cd26e9731ddfa5879c" + "render_warning.html/render warning should show above size limit.": "6b6f46fd4075987564eee7df17652d3d", + "render_warning.html/dismissing render warning should trigger render.": "1338b4720cc3374d42fe4c75a9e3dc8b", + "render_warning.html/selecting 'do not show again' should stop render warnings.": "1338b4720cc3374d42fe4c75a9e3dc8b", + "render_warning.html/underlying data updates should not trigger rerender if warning is visible.": "e606e604c4ade6671319f8d049ee5a63" } \ No newline at end of file diff --git a/packages/perspective-viewer-hypergrid/package.json b/packages/perspective-viewer-hypergrid/package.json index 069cfc8174..da49f3b4f7 100644 --- a/packages/perspective-viewer-hypergrid/package.json +++ b/packages/perspective-viewer-hypergrid/package.json @@ -1,6 +1,6 @@ { "name": "@jpmorganchase/perspective-viewer-hypergrid", - "version": "0.2.10", + "version": "0.2.11", "description": "Perspective.js", "main": "src/js/hypergrid.js", "files": [ @@ -38,8 +38,8 @@ "author": "", "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", - "@jpmorganchase/perspective-viewer": "^0.2.10", + "@jpmorganchase/perspective": "^0.2.11", + "@jpmorganchase/perspective-viewer": "^0.2.11", "babel-polyfill": "^6.26.0", "babel-runtime": "^6.26.0", "datasaur-local": "3.0.0", diff --git a/packages/perspective-viewer-hypergrid/test/results/results.json b/packages/perspective-viewer-hypergrid/test/results/results.json index cfda9c5eb4..bd79f3f337 100644 --- a/packages/perspective-viewer-hypergrid/test/results/results.json +++ b/packages/perspective-viewer-hypergrid/test/results/results.json @@ -1,19 +1,19 @@ { - "regressions.html/regular updates": "2d9fb83eb16fd22e3dd92ed4f61d2744", + "regressions.html/regular updates": "14abd51c3cae1919119d9f88bfbc5cd3", "superstore.html/shows a grid without any settings applied.": "59ecbb591317976232b7dc078b79e164", - "superstore.html/pivots by a row.": "8a45c0b3a59197cdaf0b6b0837031ea7", - "superstore.html/pivots by two rows.": "1ada90ce36fc27a56a3ddc9a9bd5eb48", - "superstore.html/pivots by a row and a column.": "4d237b4e2bfbc43f56511c12aaef4d6f", - "superstore.html/pivots by two rows and two columns.": "18cd6ae17850bfa63e5be981ea0bdf13", - "superstore.html/sorts by a numeric column.": "5369e5c8b2807a48ce6a24df25c6a7ba", - "superstore.html/sorts by an alpha column.": "b757268627cb43de2997427c51b8c51d", - "superstore.html/displays visible columns.": "c18220c1ef3df5b58e40464e7a24aa2d", - "superstore.html/resets viewable area when the logical size expands.": "2f26c0a444eb534abe4a79e1860034e0", + "superstore.html/pivots by a row.": "0eab9174593f50e58b92ae047ea97068", + "superstore.html/pivots by two rows.": "5552a85a31321fe2495fc8aec3d457d9", + "superstore.html/pivots by a row and a column.": "404fd705b0145f4bbf31f7bd1bccebe6", + "superstore.html/pivots by two rows and two columns.": "8527820a72137b6c459a0e13a11a765d", + "superstore.html/sorts by a numeric column.": "3838ecb375fe4450079c1f54969d2239", + "superstore.html/sorts by an alpha column.": "0c65ce1fbb1035414fd98ca6bb26c493", + "superstore.html/displays visible columns.": "5dd292347e4a969425d8c2b216e802ae", + "superstore.html/resets viewable area when the logical size expands.": "a5d1bad309edf83ceef190dd19d867ec", "superstore.html/resets viewable area when the physical size expands.": "59ecbb591317976232b7dc078b79e164", - "superstore.html/sorts by a hidden column.": "2258b0f435bdd12418befe543f97ee55", - "superstore.html/filters by a numeric column.": "acab16646f2a7198610ad906412d43d5", - "superstore.html/pivots by a column.": "fb5e1247513754c9bbf206f002c3b0a3", + "superstore.html/sorts by a hidden column.": "042756bbc39aeb729bc4108cde465ec8", + "superstore.html/filters by a numeric column.": "a100080f91cae951339cf5b956b5c2cc", + "superstore.html/pivots by a column.": "523c39ab27ca610b5ed179cbe742ec5b", "superstore.html/collapses to depth smaller than viewport": "bdd25c1c40781478bd040d5816b887a6", - "regressions.html/saving a computed column does not interrupt update rendering": "6f6bfce96b1120c67bf6145b00225c9e", - "empty.html/empty grids do not explode": "77797cda77c9ab250d4c84e7ca44188a" + "regressions.html/saving a computed column does not interrupt update rendering": "da13afb4284b9c3da21ed57c6ba69301", + "empty.html/empty grids do not explode": "423ca653bbcbc21a28029c149a37b8ec" } \ No newline at end of file diff --git a/packages/perspective-viewer/package.json b/packages/perspective-viewer/package.json index 0e16104f33..a392be0928 100644 --- a/packages/perspective-viewer/package.json +++ b/packages/perspective-viewer/package.json @@ -1,6 +1,6 @@ { "name": "@jpmorganchase/perspective-viewer", - "version": "0.2.10", + "version": "0.2.11", "description": "Perspective.js", "main": "src/js/viewer.js", "files": [ @@ -42,7 +42,7 @@ "author": "", "license": "Apache-2.0", "dependencies": { - "@jpmorganchase/perspective": "^0.2.10", + "@jpmorganchase/perspective": "^0.2.11", "@webcomponents/shadycss": "^1.5.2", "@webcomponents/webcomponentsjs": "~2.0.4", "awesomplete": "^1.1.2", diff --git a/packages/perspective-viewer/src/html/viewer.html b/packages/perspective-viewer/src/html/viewer.html index 02f04a8108..a367091338 100644 --- a/packages/perspective-viewer/src/html/viewer.html +++ b/packages/perspective-viewer/src/html/viewer.html @@ -42,7 +42,7 @@ - +
@@ -89,4 +89,4 @@
- \ No newline at end of file + diff --git a/packages/perspective-viewer/src/js/viewer.js b/packages/perspective-viewer/src/js/viewer.js index 653cd246ed..b5861602af 100755 --- a/packages/perspective-viewer/src/js/viewer.js +++ b/packages/perspective-viewer/src/js/viewer.js @@ -158,6 +158,7 @@ class PerspectiveViewer extends ActionElement { await this._debounce_update(); } this.dispatchEvent(new Event("perspective-config-update")); + this.dispatchEvent(new Event("perspective-computed-column-update")); })(); } diff --git a/packages/perspective-viewer/src/js/viewer/action_element.js b/packages/perspective-viewer/src/js/viewer/action_element.js index 52cc2c8ca2..d4df25e16c 100644 --- a/packages/perspective-viewer/src/js/viewer/action_element.js +++ b/packages/perspective-viewer/src/js/viewer/action_element.js @@ -23,20 +23,22 @@ export class ActionElement extends DomElement { this.shadowRoot.querySelector("#app").classList.remove("show_menu"); } - _toggle_config() { - if (this._show_config) { - this._side_panel.style.display = "none"; - this._top_panel.style.display = "none"; - this.removeAttribute("settings"); - } else { - this._side_panel.style.display = "flex"; - this._top_panel.style.display = "flex"; - this.setAttribute("settings", true); + _toggle_config(event) { + if (!event || event.button !== 2) { + if (this._show_config) { + this._side_panel.style.display = "none"; + this._top_panel.style.display = "none"; + this.removeAttribute("settings"); + } else { + this._side_panel.style.display = "flex"; + this._top_panel.style.display = "flex"; + this.setAttribute("settings", true); + } + this._show_config = !this._show_config; + this._plugin.resize.call(this, true); + this._hide_context_menu(); + this.dispatchEvent(new CustomEvent("perspective-toggle-settings", {detail: this._show_config})); } - this._show_config = !this._show_config; - this._plugin.resize.call(this, true); - this._hide_context_menu(); - this.dispatchEvent(new CustomEvent("perspective-toggle-settings", {detail: this._show_config})); } // UI action diff --git a/packages/perspective-viewer/test/results/results.json b/packages/perspective-viewer/test/results/results.json index 576f4c6774..45a000ba6e 100644 --- a/packages/perspective-viewer/test/results/results.json +++ b/packages/perspective-viewer/test/results/results.json @@ -1,34 +1,34 @@ { "superstore.html/shows a grid without any settings applied.": "a7c1a04d948ea5a3464fe1f5b3594eb2", - "superstore.html/pivots by a row.": "13dc52385d6f220ae614d15bfc5686ff", - "superstore.html/pivots by two rows.": "3d29c4feec345ad410e3569e0aa4ac2b", - "superstore.html/pivots by a row and a column.": "46eabbf2000d75e6db65447cb12a1835", - "superstore.html/pivots by two rows and two columns.": "fc636ea7fafd638e16a9dea900cd5694", - "superstore.html/sorts by a numeric column.": "0da3f5ca0b2872c1cf8134a62d21d315", - "superstore.html/sorts by an alpha column.": "90fddec3b50e5a3cae17b70cf93d6ea2", - "superstore.html/displays visible columns.": "05eeb81775484d26249dc6c80cb04fcb", - "superstore.html/sorts by a hidden column.": "2ae4ddc0f11da300383cd3bb2e247047", - "superstore.html/shows horizontal columns on small viewports.": "0b1b8977338c6d78536d21a05ae5827e", - "superstore.html/filters by a numeric column.": "cce0f951868a8ff7d87d5be4e81422ed", - "superstore.html/setting a valid column should set it as input.": "e93df8b85b75225f02fc2ca6b1a789ba", - "superstore.html/setting multiple column parameters should set input.": "086a24c19d4469773a041e0167fd5c55", - "superstore.html/computations should clear input column.": "733ff9d6e14a5abf96311137db343747", - "superstore.html/saving a computed column should add it to inactive columns.": "e0efc884189a351ddb5e36d87c78c868", + "superstore.html/pivots by a row.": "a6fa692eb3156a729986a8a18cb1fb69", + "superstore.html/pivots by two rows.": "a39544a256d8416be27fbf84ae9c80f4", + "superstore.html/pivots by a row and a column.": "ea5ba34f8f27911c95b973a77439f650", + "superstore.html/pivots by two rows and two columns.": "037916e314cfba5e6816dfc8238bd16b", + "superstore.html/sorts by a numeric column.": "5a84a3ad927dbdc476792549e1a88666", + "superstore.html/sorts by an alpha column.": "fb1873547a49602299fe23f69d23bc0f", + "superstore.html/displays visible columns.": "434b9162e33a2f62875b0626411ace66", + "superstore.html/sorts by a hidden column.": "ca760f2a4466aa45e8b9df540e2e1e91", + "superstore.html/shows horizontal columns on small viewports.": "a50a23c475f13f14c5c012029c942dcb", + "superstore.html/filters by a numeric column.": "52960a51ac22eb6517b5753d26c90c27", + "superstore.html/setting a valid column should set it as input.": "5bf33b9037b469967a42185de9f5ed74", + "superstore.html/setting multiple column parameters should set input.": "fbe3a0cf25e2f8e4f2df7bc65893ae8f", + "superstore.html/computations should clear input column.": "f11b28caade62a45907f3514398cdf91", + "superstore.html/saving a computed column should add it to inactive columns.": "f24f43af3bf3427df8abb670da893cef", "superstore.html/aggregates by computed column.": "debc5a864c4dedf25a25eed7fb3b8ee6", - "superstore.html/pivots by computed column.": "6522606fe66c2a8948ece023fb415354", - "superstore.html/computed column aggregates should persist.": "5247845a44d3629472fbe4a1fc984a29", - "superstore.html/sorts by computed column.": "8a78161339f777384292557109ef5e66", - "superstore.html/filters by computed column.": "ccb0d82fcc02e56782fbbfc9b15c0762", - "blank.html/Handles reloading with a schema.": "b49d7dc76575e3e7d5814bf5cd7a2e88", - "superstore.html/pivots by a column.": "fff4a8ca5b2bf809711f39549298e27e", - "superstore.html/click on add computed column button opens the UI.": "def086bfaef8cb8b211970a3b5392554", - "superstore.html/click on close button closes the UI.": "534ea8c090373e6b8aeec01306a09ae4", + "superstore.html/pivots by computed column.": "4919ceba373fda7b991490b21e344774", + "superstore.html/computed column aggregates should persist.": "804d4e6b811e73595a0bcd988363b61f", + "superstore.html/sorts by computed column.": "aa164826b1d9c45157a844a65fa05acf", + "superstore.html/filters by computed column.": "6ad46d7d342f2abec76bb2d67c5dcbc8", + "blank.html/Handles reloading with a schema.": "0cb5d577e2a2ca44eb4fff836fbb466a", + "superstore.html/pivots by a column.": "065bea781c80dca14d179283c06744f0", + "superstore.html/click on add computed column button opens the UI.": "a26ce038cea02a8e3e53b7e0b74a204d", + "superstore.html/click on close button closes the UI.": "ece0f0752ed467bfcb7cccffde6920ef", "superstore.html/saving without parameters should show an error message.": "e6eda7825f6443708c1289d2ef3c6a8c", - "superstore.html/doesn't leak tables.": "85b81ebf58de9d1d3cf667c2bdf9999c", - "superstore.html/doesn't leak elements.": "85b81ebf58de9d1d3cf667c2bdf9999c", - "superstore.html/doesn't leak views when setting row pivots.": "2c416998c8c8263eea80c4106060858b", - "superstore.html/doesn't leak views when setting filters.": "ffd17c47e20a2af2c0a9d8a799c7506c", - "superstore.html/adds computed column via attribute": "f78b106d1a4c6ab6ca02e79869ee5ae9", - "superstore.html/saving without parameters should fail as button is disabled.": "def086bfaef8cb8b211970a3b5392554", - "superstore.html/saving a duplicate column should fail with error message.": "85b8669a4c9ba186ea914030c6b86a82" + "superstore.html/doesn't leak tables.": "fef0b29a3c2b79d9e8e73f5642d8d3d2", + "superstore.html/doesn't leak elements.": "fef0b29a3c2b79d9e8e73f5642d8d3d2", + "superstore.html/doesn't leak views when setting row pivots.": "d84a2c85762b956c48ee0bc3db04234c", + "superstore.html/doesn't leak views when setting filters.": "0516bfcff10dd15dca9c7d2e4923ab10", + "superstore.html/adds computed column via attribute": "96016d19e8c94accc24f0d613bdbbab1", + "superstore.html/saving without parameters should fail as button is disabled.": "a26ce038cea02a8e3e53b7e0b74a204d", + "superstore.html/saving a duplicate column should fail with error message.": "9d74a59806ad8ec4ab1bcef7c3c94b68" } \ No newline at end of file diff --git a/packages/perspective/bench/config/benchmark.config.js b/packages/perspective/bench/config/benchmark.config.js deleted file mode 100644 index a512066a11..0000000000 --- a/packages/perspective/bench/config/benchmark.config.js +++ /dev/null @@ -1,18 +0,0 @@ -const path = require('path'); -const common = require('../../src/config/common.config.js'); - -module.exports = Object.assign({}, common({no_minify: true}), { - entry: './bench/js/benchmark.js', - target: "node", - externals: [/^([a-z0-9]|\@(?!apache\-arrow)).*?(?!wasm)$/g], - node: { - __dirname: false, - __filename: false - }, - output: { - filename: 'benchmark.js', - path: path.resolve(__dirname, '../../build'), - libraryTarget: "umd" - } -}); - diff --git a/packages/perspective/bench/config/report.config.js b/packages/perspective/bench/config/report.config.js deleted file mode 100644 index 4e29bc6296..0000000000 --- a/packages/perspective/bench/config/report.config.js +++ /dev/null @@ -1,10 +0,0 @@ -const path = require('path'); -const common = require('../../src/config/common.config.js'); - -module.exports = Object.assign({}, common(), { - entry: './bench/js/report.js', - output: { - filename: 'report.js', - path: path.resolve(__dirname, '../../build') - } -}); \ No newline at end of file diff --git a/packages/perspective/bench/csv/flight_small.csv b/packages/perspective/bench/csv/flight_small.csv deleted file mode 100644 index 707553560c..0000000000 --- a/packages/perspective/bench/csv/flight_small.csv +++ /dev/null @@ -1,10000 +0,0 @@ -Year,Month,DayofMonth,DayOfWeek,DepTime,CRSDepTime,ArrTime,CRSArrTime,UniqueCarrier,FlightNum,TailNum,ActualElapsedTime,CRSElapsedTime,AirTime,ArrDelay,DepDelay,Origin,Dest,Distance,TaxiIn,TaxiOut,Cancelled,CancellationCode,Diverted,CarrierDelay,WeatherDelay,NASDelay,SecurityDelay,LateAircraftDelay -2001,1,17,3,1806,1810,1931,1934,US,375,N700,85,84,60,-3,-4,BWI,CLT,361,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1805,1810,1938,1934,US,375,N713,93,84,64,4,-5,BWI,CLT,361,9,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1821,1810,1957,1934,US,375,N702,96,84,80,23,11,BWI,CLT,361,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1807,1810,1944,1934,US,375,N701,97,84,66,10,-3,BWI,CLT,361,4,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1810,1810,1954,1934,US,375,N768,104,84,62,20,0,BWI,CLT,361,4,38,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1807,1810,1931,1934,US,375,N722,84,84,61,-3,-3,BWI,CLT,361,12,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1802,1810,1924,1934,US,375,N732,82,84,61,-10,-8,BWI,CLT,361,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1804,1810,1922,1934,US,375,N737,78,84,60,-12,-6,BWI,CLT,361,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1812,1810,1925,1934,US,375,N767,73,84,52,-9,2,BWI,CLT,361,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1812,1810,1933,1934,US,375,N706,81,84,62,-1,2,BWI,CLT,361,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1812,1810,1928,1934,US,375,N767,76,84,62,-6,2,BWI,CLT,361,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1804,1810,1934,1934,US,375,N723,90,84,55,0,-6,BWI,CLT,361,24,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1802,1810,1922,1934,US,375,N741,80,84,60,-12,-8,BWI,CLT,361,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1807,1810,1927,1934,US,375,N720,80,84,61,-7,-3,BWI,CLT,361,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1805,1810,1924,1934,US,375,N769,79,84,63,-10,-5,BWI,CLT,361,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1000,940,1112,1054,US,376,N300A,72,74,53,18,20,PHL,MHT,290,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1120,940,1230,1054,US,376,N375,70,74,54,96,100,PHL,MHT,290,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,941,940,1050,1054,US,376,N335,69,74,55,-4,1,PHL,MHT,290,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,938,940,1045,1054,US,376,N387,67,74,53,-9,-2,PHL,MHT,290,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,933,940,1037,1054,US,376,N591,64,74,50,-17,-7,PHL,MHT,290,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,NA,940,NA,1054,US,376,NKNO,NA,74,NA,NA,NA,PHL,MHT,290,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,944,940,1108,1054,US,376,N575,84,74,57,14,4,PHL,MHT,290,5,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,943,940,1100,1054,US,376,N504A,77,74,48,6,3,PHL,MHT,290,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,936,940,1053,1054,US,376,N514A,77,74,56,-1,-4,PHL,MHT,290,10,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,935,940,1052,1054,US,376,N336,77,74,55,-2,-5,PHL,MHT,290,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,936,940,1056,1054,US,376,N392,80,74,55,2,-4,PHL,MHT,290,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,957,940,1114,1054,US,376,N584,77,74,55,20,17,PHL,MHT,290,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,935,940,1042,1054,US,376,N339,67,74,55,-12,-5,PHL,MHT,290,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,940,940,1054,1054,US,376,N391,74,74,49,0,0,PHL,MHT,290,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,938,940,1122,1054,US,376,N373,104,74,75,28,-2,PHL,MHT,290,7,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1117,940,1221,1054,US,376,N521A,64,74,49,87,97,PHL,MHT,290,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,943,940,1102,1054,US,376,N354,79,74,50,8,3,PHL,MHT,290,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,936,940,1047,1054,US,376,N511A,71,74,49,-7,-4,PHL,MHT,290,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,940,NA,1054,US,376,NKNO,NA,74,NA,NA,NA,PHL,MHT,290,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,957,940,1120,1054,US,376,N375,83,74,46,26,17,PHL,MHT,290,4,33,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,NA,940,NA,1054,US,376,NKNO,NA,74,NA,NA,NA,PHL,MHT,290,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,942,940,1055,1054,US,376,N446,73,74,51,1,2,PHL,MHT,290,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1007,940,1134,1054,US,376,N822,87,74,53,40,27,PHL,MHT,290,3,31,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,943,940,1056,1054,US,376,N342,73,74,52,2,3,PHL,MHT,290,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,934,940,1049,1054,US,376,N590,75,74,52,-5,-6,PHL,MHT,290,5,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,937,940,1046,1054,US,376,N375,69,74,54,-8,-3,PHL,MHT,290,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,937,940,1047,1054,US,376,N334,70,74,56,-7,-3,PHL,MHT,290,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,935,940,1044,1054,US,376,N371,69,74,55,-10,-5,PHL,MHT,290,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,938,940,1043,1054,US,376,N340,65,74,51,-11,-2,PHL,MHT,290,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,937,940,1102,1054,US,376,N523A,85,74,49,8,-3,PHL,MHT,290,5,31,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,941,940,1046,1054,US,376,N384,65,74,49,-8,1,PHL,MHT,290,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1237,1205,1424,1339,US,377,N528A,107,94,82,45,32,CLT,TPA,508,4,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1223,1205,1407,1339,US,377,N522A,104,94,82,28,18,CLT,TPA,508,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1243,1205,1414,1339,US,377,N522A,91,94,78,35,38,CLT,TPA,508,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1231,1205,1410,1339,US,377,N522A,99,94,69,31,26,CLT,TPA,508,6,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1212,1205,1347,1339,US,377,N373,95,94,78,8,7,CLT,TPA,508,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1206,1205,1340,1339,US,377,N394,94,94,74,1,1,CLT,TPA,508,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1207,1205,1344,1340,US,377,N804,97,95,80,4,2,CLT,TPA,508,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1216,1205,1403,1340,US,377,N823,107,95,88,23,11,CLT,TPA,508,2,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1201,1205,1346,1340,US,377,N830,105,95,85,6,-4,CLT,TPA,508,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1206,1205,1346,1340,US,377,N805,100,95,81,6,1,CLT,TPA,508,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1525,1205,1644,1340,US,377,N805,79,95,70,184,200,CLT,TPA,508,2,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1216,1205,1404,1340,US,377,N810,108,95,78,24,11,CLT,TPA,508,2,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1209,1205,1355,1340,US,377,N815,106,95,78,15,4,CLT,TPA,508,6,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1204,1205,1346,1340,US,377,N826,102,95,76,6,-1,CLT,TPA,508,4,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1251,1205,1415,1340,US,377,N805,84,95,73,35,46,CLT,TPA,508,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1312,1205,1446,1340,US,377,N828,94,95,76,66,67,CLT,TPA,508,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1313,1205,1437,1340,US,377,N814,84,95,73,57,68,CLT,TPA,508,2,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1219,1205,1405,1340,US,377,N809,106,95,79,25,14,CLT,TPA,508,4,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1217,1205,1403,1340,US,377,N824,106,95,88,23,12,CLT,TPA,508,2,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1202,1205,1353,1340,US,377,N829,111,95,94,13,-3,CLT,TPA,508,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1204,1205,1354,1340,US,377,N829,110,95,90,14,-1,CLT,TPA,508,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1214,1205,1412,1340,US,377,N811,118,95,89,32,9,CLT,TPA,508,3,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1202,1205,1331,1340,US,377,N814,89,95,70,-9,-3,CLT,TPA,508,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1201,1205,1340,1340,US,377,N800,99,95,75,0,-4,CLT,TPA,508,5,19,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,25,4,1046,1050,1137,1143,US,403,N351,51,53,35,-6,-4,CLT,ROA,155,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1047,1050,1149,1143,US,403,N515A,62,53,35,6,-3,CLT,ROA,155,9,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1047,1050,1139,1143,US,403,#NAME?,52,53,31,-4,-3,CLT,ROA,155,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1046,1050,1142,1143,US,403,N528A,56,53,33,-1,-4,CLT,ROA,155,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1117,1050,1209,1143,US,403,N385,52,53,32,26,27,CLT,ROA,155,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1046,1050,1132,1143,US,403,N337,46,53,34,-11,-4,CLT,ROA,155,2,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,NA,839,NA,1015,US,403,NKNO,NA,96,NA,NA,NA,DTW,CLT,500,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,838,839,1009,1015,US,403,N396,91,96,75,-6,-1,DTW,CLT,500,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,855,839,1021,1015,US,403,N586,86,96,72,6,16,DTW,CLT,500,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,850,839,1013,1015,US,403,N335,83,96,67,-2,11,DTW,CLT,500,5,11,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,7,7,1356,1400,1443,1459,US,419,N518A,47,59,36,-16,-4,PIT,AVP,243,2,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1355,1400,1453,1459,US,419,N584,58,59,44,-6,-5,PIT,AVP,243,2,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1402,1400,1459,1459,US,419,N349,57,59,42,0,2,PIT,AVP,243,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1411,1400,1505,1459,US,419,N589,54,59,39,6,11,PIT,AVP,243,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1355,1400,1443,1459,US,419,N529A,48,59,37,-16,-5,PIT,AVP,243,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1356,1400,1449,1459,US,419,N588,53,59,40,-10,-4,PIT,AVP,243,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1357,1400,1446,1459,US,419,N576,49,59,38,-13,-3,PIT,AVP,243,2,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1356,1400,1451,1459,US,419,N586,55,59,42,-8,-4,PIT,AVP,243,2,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1356,1400,1447,1459,US,419,N512A,51,59,38,-12,-4,PIT,AVP,243,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1355,1400,1444,1459,US,419,N335,49,59,39,-15,-5,PIT,AVP,243,2,8,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,27,6,1412,1400,1514,1459,US,419,N526A,62,59,43,15,12,PIT,AVP,243,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1356,1400,1446,1459,US,419,N397,50,59,38,-13,-4,PIT,AVP,243,2,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1356,1400,1446,1459,US,419,N528A,50,59,37,-13,-4,PIT,AVP,243,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1359,1400,1451,1459,US,419,N385,52,59,37,-8,-1,PIT,AVP,243,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1400,1400,1451,1459,US,419,N394,51,59,37,-8,0,PIT,AVP,243,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1455,1455,1656,1706,US,421,N894,61,71,45,-10,0,BHM,CLT,351,10,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1457,1455,1657,1706,US,421,N852,60,71,51,-9,2,BHM,CLT,351,3,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1455,1455,1702,1706,US,421,N868,67,71,54,-4,0,BHM,CLT,351,6,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1453,1455,1700,1706,US,421,N897,67,71,53,-6,-2,BHM,CLT,351,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1504,1455,1719,1706,US,421,N890,75,71,56,13,9,BHM,CLT,351,10,9,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,16,2,1447,1455,1701,1706,US,421,N866,74,71,53,-5,-8,BHM,CLT,351,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1452,1455,1710,1706,US,421,N890,78,71,58,4,-3,BHM,CLT,351,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1453,1455,1711,1706,US,421,N888A,78,71,60,5,-2,BHM,CLT,351,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1634,1455,1852,1706,US,421,N887,78,71,58,106,99,BHM,CLT,351,9,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1448,1455,1702,1706,US,421,N867,74,71,50,-4,-7,BHM,CLT,351,18,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1448,1455,1702,1706,US,421,N850,74,71,53,-4,-7,BHM,CLT,351,14,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1450,1455,1715,1706,US,421,N898,85,71,56,9,-5,BHM,CLT,351,17,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1452,1455,1700,1706,US,421,N866,68,71,53,-6,-3,BHM,CLT,351,7,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1454,1455,1712,1706,US,421,N898,78,71,55,6,-1,BHM,CLT,351,14,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1454,1455,1702,1706,US,421,N868,68,71,55,-4,-1,BHM,CLT,351,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1549,1455,1755,1706,US,421,N882,66,71,55,49,54,BHM,CLT,351,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1457,1455,1715,1706,US,421,N894,78,71,51,9,2,BHM,CLT,351,19,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1449,1455,1657,1706,US,421,N894,68,71,53,-9,-6,BHM,CLT,351,7,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1449,1455,1659,1706,US,421,N886,70,71,50,-7,-6,BHM,CLT,351,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1452,1455,1701,1706,US,421,N893,69,71,51,-5,-3,BHM,CLT,351,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1449,1455,1658,1706,US,421,N866,69,71,52,-8,-6,BHM,CLT,351,12,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1746,1741,1818,1821,US,421,N894,32,40,22,-3,5,CLT,GSO,83,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1739,1741,1818,1821,US,421,N852,39,40,24,-3,-2,CLT,GSO,83,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1737,1741,1822,1821,US,421,N868,45,40,27,1,-4,CLT,GSO,83,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1823,1741,1900,1821,US,421,N889,37,40,19,39,42,CLT,GSO,83,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1756,1741,1842,1821,US,421,N890,46,40,25,21,15,CLT,GSO,83,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1747,1741,1824,1821,US,421,N884,37,40,22,3,6,CLT,GSO,83,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1831,1741,1904,1821,US,421,N868,33,40,22,43,50,CLT,GSO,83,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1742,1741,1824,1821,US,421,N894,42,40,20,3,1,CLT,GSO,83,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1736,1741,1823,1821,US,421,N893,47,40,25,2,-5,CLT,GSO,83,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1742,1741,1825,1821,US,421,N896,43,40,23,4,1,CLT,GSO,83,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1738,1741,1818,1821,US,421,N880,40,40,26,-3,-3,CLT,GSO,83,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1751,1741,1833,1821,US,421,N864,42,40,23,12,10,CLT,GSO,83,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1738,1741,1811,1821,US,421,N852,33,40,18,-10,-3,CLT,GSO,83,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1736,1741,1813,1821,US,421,N899,37,40,27,-8,-5,CLT,GSO,83,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1757,1741,1836,1821,US,421,N898,39,40,26,15,16,CLT,GSO,83,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1739,1741,1814,1821,US,421,N866,35,40,18,-7,-2,CLT,GSO,83,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1750,1741,1827,1821,US,421,N890,37,40,23,6,9,CLT,GSO,83,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1746,1741,1831,1821,US,421,N888A,45,40,26,10,5,CLT,GSO,83,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1931,1741,2025,1821,US,421,N887,54,40,25,124,110,CLT,GSO,83,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1736,1741,1807,1821,US,421,N867,31,40,19,-14,-5,CLT,GSO,83,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1738,1741,1812,1821,US,421,N850,34,40,21,-9,-3,CLT,GSO,83,2,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1745,1741,1831,1821,US,421,N898,46,40,20,10,4,CLT,GSO,83,3,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1739,1741,1809,1821,US,421,N866,30,40,19,-12,-2,CLT,GSO,83,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1746,1741,1821,1821,US,421,N898,35,40,23,0,5,CLT,GSO,83,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1740,1741,1824,1821,US,421,N868,44,40,22,3,-1,CLT,GSO,83,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1836,1741,1913,1821,US,421,N882,37,40,22,52,55,CLT,GSO,83,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1745,1741,1822,1821,US,421,N865,37,40,21,1,4,CLT,GSO,83,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1737,1741,1813,1821,US,421,N894,36,40,25,-8,-4,CLT,GSO,83,2,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1737,1741,1815,1821,US,421,N886,38,40,26,-6,-4,CLT,GSO,83,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1737,1741,1819,1821,US,421,N893,42,40,23,-2,-4,CLT,GSO,83,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1737,1741,1811,1821,US,421,N866,34,40,23,-10,-4,CLT,GSO,83,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,808,810,934,926,US,423,N738,86,76,54,8,-2,CLT,JAX,329,3,29,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,809,810,922,926,US,423,N733,73,76,52,-4,-1,CLT,JAX,329,3,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,815,810,932,926,US,423,N733,77,76,49,6,5,CLT,JAX,329,4,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,807,810,918,926,US,423,N701,71,76,49,-8,-3,CLT,JAX,329,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,810,810,929,926,US,423,N705,79,76,53,3,0,CLT,JAX,329,4,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,808,810,920,926,US,423,N725,72,76,45,-6,-2,CLT,JAX,329,4,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,807,810,914,926,US,423,N743,67,76,49,-12,-3,CLT,JAX,329,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,813,810,932,926,US,423,N732,79,76,53,6,3,CLT,JAX,329,4,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,815,810,935,926,US,423,N770,80,76,53,9,5,CLT,JAX,329,3,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,808,810,928,926,US,423,N763,80,76,51,2,-2,CLT,JAX,329,3,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,805,810,910,926,US,423,N739,65,76,47,-16,-5,CLT,JAX,329,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,806,810,931,926,US,423,N766,85,76,49,5,-4,CLT,JAX,329,2,34,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,807,810,924,926,US,423,N718,77,76,50,-2,-3,CLT,JAX,329,5,22,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,29,1,818,823,1001,1009,US,429,N778A,103,106,84,-8,-5,BUF,CLT,546,8,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,818,823,1017,1009,US,429,N431,119,106,101,8,-5,BUF,CLT,546,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,821,823,1008,1009,US,429,N444,107,106,91,-1,-2,BUF,CLT,546,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1054,1055,1112,1120,US,429,N443,78,85,62,-8,-1,CLT,BNA,329,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1124,1055,1157,1120,US,429,N441,93,85,68,37,29,CLT,BNA,329,11,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1056,1055,1105,1120,US,429,N420,69,85,56,-15,1,CLT,BNA,329,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1055,1055,1109,1120,US,429,N440,74,85,57,-11,0,CLT,BNA,329,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1057,1055,1129,1120,US,429,N427,92,85,69,9,2,CLT,BNA,329,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1049,1055,1105,1120,US,429,N405,76,85,58,-15,-6,CLT,BNA,329,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1052,1055,1110,1120,US,429,N448,78,85,58,-10,-3,CLT,BNA,329,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1110,1055,1134,1120,US,429,N424,84,85,62,14,15,CLT,BNA,329,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1101,1055,1116,1120,US,429,N438,75,85,57,-4,6,CLT,BNA,329,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1053,1055,1118,1120,US,429,N785A,85,85,57,-2,-2,CLT,BNA,329,5,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1054,1055,1111,1120,US,429,N440,77,85,58,-9,-1,CLT,BNA,329,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1053,1055,1115,1120,US,429,N439,82,85,59,-5,-2,CLT,BNA,329,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1054,1055,1115,1120,US,429,N415,81,85,60,-5,-1,CLT,BNA,329,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1103,1055,1125,1120,US,429,N409,82,85,62,5,8,CLT,BNA,329,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1105,1055,1134,1120,US,429,N443,89,85,65,14,10,CLT,BNA,329,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1058,1055,1120,1120,US,429,N425,82,85,60,0,3,CLT,BNA,329,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1052,1055,1110,1120,US,429,N437,78,85,62,-10,-3,CLT,BNA,329,3,13,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,28,7,1055,1055,1116,1120,US,429,N778A,81,85,58,-4,0,CLT,BNA,329,3,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1053,1055,1112,1120,US,429,N778A,79,85,56,-8,-2,CLT,BNA,329,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1054,1055,1123,1120,US,429,N431,89,85,67,3,-1,CLT,BNA,329,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1055,1055,1119,1120,US,429,N444,84,85,65,-1,0,CLT,BNA,329,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1756,1755,1956,2006,US,430,N882,60,71,49,-10,1,BHM,CLT,351,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1754,1755,2005,2006,US,430,N850,71,71,53,-1,-1,BHM,CLT,351,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1752,1755,2011,2006,US,430,N857,79,71,62,5,-3,BHM,CLT,351,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1750,1755,2006,2006,US,430,N895,76,71,58,0,-5,BHM,CLT,351,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1858,1755,2102,2006,US,430,N883,64,71,54,56,63,BHM,CLT,351,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1803,1755,2003,2006,US,430,N885,60,71,49,-3,8,BHM,CLT,351,5,6,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,17,3,1240,1245,1405,1412,US,437,N829,85,87,65,-7,-5,BOS,PHL,280,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1310,1245,1434,1412,US,437,N808,84,87,68,22,25,BOS,PHL,280,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,1245,NA,1412,US,437,NKNO,NA,87,NA,NA,NA,BOS,PHL,280,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1241,1245,1439,1412,US,437,N808,118,87,104,27,-4,BOS,PHL,280,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,NA,1245,NA,1412,US,437,NKNO,NA,87,NA,NA,NA,BOS,PHL,280,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1241,1245,1402,1412,US,437,N810,81,87,59,-10,-4,BOS,PHL,280,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,NA,1245,NA,1412,US,437,NKNO,NA,87,NA,NA,NA,BOS,PHL,280,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1241,1245,1403,1412,US,437,N804,82,87,61,-9,-4,BOS,PHL,280,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1239,1245,1354,1412,US,437,N824,75,87,56,-18,-6,BOS,PHL,280,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1238,1245,1410,1412,US,437,N813,92,87,56,-2,-7,BOS,PHL,280,14,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1240,1245,1403,1412,US,437,N817,83,87,66,-9,-5,BOS,PHL,280,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1237,1245,1408,1412,US,437,N804,91,87,66,-4,-8,BOS,PHL,280,4,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1241,1245,1400,1412,US,437,N820,79,87,58,-12,-4,BOS,PHL,280,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1239,1245,1500,1412,US,437,N828,141,87,108,48,-6,BOS,PHL,280,8,25,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1242,1245,1412,1412,US,437,N815,90,87,71,0,-3,BOS,PHL,280,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1758,1745,1849,1837,US,437,N813,51,52,32,12,13,CLT,CHS,168,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1742,1745,1845,1837,US,437,N819,63,52,37,8,-3,CLT,CHS,168,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1739,1745,1826,1837,US,437,N808,47,52,29,-11,-6,CLT,CHS,168,2,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1903,1745,2000,1837,US,437,N808,57,52,31,83,78,CLT,CHS,168,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1913,1745,1954,1837,US,437,N826,41,52,25,77,88,CLT,CHS,168,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1743,1745,1838,1837,US,437,N826,55,52,29,1,-2,CLT,CHS,168,12,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1744,1745,1835,1837,US,437,N805,51,52,30,-2,-1,CLT,CHS,168,4,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1742,1745,1843,1837,US,437,N810,61,52,37,6,-3,CLT,CHS,168,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1739,1745,1834,1837,US,437,N813,55,52,29,-3,-6,CLT,CHS,168,7,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1742,1745,1840,1837,US,437,N806,58,52,32,3,-3,CLT,CHS,168,7,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1741,1745,1825,1837,US,437,N823,44,52,29,-12,-4,CLT,CHS,168,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1909,1745,2013,1837,US,437,N817,64,52,37,96,84,CLT,CHS,168,9,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1854,1745,1939,1837,US,437,N803,45,52,28,62,69,CLT,CHS,168,3,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1748,1745,1842,1837,US,437,N806,54,52,36,5,3,CLT,CHS,168,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1741,1745,1826,1837,US,437,N816,45,52,28,-11,-4,CLT,CHS,168,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1905,1745,2003,1837,US,437,N814,58,52,34,86,80,CLT,CHS,168,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1809,1745,1858,1837,US,437,N559A,49,52,32,21,24,CLT,CHS,168,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1751,1745,1831,1837,US,437,N808,40,52,28,-6,6,CLT,CHS,168,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1819,1745,1907,1837,US,437,N828,48,52,32,30,34,CLT,CHS,168,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,NA,1745,NA,1837,US,437,NKNO,NA,52,NA,NA,NA,CLT,CHS,168,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1848,1745,1938,1837,US,437,N828,50,52,30,61,63,CLT,CHS,168,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1741,1745,1856,1837,US,437,N810,75,52,36,19,-4,CLT,CHS,168,6,33,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1750,1745,1838,1837,US,437,N801,48,52,33,1,5,CLT,CHS,168,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1743,1745,1830,1837,US,437,N804,47,52,29,-7,-2,CLT,CHS,168,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1947,1745,2046,1837,US,437,N828,59,52,33,129,122,CLT,CHS,168,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1742,1745,1823,1837,US,437,N814,41,52,27,-14,-3,CLT,CHS,168,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1739,1745,1827,1837,US,437,N817,48,52,30,-10,-6,CLT,CHS,168,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1742,1745,1824,1837,US,437,N804,42,52,26,-13,-3,CLT,CHS,168,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1742,1745,1826,1837,US,437,N820,44,52,29,-11,-3,CLT,CHS,168,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1752,1745,1842,1837,US,437,N828,50,52,28,5,7,CLT,CHS,168,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1850,1745,1936,1837,US,437,N821,46,52,28,59,65,CLT,CHS,168,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1531,1520,1706,1659,US,437,N813,95,99,77,7,11,PHL,CLT,448,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1520,1520,1657,1659,US,437,N819,97,99,68,-2,0,PHL,CLT,448,16,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1520,1520,1703,1659,US,437,N808,103,99,69,4,0,PHL,CLT,448,6,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1718,1520,1839,1659,US,437,N819,81,99,69,100,118,PHL,CLT,448,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1650,1520,1842,1659,US,437,N826,112,99,69,103,90,PHL,CLT,448,11,32,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1525,1520,1647,1659,US,437,N826,82,99,68,-12,5,PHL,CLT,448,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1519,1520,1710,1659,US,437,N805,111,99,72,11,-1,PHL,CLT,448,28,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1516,1520,1705,1659,US,437,N810,109,99,88,6,-4,PHL,CLT,448,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1515,1520,1655,1659,US,437,N813,100,99,67,-4,-5,PHL,CLT,448,16,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1524,1520,1657,1659,US,437,N806,93,99,70,-2,4,PHL,CLT,448,16,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1515,1520,1653,1659,US,437,N823,98,99,71,-6,-5,PHL,CLT,448,10,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1516,1520,1650,1659,US,437,N811,94,99,70,-9,-4,PHL,CLT,448,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1531,1520,1701,1659,US,437,N829,90,99,68,2,11,PHL,CLT,448,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1520,1520,1715,1659,US,437,N806,115,99,73,16,0,PHL,CLT,448,33,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1517,1520,1658,1659,US,437,N816,101,99,77,-1,-3,PHL,CLT,448,10,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1519,1520,1700,1659,US,437,N819,101,99,79,1,-1,PHL,CLT,448,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1512,1520,1704,1659,US,437,N829,112,99,80,5,-8,PHL,CLT,448,16,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1522,1520,1714,1659,US,437,N808,112,99,85,15,2,PHL,CLT,448,5,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1526,1520,1742,1659,US,437,N828,136,99,88,43,6,PHL,CLT,448,5,43,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1517,1520,1708,1659,US,437,N808,111,99,92,9,-3,PHL,CLT,448,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1637,1520,1812,1659,US,437,N828,95,99,75,73,77,PHL,CLT,448,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1519,1520,1653,1659,US,437,N810,94,99,76,-6,-1,PHL,CLT,448,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1547,1520,1718,1659,US,437,N801,91,99,71,19,27,PHL,CLT,448,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1514,1520,1703,1659,US,437,N804,109,99,72,4,-6,PHL,CLT,448,6,31,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,27,6,1705,1710,1755,1758,US,455,N885,50,48,35,-3,-5,RDU,CLT,130,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1703,1710,1744,1758,US,455,N724,41,48,28,-14,-7,RDU,CLT,130,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1705,1710,1746,1758,US,455,N887,41,48,28,-12,-5,RDU,CLT,130,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1705,1710,1756,1758,US,455,N898,51,48,36,-2,-5,RDU,CLT,130,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1703,1710,1745,1758,US,455,N861,42,48,30,-13,-7,RDU,CLT,130,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1139,1140,1255,1300,US,457,N395,76,80,59,-5,-1,PIT,SDF,335,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1137,1140,1248,1300,US,457,N341,71,80,53,-12,-3,PIT,SDF,335,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1146,1140,1320,1300,US,457,N533A,94,80,64,20,6,PIT,SDF,335,10,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1137,1140,1259,1300,US,457,N395,82,80,57,-1,-3,PIT,SDF,335,4,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1139,1140,1322,1300,US,457,N394,103,80,56,22,-1,PIT,SDF,335,4,43,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1148,1140,1308,1300,US,457,N371,80,80,56,8,8,PIT,SDF,335,5,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1137,1140,1256,1303,US,457,N530A,79,83,60,-7,-3,PIT,SDF,335,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1140,1140,1317,1303,US,457,N559A,97,83,60,14,0,PIT,SDF,335,3,34,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1135,1140,1248,1303,US,457,N350,73,83,53,-15,-5,PIT,SDF,335,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1136,1140,1252,1303,US,457,N384,76,83,56,-11,-4,PIT,SDF,335,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1140,1140,1253,1303,US,457,N507A,73,83,56,-10,0,PIT,SDF,335,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1148,1140,1304,1303,US,457,N384,76,83,54,1,8,PIT,SDF,335,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1137,1140,1257,1303,US,457,N521A,80,83,56,-6,-3,PIT,SDF,335,9,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1135,1140,1310,1303,US,457,N376,95,83,67,7,-5,PIT,SDF,335,8,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1135,1140,1304,1303,US,457,N590,89,83,67,1,-5,PIT,SDF,335,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1137,1140,1303,1303,US,457,N532A,86,83,63,0,-3,PIT,SDF,335,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1137,1140,1319,1303,US,457,N371,102,83,65,16,-3,PIT,SDF,335,8,29,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1136,1140,1258,1303,US,457,N374,82,83,61,-5,-4,PIT,SDF,335,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1139,1140,1319,1303,US,457,N384,100,83,72,16,-1,PIT,SDF,335,4,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1136,1140,1257,1303,US,457,N376,81,83,65,-6,-4,PIT,SDF,335,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1142,1140,1300,1303,US,457,N346,78,83,56,-3,2,PIT,SDF,335,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1136,1140,1249,1303,US,457,N528A,73,83,55,-14,-4,PIT,SDF,335,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1140,1140,1257,1303,US,457,N526A,77,83,57,-6,0,PIT,SDF,335,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1137,1140,1257,1303,US,457,N526A,80,83,59,-6,-3,PIT,SDF,335,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1139,1140,1250,1303,US,457,N587,71,83,50,-13,-1,PIT,SDF,335,4,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1137,1140,1307,1303,US,457,N589,90,83,66,4,-3,PIT,SDF,335,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1137,1140,1301,1303,US,457,N394,84,83,61,-2,-3,PIT,SDF,335,6,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1137,1140,1257,1303,US,457,N525A,80,83,60,-6,-3,PIT,SDF,335,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1201,1140,1328,1303,US,457,N385,87,83,61,25,21,PIT,SDF,335,8,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1135,1140,1310,1303,US,457,N592,95,83,70,7,-5,PIT,SDF,335,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1139,1140,1315,1303,US,457,N512A,96,83,70,12,-1,PIT,SDF,335,7,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,932,933,1041,1055,US,457,N395,69,82,55,-14,-1,RDU,PIT,328,7,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,933,933,1047,1055,US,457,N341,74,82,58,-8,0,RDU,PIT,328,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,935,933,1057,1055,US,457,N391,82,82,63,2,2,RDU,PIT,328,9,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,928,933,1048,1055,US,457,N395,80,82,66,-7,-5,RDU,PIT,328,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,926,933,1100,1055,US,457,N394,94,82,65,5,-7,RDU,PIT,328,15,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,928,933,1110,1055,US,457,N514A,102,82,82,15,-5,RDU,PIT,328,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,928,933,1047,1055,US,457,N530A,79,82,62,-8,-5,RDU,PIT,328,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,927,933,1048,1055,US,457,N559A,81,82,65,-7,-6,RDU,PIT,328,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,930,933,1051,1055,US,457,N350,81,82,63,-4,-3,RDU,PIT,328,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,929,933,1100,1055,US,457,N384,91,82,79,5,-4,RDU,PIT,328,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,928,933,1045,1055,US,457,N383,77,82,62,-10,-5,RDU,PIT,328,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,NA,933,NA,1055,US,457,NKNO,NA,82,NA,NA,NA,RDU,PIT,328,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,928,933,1052,1055,US,457,N353,84,82,61,-3,-5,RDU,PIT,328,9,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,927,933,1036,1055,US,457,N334,69,82,57,-19,-6,RDU,PIT,328,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,933,933,1043,1055,US,457,N590,70,82,54,-12,0,RDU,PIT,328,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,926,933,1045,1055,US,457,N586,79,82,66,-10,-7,RDU,PIT,328,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,927,933,1044,1055,US,457,N371,77,82,60,-11,-6,RDU,PIT,328,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,926,933,1042,1055,US,457,N374,76,82,58,-13,-7,RDU,PIT,328,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,933,NA,1055,US,457,NKNO,NA,82,NA,NA,NA,RDU,PIT,328,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,926,933,1038,1055,US,457,N526A,72,82,57,-17,-7,RDU,PIT,328,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,930,933,1038,1055,US,457,N346,68,82,59,-17,-3,RDU,PIT,328,3,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,927,933,1043,1055,US,457,N528A,76,82,60,-12,-6,RDU,PIT,328,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,937,933,1104,1055,US,457,N526A,87,82,66,9,4,RDU,PIT,328,7,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,946,933,1102,1055,US,457,N526A,76,82,64,7,13,RDU,PIT,328,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,928,933,1104,1055,US,457,N587,96,82,71,9,-5,RDU,PIT,328,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,926,933,1041,1055,US,457,N589,75,82,58,-14,-7,RDU,PIT,328,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,927,933,1108,1055,US,457,N394,101,82,85,13,-6,RDU,PIT,328,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,925,933,1051,1055,US,457,N525A,86,82,61,-4,-8,RDU,PIT,328,9,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,927,933,1045,1055,US,457,N525A,78,82,58,-10,-6,RDU,PIT,328,9,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,926,933,1044,1055,US,457,N592,78,82,63,-11,-7,RDU,PIT,328,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,925,933,1048,1055,US,457,N512A,83,82,65,-7,-8,RDU,PIT,328,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,2053,2055,2143,2143,US,458,N342,50,48,32,0,-2,CLT,CHS,168,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,2052,2055,2150,2143,US,458,N504A,58,48,31,7,-3,CLT,CHS,168,10,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,2054,2055,2145,2143,US,458,N563,51,48,30,2,-1,CLT,CHS,168,4,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,2053,2055,2139,2143,US,458,N525A,46,48,29,-4,-2,CLT,CHS,168,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,2053,2055,2139,2143,US,458,N517A,46,48,28,-4,-2,CLT,CHS,168,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,2054,2055,2131,2143,US,458,N587,37,48,26,-12,-1,CLT,CHS,168,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,2059,2055,2144,2151,US,458,N514A,45,56,27,-7,4,CLT,CHS,168,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,2054,2055,2140,2151,US,458,N336,46,56,30,-11,-1,CLT,CHS,168,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,2056,2055,2157,2151,US,458,N779A,61,56,28,6,1,CLT,CHS,168,3,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,2054,2055,2200,2151,US,458,N375,66,56,33,9,-1,CLT,CHS,168,9,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,2049,2055,2142,2151,US,458,N512A,53,56,30,-9,-6,CLT,CHS,168,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,2051,2055,2149,2151,US,458,N589,58,56,34,-2,-4,CLT,CHS,168,9,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,2050,2055,2144,2151,US,458,N373,54,56,30,-7,-5,CLT,CHS,168,4,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,2052,2055,2143,2151,US,458,N335,51,56,27,-8,-3,CLT,CHS,168,5,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,2052,2055,2136,2151,US,458,N534A,44,56,27,-15,-3,CLT,CHS,168,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,2051,2055,2145,2151,US,458,N375,54,56,32,-6,-4,CLT,CHS,168,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,2051,2055,2147,2151,US,458,N526A,56,56,30,-4,-4,CLT,CHS,168,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,2050,2055,2145,2151,US,458,N376,55,56,30,-6,-5,CLT,CHS,168,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,2123,2055,2210,2151,US,458,N524A,47,56,33,19,28,CLT,CHS,168,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,2050,2055,2142,2151,US,458,N563,52,56,34,-9,-5,CLT,CHS,168,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,2051,2055,2141,2151,US,458,N511A,50,56,31,-10,-4,CLT,CHS,168,8,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,2137,2055,2244,2151,US,458,N525A,67,56,43,53,42,CLT,CHS,168,8,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,2055,2055,2146,2151,US,458,N375,51,56,30,-5,0,CLT,CHS,168,3,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,2053,2055,2148,2151,US,458,N586,55,56,31,-3,-2,CLT,CHS,168,3,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,2052,2055,2152,2151,US,458,N356,60,56,34,1,-3,CLT,CHS,168,9,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,2150,2055,2229,2151,US,458,N349,39,56,26,38,55,CLT,CHS,168,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,2047,2055,2138,2151,US,458,N586,51,56,31,-13,-8,CLT,CHS,168,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,2051,2055,2139,2151,US,458,N334,48,56,28,-12,-4,CLT,CHS,168,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,2049,2055,2137,2151,US,458,N350,48,56,30,-14,-6,CLT,CHS,168,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,2054,2055,2136,2151,US,458,N518A,42,56,27,-15,-1,CLT,CHS,168,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,2049,2055,2135,2151,US,458,N445,46,56,29,-16,-6,CLT,CHS,168,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,745,750,1045,1049,US,460,N815,120,119,106,-4,-5,MCI,PIT,773,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,748,750,1110,1049,US,460,N800,142,119,120,21,-2,MCI,PIT,773,9,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,747,750,1047,1049,US,460,N802,120,119,100,-2,-3,MCI,PIT,773,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,745,750,1058,1049,US,460,N821,133,119,113,9,-5,MCI,PIT,773,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,748,750,1112,1049,US,460,N816,144,119,128,23,-2,MCI,PIT,773,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,750,750,1052,1049,US,460,N812,122,119,106,3,0,MCI,PIT,773,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,745,750,1036,1049,US,460,N828,111,119,94,-13,-5,MCI,PIT,773,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,745,750,1047,1049,US,460,N808,122,119,108,-2,-5,MCI,PIT,773,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,744,750,1104,1049,US,460,N824,140,119,123,15,-6,MCI,PIT,773,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,746,750,1044,1049,US,460,N800,118,119,101,-5,-4,MCI,PIT,773,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,743,750,1053,1049,US,460,N804,130,119,106,4,-7,MCI,PIT,773,5,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,746,750,1058,1049,US,460,N826,132,119,102,9,-4,MCI,PIT,773,5,25,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,746,750,1046,1049,US,460,N802,120,119,93,-3,-4,MCI,PIT,773,9,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,747,750,1038,1049,US,460,N830,111,119,96,-11,-3,MCI,PIT,773,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,747,750,1046,1049,US,460,N825,119,119,95,-3,-3,MCI,PIT,773,8,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,743,750,1034,1049,US,460,N818,111,119,94,-15,-7,MCI,PIT,773,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,746,750,1038,1049,US,460,N802,112,119,90,-11,-4,MCI,PIT,773,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,745,750,1042,1049,US,460,N802,117,119,94,-7,-5,MCI,PIT,773,6,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,749,750,1038,1049,US,460,N823,109,119,94,-11,-1,MCI,PIT,773,7,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,746,750,1053,1049,US,460,N815,127,119,106,4,-4,MCI,PIT,773,9,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,747,750,1052,1049,US,460,N811,125,119,108,3,-3,MCI,PIT,773,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,747,750,1059,1049,US,460,N820,132,119,111,10,-3,MCI,PIT,773,7,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,744,750,1038,1049,US,460,N812,114,119,95,-11,-6,MCI,PIT,773,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,746,750,1040,1049,US,460,N825,114,119,100,-9,-4,MCI,PIT,773,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,745,750,1052,1049,US,460,N811,127,119,111,3,-5,MCI,PIT,773,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,745,750,1032,1049,US,460,N819,107,119,92,-17,-5,MCI,PIT,773,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,749,750,1050,1049,US,460,N815,121,119,103,1,-1,MCI,PIT,773,8,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,750,750,1144,1049,US,460,N826,174,119,92,55,0,MCI,PIT,773,8,74,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,749,750,1051,1049,US,460,N830,122,119,99,2,-1,MCI,PIT,773,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,746,750,1058,1049,US,460,N825,132,119,104,9,-4,MCI,PIT,773,7,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,745,750,1046,1049,US,460,N804,121,119,105,-3,-5,MCI,PIT,773,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,NA,1135,NA,1257,US,460,NKNO,NA,82,NA,NA,NA,PIT,EWR,319,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1131,1135,1245,1257,US,460,N808,74,82,51,-12,-4,PIT,EWR,319,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1145,1135,1305,1257,US,460,N824,80,82,62,8,10,PIT,EWR,319,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1131,1135,1250,1257,US,460,N800,79,82,55,-7,-4,PIT,EWR,319,8,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1134,1135,1248,1257,US,460,N804,74,82,53,-9,-1,PIT,EWR,319,10,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1254,1135,1405,1257,US,460,N826,71,82,55,68,79,PIT,EWR,319,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1132,1135,1244,1257,US,460,N802,72,82,57,-13,-3,PIT,EWR,319,7,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1128,1135,1237,1257,US,460,N830,69,82,57,-20,-7,PIT,EWR,319,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1131,1135,1251,1257,US,460,N825,80,82,57,-6,-4,PIT,EWR,319,8,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1127,1135,1240,1257,US,460,N818,73,82,55,-17,-8,PIT,EWR,319,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1159,1135,1310,1257,US,460,N802,71,82,55,13,24,PIT,EWR,319,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1130,1135,1233,1257,US,460,N802,63,82,50,-24,-5,PIT,EWR,319,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1134,1135,1243,1257,US,460,N823,69,82,52,-14,-1,PIT,EWR,319,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1223,1135,1352,1257,US,460,N816,89,82,59,55,48,PIT,EWR,319,10,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,NA,1135,NA,1257,US,460,NKNO,NA,82,NA,NA,NA,PIT,EWR,319,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1137,1135,1249,1257,US,460,N820,72,82,53,-8,2,PIT,EWR,319,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1137,1135,1251,1257,US,460,N812,74,82,57,-6,2,PIT,EWR,319,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1145,1135,1259,1257,US,460,N825,74,82,54,2,10,PIT,EWR,319,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1139,1135,1312,1257,US,460,N811,93,82,64,15,4,PIT,EWR,319,6,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1130,1135,1243,1257,US,460,N823,73,82,52,-14,-5,PIT,EWR,319,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1131,1135,1306,1257,US,460,N815,95,82,57,9,-4,PIT,EWR,319,6,32,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,19,5,1331,1328,1443,1445,US,476,N801,72,77,61,-2,3,RIC,PIT,259,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1324,1328,1430,1445,US,476,N811,66,77,52,-15,-4,RIC,PIT,259,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1411,1328,1521,1445,US,476,N818,70,77,51,36,43,RIC,PIT,259,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1321,1328,1438,1445,US,476,N805,77,77,54,-7,-7,RIC,PIT,259,14,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1339,1328,1450,1445,US,476,N809,71,77,56,5,11,RIC,PIT,259,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1324,1328,1441,1445,US,476,N817,77,77,58,-4,-4,RIC,PIT,259,12,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1325,1328,1426,1445,US,476,N818,61,77,48,-19,-3,RIC,PIT,259,8,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1400,1328,1509,1445,US,476,N827,69,77,53,24,32,RIC,PIT,259,10,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1325,1328,1434,1445,US,476,N803,69,77,54,-11,-3,RIC,PIT,259,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1327,1328,1442,1445,US,476,N805,75,77,57,-3,-1,RIC,PIT,259,7,11,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,22,1,1533,1540,1632,1644,US,482,#NAME?,59,64,44,-12,-7,BGM,PIT,251,8,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1534,1540,1637,1644,US,482,#NAME?,63,64,50,-7,-6,BGM,PIT,251,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1534,1540,1634,1644,US,482,#NAME?,60,64,50,-10,-6,BGM,PIT,251,6,4,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1536,1540,1623,1644,US,482,#NAME?,47,64,37,-21,-4,BGM,PIT,251,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1533,1540,1634,1644,US,482,#NAME?,61,64,51,-10,-7,BGM,PIT,251,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1757,1540,1923,1644,US,482,#NAME?,86,64,51,159,137,BGM,PIT,251,5,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1530,1540,1631,1644,US,482,#NAME?,61,64,46,-13,-10,BGM,PIT,251,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1658,1540,1757,1644,US,482,#NAME?,59,64,41,73,78,BGM,PIT,251,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1551,1540,1658,1644,US,482,#NAME?,67,64,54,14,11,BGM,PIT,251,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1540,1540,1642,1644,US,482,#NAME?,62,64,49,-2,0,BGM,PIT,251,8,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1909,1855,2046,2041,US,483,#NAME?,97,106,76,5,14,CLT,DTW,500,3,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1857,1855,2030,2041,US,483,#NAME?,93,106,75,-11,2,CLT,DTW,500,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1916,1855,2107,2041,US,483,#NAME?,111,106,83,26,21,CLT,DTW,500,10,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1906,1855,2057,2041,US,483,#NAME?,111,106,86,16,11,CLT,DTW,500,7,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1858,1855,2037,2041,US,483,#NAME?,99,106,84,-4,3,CLT,DTW,500,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1906,1855,2048,2041,US,483,#NAME?,102,106,81,7,11,CLT,DTW,500,4,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1854,1855,2025,2043,US,483,#NAME?,91,108,77,-18,-1,CLT,DTW,500,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1905,1855,2045,2043,US,483,#NAME?,100,108,75,2,10,CLT,DTW,500,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1854,1855,2047,2043,US,483,#NAME?,113,108,81,4,-1,CLT,DTW,500,7,25,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1851,1855,2025,2043,US,483,#NAME?,94,108,77,-18,-4,CLT,DTW,500,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1854,1855,2029,2043,US,483,#NAME?,95,108,75,-14,-1,CLT,DTW,500,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1913,1855,2050,2043,US,483,#NAME?,97,108,73,7,18,CLT,DTW,500,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,2101,1855,2241,2043,US,483,#NAME?,100,108,78,118,126,CLT,DTW,500,10,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1854,1855,2057,2043,US,483,#NAME?,123,108,101,14,-1,CLT,DTW,500,10,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1853,1855,2042,2043,US,483,#NAME?,109,108,87,-1,-2,CLT,DTW,500,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1900,1855,2059,2043,US,483,#NAME?,119,108,82,16,5,CLT,DTW,500,9,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1857,1855,2034,2043,US,483,#NAME?,97,108,77,-9,2,CLT,DTW,500,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1905,1855,2043,2043,US,483,#NAME?,98,108,77,0,10,CLT,DTW,500,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1910,1855,2046,2043,US,483,#NAME?,96,108,69,3,15,CLT,DTW,500,10,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1901,1855,2030,2043,US,483,#NAME?,89,108,69,-13,6,CLT,DTW,500,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,NA,1855,NA,2043,US,483,NKNO,NA,108,NA,NA,NA,CLT,DTW,500,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1925,1855,2100,2043,US,483,#NAME?,95,108,73,17,30,CLT,DTW,500,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1851,1855,2037,2043,US,483,#NAME?,106,108,77,-6,-4,CLT,DTW,500,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1850,1855,2103,2043,US,483,#NAME?,133,108,98,20,-5,CLT,DTW,500,9,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1858,1855,2039,2043,US,483,#NAME?,101,108,82,-4,3,CLT,DTW,500,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1906,1855,2059,2043,US,483,#NAME?,113,108,86,16,11,CLT,DTW,500,11,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1903,1855,2045,2043,US,483,#NAME?,102,108,85,2,8,CLT,DTW,500,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1915,1855,2050,2043,US,483,#NAME?,95,108,83,7,20,CLT,DTW,500,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1858,1855,2038,2043,US,483,#NAME?,100,108,72,-5,3,CLT,DTW,500,7,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1913,1855,2056,2043,US,483,#NAME?,103,108,81,13,18,CLT,DTW,500,9,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1927,1855,2103,2043,US,483,#NAME?,96,108,73,20,32,CLT,DTW,500,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1739,1737,1822,1816,US,483,#NAME?,43,39,24,6,2,GSO,CLT,83,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1734,1737,1823,1816,US,483,#NAME?,49,39,29,7,-3,GSO,CLT,83,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1753,1737,1836,1816,US,483,#NAME?,43,39,21,20,16,GSO,CLT,83,8,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1745,1737,1838,1816,US,483,#NAME?,53,39,29,22,8,GSO,CLT,83,4,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1742,1737,1817,1816,US,483,#NAME?,35,39,21,1,5,GSO,CLT,83,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1732,1737,1818,1816,US,483,#NAME?,46,39,19,2,-5,GSO,CLT,83,12,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1731,1738,1806,1818,US,483,#NAME?,35,40,22,-12,-7,GSO,CLT,83,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1740,1738,1834,1818,US,483,#NAME?,54,40,33,16,2,GSO,CLT,83,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1729,1738,1823,1818,US,483,#NAME?,54,40,29,5,-9,GSO,CLT,83,4,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1732,1738,1818,1818,US,483,#NAME?,46,40,24,0,-6,GSO,CLT,83,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1736,1738,1818,1818,US,483,#NAME?,42,40,22,0,-2,GSO,CLT,83,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1747,1738,1837,1818,US,483,#NAME?,50,40,31,19,9,GSO,CLT,83,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,NA,1738,NA,1818,US,483,NKNO,NA,40,NA,NA,NA,GSO,CLT,83,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1730,1738,1805,1818,US,483,#NAME?,35,40,22,-13,-8,GSO,CLT,83,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1737,1738,1814,1818,US,483,#NAME?,37,40,21,-4,-1,GSO,CLT,83,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1741,1738,1831,1818,US,483,#NAME?,50,40,28,13,3,GSO,CLT,83,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1747,1738,1828,1818,US,483,#NAME?,41,40,22,10,9,GSO,CLT,83,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1751,1738,1831,1818,US,483,#NAME?,40,40,24,13,13,GSO,CLT,83,8,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1800,1738,1837,1818,US,483,#NAME?,37,40,22,19,22,GSO,CLT,83,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1734,1738,1825,1818,US,483,#NAME?,51,40,27,7,-4,GSO,CLT,83,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1733,1738,1816,1818,US,483,#NAME?,43,40,26,-2,-5,GSO,CLT,83,3,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1812,1738,1852,1818,US,483,#NAME?,40,40,23,34,34,GSO,CLT,83,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1734,1738,1819,1818,US,483,#NAME?,45,40,32,1,-4,GSO,CLT,83,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1736,1738,1810,1818,US,483,#NAME?,34,40,21,-8,-2,GSO,CLT,83,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1740,1738,1830,1818,US,483,#NAME?,50,40,30,12,2,GSO,CLT,83,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1743,1738,1819,1818,US,483,#NAME?,36,40,22,1,5,GSO,CLT,83,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1734,1738,1814,1818,US,483,#NAME?,40,40,23,-4,-4,GSO,CLT,83,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1813,1738,1846,1818,US,483,#NAME?,33,40,19,28,35,GSO,CLT,83,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1757,1738,1835,1818,US,483,#NAME?,38,40,20,17,19,GSO,CLT,83,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1750,1738,1836,1818,US,483,#NAME?,46,40,27,18,12,GSO,CLT,83,8,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1815,1738,1855,1818,US,483,#NAME?,40,40,21,37,37,GSO,CLT,83,9,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1757,1745,1835,1839,US,485,N356,98,114,78,-4,12,PIT,STL,553,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1815,1745,1853,1839,US,485,N392,98,114,78,14,30,PIT,STL,553,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1743,1745,1822,1839,US,485,N534A,99,114,83,-17,-2,PIT,STL,553,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1744,1745,1847,1839,US,485,N335,123,114,97,8,-1,PIT,STL,553,7,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1755,1745,1912,1839,US,485,N373,137,114,86,33,10,PIT,STL,553,7,44,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1742,1745,1832,1839,US,485,N394,110,114,92,-7,-3,PIT,STL,553,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1738,1740,1825,1836,US,485,N587,107,116,94,-11,-2,PIT,STL,553,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1738,1740,1835,1836,US,485,N534A,117,116,82,-1,-2,PIT,STL,553,5,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1748,1740,1832,1836,US,485,N349,104,116,79,-4,8,PIT,STL,553,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1742,1740,1830,1836,US,485,N515A,108,116,86,-6,2,PIT,STL,553,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1825,1740,1925,1836,US,485,N526A,120,116,82,49,45,PIT,STL,553,8,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1740,1740,1827,1836,US,485,N588,107,116,90,-9,0,PIT,STL,553,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1735,1740,1822,1836,US,485,N532A,107,116,89,-14,-5,PIT,STL,553,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1737,1740,1818,1836,US,485,N586,101,116,88,-18,-3,PIT,STL,553,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1748,1740,1849,1836,US,485,N371,121,116,99,13,8,PIT,STL,553,11,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1737,1740,1844,1836,US,485,N335,127,116,105,8,-3,PIT,STL,553,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1738,1740,1850,1836,US,485,N383,132,116,103,14,-2,PIT,STL,553,9,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1804,1740,1854,1836,US,485,N340,110,116,94,18,24,PIT,STL,553,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1738,1740,1838,1836,US,485,N514A,120,116,97,2,-2,PIT,STL,553,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1736,1740,1824,1836,US,485,N534A,108,116,81,-12,-4,PIT,STL,553,2,25,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1734,1740,1829,1836,US,485,N563,115,116,86,-7,-6,PIT,STL,553,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1739,1740,1816,1836,US,485,N526A,97,116,76,-20,-1,PIT,STL,553,11,10,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,8,1,1059,1049,1533,1500,US,492,N389,214,191,156,33,10,DFW,PHL,1302,7,51,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1043,1049,1510,1500,US,492,N510A,207,191,183,10,-6,DFW,PHL,1302,14,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1046,1049,1507,1500,US,492,N376,201,191,176,7,-3,DFW,PHL,1302,14,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1102,1049,1519,1500,US,492,N525A,197,191,167,19,13,DFW,PHL,1302,7,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1050,1049,1453,1500,US,492,N577,183,191,165,-7,1,DFW,PHL,1302,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1053,1049,1451,1500,US,492,N391,178,191,160,-9,4,DFW,PHL,1302,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1100,1049,1507,1500,US,492,N341,187,191,161,7,11,DFW,PHL,1302,11,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1049,1049,1439,1500,US,492,N588,170,191,156,-21,0,DFW,PHL,1302,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1055,1049,1500,1500,US,492,N505A,185,191,162,0,6,DFW,PHL,1302,5,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1042,1049,1431,1500,US,492,N560A,169,191,151,-29,-7,DFW,PHL,1302,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1058,1049,1511,1500,US,492,N336,193,191,156,11,9,DFW,PHL,1302,11,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1059,1049,1514,1500,US,492,N350,195,191,152,14,10,DFW,PHL,1302,11,32,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1046,1049,1600,1500,US,492,N508A,254,191,236,60,-3,DFW,PHL,1302,9,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1153,1049,1552,1500,US,492,N335,179,191,160,52,64,DFW,PHL,1302,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1048,1049,1501,1500,US,492,N374,193,191,180,1,-1,DFW,PHL,1302,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1042,1049,1459,1500,US,492,N391,197,191,176,-1,-7,DFW,PHL,1302,8,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1042,1049,1446,1500,US,492,N390,184,191,162,-14,-7,DFW,PHL,1302,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1044,1049,1457,1500,US,492,N530A,193,191,180,-3,-5,DFW,PHL,1302,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1052,1049,1443,1500,US,492,N371,171,191,155,-17,3,DFW,PHL,1302,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1045,1049,1452,1500,US,492,N577,187,191,170,-8,-4,DFW,PHL,1302,3,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1046,1049,1441,1500,US,492,N591,175,191,161,-19,-3,DFW,PHL,1302,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1048,1049,1437,1500,US,492,N589,169,191,157,-23,-1,DFW,PHL,1302,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1052,1049,1523,1500,US,492,N585,211,191,170,23,3,DFW,PHL,1302,13,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1049,1049,1437,1500,US,492,N533A,168,191,153,-23,0,DFW,PHL,1302,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1601,1540,1716,1658,US,492,N397,75,78,55,18,21,PHL,MHT,290,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1612,1540,1728,1658,US,492,N385,76,78,58,30,32,PHL,MHT,290,8,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1553,1540,1705,1658,US,492,N587,72,78,54,7,13,PHL,MHT,290,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1559,1540,1717,1658,US,492,N577,78,78,54,19,19,PHL,MHT,290,5,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1742,1540,1924,1658,US,492,N337,102,78,54,146,122,PHL,MHT,290,3,45,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1543,1540,1655,1658,US,492,N585,72,78,57,-3,3,PHL,MHT,290,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1541,1540,1646,1658,US,492,N397,65,78,44,-12,1,PHL,MHT,290,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1617,1540,1734,1658,US,492,N389,77,78,52,36,37,PHL,MHT,290,7,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1558,1540,1719,1658,US,492,N510A,81,78,57,21,18,PHL,MHT,290,5,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1557,1540,1729,1658,US,492,N376,92,78,60,31,17,PHL,MHT,290,8,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1558,1540,1720,1658,US,492,N525A,82,78,56,22,18,PHL,MHT,290,3,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1550,1540,1705,1658,US,492,N577,75,78,57,7,10,PHL,MHT,290,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1538,1540,1648,1658,US,492,N391,70,78,53,-10,-2,PHL,MHT,290,2,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1553,1540,1705,1658,US,492,N390,72,78,51,7,13,PHL,MHT,290,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1535,1540,1648,1658,US,492,N588,73,78,49,-10,-5,PHL,MHT,290,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1638,1540,1751,1658,US,492,N505A,73,78,56,53,58,PHL,MHT,290,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1607,1540,1718,1658,US,492,N560A,71,78,53,20,27,PHL,MHT,290,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1549,1540,1708,1658,US,492,N336,79,78,54,10,9,PHL,MHT,290,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1559,1540,1710,1658,US,492,N350,71,78,49,12,19,PHL,MHT,290,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1850,1540,2018,1658,US,492,N521A,88,78,48,200,190,PHL,MHT,290,7,33,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1635,1540,1748,1658,US,492,N335,73,78,49,50,55,PHL,MHT,290,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1548,1540,1706,1658,US,492,N374,78,78,52,8,8,PHL,MHT,290,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1541,1540,1647,1658,US,492,N391,66,78,54,-11,1,PHL,MHT,290,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1536,1540,1647,1658,US,492,N390,71,78,51,-11,-4,PHL,MHT,290,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1541,1540,1701,1658,US,492,N530A,80,78,64,3,1,PHL,MHT,290,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1542,1540,1703,1658,US,492,N371,81,78,51,5,2,PHL,MHT,290,3,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1537,1540,1708,1658,US,492,N577,91,78,54,10,-3,PHL,MHT,290,5,32,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1537,1540,1650,1658,US,492,N591,73,78,56,-8,-3,PHL,MHT,290,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1533,1540,1652,1658,US,492,N589,79,78,55,-6,-7,PHL,MHT,290,3,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1554,1540,1658,1658,US,492,N585,64,78,52,0,14,PHL,MHT,290,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1546,1540,1700,1658,US,492,N533A,74,78,52,2,6,PHL,MHT,290,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,958,935,1116,1059,US,493,N890,78,84,59,17,23,ALB,PIT,367,10,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,940,935,1052,1059,US,493,N892,72,84,59,-7,5,ALB,PIT,367,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,941,935,1054,1059,US,493,N852,73,84,65,-5,6,ALB,PIT,367,3,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1005,935,1143,1059,US,493,N893,98,84,63,44,30,ALB,PIT,367,7,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,955,935,1121,1059,US,493,N889,86,84,68,22,20,ALB,PIT,367,8,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,929,935,1050,1059,US,493,#NAME?,81,84,63,-9,-6,ALB,PIT,367,8,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,926,935,1047,1100,US,493,N856,81,85,67,-13,-9,ALB,PIT,367,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,925,935,1052,1100,US,493,N895,87,85,73,-8,-10,ALB,PIT,367,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,947,935,1105,1100,US,493,N883,78,85,66,5,12,ALB,PIT,367,2,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,938,935,1055,1100,US,493,N867,77,85,65,-5,3,ALB,PIT,367,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,928,935,1051,1100,US,493,N896,83,85,70,-9,-7,ALB,PIT,367,2,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,934,935,1051,1100,US,493,N861,77,85,61,-9,-1,ALB,PIT,367,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,NA,935,NA,1100,US,493,NKNO,NA,85,NA,NA,NA,ALB,PIT,367,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,927,935,1044,1100,US,493,N854,77,85,65,-16,-8,ALB,PIT,367,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,929,935,1056,1100,US,493,N850,87,85,71,-4,-6,ALB,PIT,367,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,932,935,1117,1100,US,493,N865,105,85,66,17,-3,ALB,PIT,367,8,31,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,928,935,1052,1100,US,493,N896,84,85,68,-8,-7,ALB,PIT,367,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,927,935,1050,1100,US,493,N852,83,85,70,-10,-8,ALB,PIT,367,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,943,935,1113,1100,US,493,N853,90,85,76,13,8,ALB,PIT,367,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1023,935,1144,1100,US,493,N897,81,85,70,44,48,ALB,PIT,367,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,933,935,1048,1100,US,493,N867,75,85,62,-12,-2,ALB,PIT,367,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,957,935,1109,1100,US,493,N857,72,85,61,9,22,ALB,PIT,367,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,930,935,1053,1100,US,493,N857,83,85,70,-7,-5,ALB,PIT,367,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,932,935,1058,1100,US,493,N856,86,85,72,-2,-3,ALB,PIT,367,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,941,935,1109,1100,US,493,N857,88,85,75,9,6,ALB,PIT,367,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,939,935,1054,1100,US,493,N857,75,85,61,-6,4,ALB,PIT,367,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1011,935,1138,1100,US,493,N868,87,85,67,38,36,ALB,PIT,367,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,926,935,1045,1100,US,493,N866,79,85,66,-15,-9,ALB,PIT,367,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,932,935,1104,1100,US,493,N882,92,85,67,4,-3,ALB,PIT,367,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,934,935,1114,1100,US,493,N882,100,85,83,14,-1,ALB,PIT,367,3,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,931,935,1059,1100,US,493,N865,88,85,73,-1,-4,ALB,PIT,367,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1152,1135,1231,1212,US,493,N890,39,37,18,19,17,PIT,CAK,70,4,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1133,1135,1204,1212,US,493,N892,31,37,18,-8,-2,PIT,CAK,70,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1136,1135,1204,1212,US,493,N852,28,37,18,-8,1,PIT,CAK,70,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1213,1135,1315,1212,US,493,N893,62,37,21,63,38,PIT,CAK,70,7,34,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1227,1135,1316,1212,US,493,#NAME?,49,37,23,64,52,PIT,CAK,70,5,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1131,1135,1203,1212,US,493,N850,32,37,19,-9,-4,PIT,CAK,70,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1225,1135,1256,1214,US,493,N856,31,39,18,42,50,PIT,CAK,70,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1132,1135,1217,1214,US,493,N895,45,39,21,3,-3,PIT,CAK,70,4,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1137,1135,1210,1214,US,493,N883,33,39,16,-4,2,PIT,CAK,70,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1141,1135,1216,1214,US,493,N867,35,39,17,2,6,PIT,CAK,70,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1127,1135,1154,1214,US,493,N896,27,39,17,-20,-8,PIT,CAK,70,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1128,1135,1200,1214,US,493,N852,32,39,16,-14,-7,PIT,CAK,70,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,NA,1135,NA,1214,US,493,NKNO,NA,39,NA,NA,NA,PIT,CAK,70,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1130,1135,1159,1214,US,493,N861,29,39,17,-15,-5,PIT,CAK,70,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1133,1135,1207,1214,US,493,N850,34,39,20,-7,-2,PIT,CAK,70,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1147,1135,1233,1214,US,493,N865,46,39,23,19,12,PIT,CAK,70,5,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1132,1135,1220,1214,US,493,N896,48,39,18,6,-3,PIT,CAK,70,4,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1129,1135,1159,1214,US,493,N852,30,39,16,-15,-6,PIT,CAK,70,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1144,1135,1236,1214,US,493,N852,52,39,19,22,9,PIT,CAK,70,4,29,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1214,1135,1248,1214,US,493,N897,34,39,21,34,39,PIT,CAK,70,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1134,1135,1208,1214,US,493,N867,34,39,18,-6,-1,PIT,CAK,70,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1138,1135,1213,1214,US,493,N857,35,39,17,-1,3,PIT,CAK,70,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1131,1135,1206,1214,US,493,N857,35,39,18,-8,-4,PIT,CAK,70,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1130,1135,1203,1214,US,493,N856,33,39,19,-11,-5,PIT,CAK,70,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1135,1135,1247,1214,US,493,N857,72,39,24,33,0,PIT,CAK,70,6,42,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1219,1135,1246,1214,US,493,N854,27,39,16,32,44,PIT,CAK,70,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1159,1135,1236,1214,US,493,N868,37,39,21,22,24,PIT,CAK,70,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1133,1135,1214,1214,US,493,N866,41,39,22,0,-2,PIT,CAK,70,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1154,1135,1229,1214,US,493,N869,35,39,16,15,19,PIT,CAK,70,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1136,1135,1216,1214,US,493,N882,40,39,22,2,1,PIT,CAK,70,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1132,1135,1204,1214,US,493,N394,32,39,19,-10,-3,PIT,CAK,70,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1222,1215,1315,1315,US,494,N356,53,60,40,0,7,ROA,PIT,219,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1215,1215,1312,1315,US,494,N396,57,60,41,-3,0,ROA,PIT,219,8,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1218,1215,1307,1315,US,494,N586,49,60,39,-8,3,ROA,PIT,219,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1211,1215,1315,1315,US,494,N335,64,60,47,0,-4,ROA,PIT,219,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,NA,1215,NA,1315,US,494,NKNO,NA,60,NA,NA,NA,ROA,PIT,219,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1209,1215,1308,1315,US,494,N354,59,60,40,-7,-6,ROA,PIT,219,8,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1216,1220,1314,1320,US,494,#NAME?,58,60,40,-6,-4,ROA,PIT,219,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1215,1220,1309,1320,US,494,N584,54,60,40,-11,-5,ROA,PIT,219,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1218,1220,1319,1320,US,494,N349,61,60,48,-1,-2,ROA,PIT,219,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1217,1220,1323,1320,US,494,N589,66,60,52,3,-3,ROA,PIT,219,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1214,1220,1313,1320,US,494,N529A,59,60,40,-7,-6,ROA,PIT,219,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1218,1220,1315,1320,US,494,N588,57,60,43,-5,-2,ROA,PIT,219,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1211,1220,1304,1320,US,494,N371,53,60,37,-16,-9,ROA,PIT,219,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1307,1220,1400,1320,US,494,#NAME?,53,60,38,40,47,ROA,PIT,219,8,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1215,1220,1313,1320,US,494,N354,58,60,39,-7,-5,ROA,PIT,219,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1214,1220,1322,1320,US,494,N335,68,60,47,2,-6,ROA,PIT,219,8,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1212,1220,1314,1320,US,494,N339,62,60,43,-6,-8,ROA,PIT,219,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1228,1220,1327,1320,US,494,N383,59,60,45,7,8,ROA,PIT,219,7,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1345,1220,1437,1320,US,494,N371,52,60,41,77,85,ROA,PIT,219,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1349,1220,1458,1320,US,494,N576,69,60,39,98,89,ROA,PIT,219,6,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1219,1220,1324,1320,US,494,#NAME?,65,60,49,4,-1,ROA,PIT,219,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1214,1220,1314,1320,US,494,N526A,60,60,41,-6,-6,ROA,PIT,219,9,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1216,1220,1327,1320,US,494,N521A,71,60,44,7,-4,ROA,PIT,219,10,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1220,1220,1320,1320,US,494,N384,60,60,50,0,0,ROA,PIT,219,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1214,1220,1322,1320,US,494,N351,68,60,48,2,-6,ROA,PIT,219,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1220,1220,1323,1320,US,494,N515A,63,60,49,3,0,ROA,PIT,219,7,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1253,1220,1345,1320,US,494,N350,52,60,41,25,33,ROA,PIT,219,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1219,1220,1327,1320,US,494,#NAME?,68,60,53,7,-1,ROA,PIT,219,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1215,1220,1313,1320,US,494,N528A,58,60,38,-7,-5,ROA,PIT,219,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1226,1220,1338,1320,US,494,N385,72,60,47,18,6,ROA,PIT,219,8,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1217,1220,1314,1320,US,494,N337,57,60,46,-6,-3,ROA,PIT,219,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1744,1745,1829,1834,US,495,N852,45,49,27,-5,-1,PIT,CMH,144,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1742,1745,1826,1834,US,495,N868,44,49,28,-8,-3,PIT,CMH,144,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1747,1745,1856,1834,US,495,N852,69,49,30,22,2,PIT,CMH,144,3,36,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1805,1745,1903,1834,US,495,N703,58,49,26,29,20,PIT,CMH,144,4,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1744,1745,1845,1834,US,495,N893,61,49,35,11,-1,PIT,CMH,144,3,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1744,1745,1834,1836,US,495,N894,50,51,31,-2,-1,PIT,CMH,144,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1742,1745,1854,1836,US,495,N893,72,51,31,18,-3,PIT,CMH,144,4,37,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1742,1745,1823,1836,US,495,N896,41,51,27,-13,-3,PIT,CMH,144,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1741,1745,1825,1836,US,495,N880,44,51,29,-11,-4,PIT,CMH,144,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1744,1745,1830,1836,US,495,N864,46,51,28,-6,-1,PIT,CMH,144,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1811,1745,1859,1836,US,495,N852,48,51,26,23,26,PIT,CMH,144,4,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1742,1745,1838,1836,US,495,N898,56,51,36,2,-3,PIT,CMH,144,2,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1748,1745,1834,1836,US,495,N862,46,51,29,-2,3,PIT,CMH,144,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1906,1745,1951,1836,US,495,N890,45,51,30,75,81,PIT,CMH,144,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1741,1745,1831,1836,US,495,N888A,50,51,32,-5,-4,PIT,CMH,144,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1748,1745,1836,1836,US,495,N852,48,51,31,0,3,PIT,CMH,144,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,1745,NA,1836,US,495,NKNO,NA,51,NA,NA,NA,PIT,CMH,144,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1743,1745,1829,1836,US,495,N889,46,51,30,-7,-2,PIT,CMH,144,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1743,1745,1829,1836,US,495,N869,46,51,28,-7,-2,PIT,CMH,144,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1742,1745,1830,1836,US,495,N898,48,51,30,-6,-3,PIT,CMH,144,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1739,1745,1826,1836,US,495,N868,47,51,29,-10,-6,PIT,CMH,144,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1743,1745,1827,1836,US,495,N862,44,51,29,-9,-2,PIT,CMH,144,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1740,1745,1851,1836,US,495,N892,71,51,56,15,-5,PIT,CMH,144,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1741,1745,1831,1836,US,495,N886,50,51,32,-5,-4,PIT,CMH,144,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1741,1745,1829,1836,US,495,N869,48,51,32,-7,-4,PIT,CMH,144,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1743,1745,1832,1836,US,495,N859,49,51,32,-4,-2,PIT,CMH,144,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1740,1745,1829,1836,US,495,N898,49,51,29,-7,-5,PIT,CMH,144,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1536,1535,1633,1632,US,495,N852,57,57,41,1,1,ROC,PIT,224,9,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1543,1535,1628,1632,US,495,N868,45,57,35,-4,8,ROC,PIT,224,6,4,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,13,6,1531,1535,1625,1635,US,495,N894,54,60,41,-10,-4,ROC,PIT,224,6,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1536,1535,1636,1635,US,495,N881,60,60,50,1,1,ROC,PIT,224,7,3,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1530,1535,1632,1635,US,495,N890,62,60,43,-3,-5,ROC,PIT,224,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1540,1535,1637,1635,US,495,N865,57,60,43,2,5,ROC,PIT,224,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1534,1535,1646,1635,US,495,N888A,72,60,50,11,-1,ROC,PIT,224,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1540,1535,1639,1635,US,495,N898,59,60,45,4,5,ROC,PIT,224,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1546,1535,1702,1635,US,495,N898,76,60,62,27,11,ROC,PIT,224,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1559,1535,1704,1635,US,495,N887,65,60,50,29,24,ROC,PIT,224,7,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1550,1535,1646,1635,US,495,N888A,56,60,41,11,15,ROC,PIT,224,8,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1533,1535,1623,1635,US,495,N869,50,60,39,-12,-2,ROC,PIT,224,6,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1528,1535,1622,1635,US,495,N898,54,60,40,-13,-7,ROC,PIT,224,7,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1530,1535,1625,1635,US,495,N868,55,60,43,-10,-5,ROC,PIT,224,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1542,1535,1631,1635,US,495,N862,49,60,38,-4,7,ROC,PIT,224,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1532,1535,1629,1635,US,495,N886,57,60,46,-6,-3,ROC,PIT,224,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1535,1535,1641,1635,US,495,N866,66,60,43,6,0,ROC,PIT,224,6,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1610,1535,1708,1635,US,495,N865,58,60,41,33,35,ROC,PIT,224,11,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1533,1535,1632,1635,US,495,N869,59,60,39,-3,-2,ROC,PIT,224,15,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1531,1535,1629,1635,US,495,N859,58,60,44,-6,-4,ROC,PIT,224,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1532,1535,1628,1635,US,495,N851,56,60,44,-7,-3,ROC,PIT,224,6,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1407,1400,1459,1459,US,498,N385,52,59,37,0,7,PIT,DAY,215,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1359,1400,1450,1459,US,498,N338,51,59,34,-9,-1,PIT,DAY,215,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1409,1400,1506,1459,US,498,N586,57,59,38,7,9,PIT,DAY,215,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1357,1400,1504,1459,US,498,N530A,67,59,38,5,-3,PIT,DAY,215,5,24,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1548,1400,1701,1459,US,498,N394,73,59,40,122,108,PIT,DAY,215,11,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1359,1400,1453,1501,US,498,N390,54,61,40,-8,-1,PIT,DAY,215,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1356,1400,1456,1501,US,498,N587,60,61,40,-5,-4,PIT,DAY,215,2,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1358,1400,1451,1501,US,498,N300A,53,61,36,-10,-2,PIT,DAY,215,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1402,1400,1457,1501,US,498,N354,55,61,39,-4,2,PIT,DAY,215,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1357,1400,1454,1501,US,498,N515A,57,61,35,-7,-3,PIT,DAY,215,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1358,1400,1452,1501,US,498,N395,54,61,34,-9,-2,PIT,DAY,215,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1358,1400,1450,1501,US,498,N412,52,61,35,-11,-2,PIT,DAY,215,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1422,1400,1520,1501,US,498,N587,58,61,42,19,22,PIT,DAY,215,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1402,1400,1500,1501,US,498,N354,58,61,40,-1,2,PIT,DAY,215,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1358,1400,1501,1501,US,498,N390,63,61,44,0,-2,PIT,DAY,215,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1355,1400,1457,1501,US,498,N575,62,61,44,-4,-5,PIT,DAY,215,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1358,1400,1500,1501,US,498,N383,62,61,44,-1,-2,PIT,DAY,215,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1358,1400,1524,1501,US,498,N592,86,61,54,23,-2,PIT,DAY,215,5,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1358,1400,1510,1501,US,498,N424,72,61,46,9,-2,PIT,DAY,215,5,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1428,1400,1525,1501,US,498,N591,57,61,38,24,28,PIT,DAY,215,4,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1358,1400,1449,1501,US,498,N534A,51,61,36,-12,-2,PIT,DAY,215,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1357,1400,1449,1501,US,498,N573,52,61,37,-12,-3,PIT,DAY,215,2,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1357,1400,1455,1501,US,498,N387,58,61,40,-6,-3,PIT,DAY,215,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1358,1400,1459,1501,US,498,N334,61,61,42,-2,-2,PIT,DAY,215,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1357,1400,1503,1501,US,498,N515A,66,61,42,2,-3,PIT,DAY,215,8,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1356,1400,1453,1501,US,498,N438,57,61,40,-8,-4,PIT,DAY,215,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1400,1400,1453,1501,US,498,N396,53,61,39,-8,0,PIT,DAY,215,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1355,1400,1450,1501,US,498,N590,55,61,41,-11,-5,PIT,DAY,215,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1356,1400,1459,1501,US,498,N510A,63,61,41,-2,-4,PIT,DAY,215,10,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1357,1400,1451,1501,US,498,N531A,54,61,37,-10,-3,PIT,DAY,215,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1143,1140,1318,1319,US,499,#NAME?,95,99,75,-1,3,ATL,PIT,526,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1146,1140,1321,1319,US,499,#NAME?,95,99,76,2,6,ATL,PIT,526,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1142,1140,1320,1319,US,499,#NAME?,98,99,80,1,2,ATL,PIT,526,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1140,1140,1326,1319,US,499,#NAME?,106,99,88,7,0,ATL,PIT,526,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1142,1140,1327,1319,US,499,#NAME?,105,99,83,8,2,ATL,PIT,526,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1144,1140,1323,1319,US,499,#NAME?,99,99,79,4,4,ATL,PIT,526,7,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,NA,1145,NA,1324,US,499,NKNO,NA,99,NA,NA,NA,ATL,PIT,526,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1145,1145,1332,1324,US,499,#NAME?,107,99,92,8,0,ATL,PIT,526,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1141,1145,1309,1324,US,499,#NAME?,88,99,74,-15,-4,ATL,PIT,526,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1147,1145,1325,1324,US,499,#NAME?,98,99,82,1,2,ATL,PIT,526,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1144,1145,1320,1324,US,499,#NAME?,96,99,80,-4,-1,ATL,PIT,526,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1142,1145,1317,1324,US,499,#NAME?,95,99,79,-7,-3,ATL,PIT,526,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1200,1145,1323,1324,US,499,#NAME?,83,99,66,-1,15,ATL,PIT,526,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1155,1145,1335,1324,US,499,#NAME?,100,99,82,11,10,ATL,PIT,526,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1214,1145,1339,1324,US,499,#NAME?,85,99,69,15,29,ATL,PIT,526,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,NA,1145,NA,1324,US,499,NKNO,NA,99,NA,NA,NA,ATL,PIT,526,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1208,1145,1412,1324,US,499,#NAME?,124,99,69,48,23,ATL,PIT,526,5,50,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1156,1145,1319,1324,US,499,#NAME?,83,99,68,-5,11,ATL,PIT,526,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1145,1145,1314,1324,US,499,#NAME?,89,99,70,-10,0,ATL,PIT,526,8,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1142,1145,1319,1324,US,499,#NAME?,97,99,80,-5,-3,ATL,PIT,526,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1140,1145,1313,1324,US,499,#NAME?,93,99,77,-11,-5,ATL,PIT,526,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1142,1145,1335,1324,US,499,#NAME?,113,99,93,11,-3,ATL,PIT,526,5,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1143,1145,1307,1324,US,499,#NAME?,84,99,70,-17,-2,ATL,PIT,526,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1203,1145,1338,1324,US,499,#NAME?,95,99,78,14,18,ATL,PIT,526,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1224,1145,1359,1324,US,499,#NAME?,95,99,70,35,39,ATL,PIT,526,7,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1250,1145,1413,1324,US,499,#NAME?,83,99,67,49,65,ATL,PIT,526,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1154,1145,1324,1324,US,499,#NAME?,90,99,75,0,9,ATL,PIT,526,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1355,1400,1445,1458,US,499,#NAME?,50,58,39,-13,-5,PIT,BGM,251,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1359,1400,1501,1458,US,499,#NAME?,62,58,48,3,-1,PIT,BGM,251,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1401,1400,1455,1458,US,499,#NAME?,54,58,38,-3,1,PIT,BGM,251,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1400,1400,1516,1458,US,499,#NAME?,76,58,45,18,0,PIT,BGM,251,4,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1404,1400,1517,1458,US,499,#NAME?,73,58,44,19,4,PIT,BGM,251,6,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1359,1400,1457,1458,US,499,#NAME?,58,58,43,-1,-1,PIT,BGM,251,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1356,1400,1450,1500,US,499,#NAME?,54,60,39,-10,-4,PIT,BGM,251,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1522,1400,1613,1500,US,499,#NAME?,51,60,42,73,82,PIT,BGM,251,3,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1402,1400,1459,1500,US,499,#NAME?,57,60,41,-1,2,PIT,BGM,251,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1354,1400,1449,1500,US,499,#NAME?,55,60,44,-11,-6,PIT,BGM,251,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1545,1400,1636,1500,US,499,#NAME?,51,60,40,96,105,PIT,BGM,251,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1400,1400,1453,1500,US,499,#NAME?,53,60,39,-7,0,PIT,BGM,251,4,10,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,24,3,2054,2100,2159,2150,US,505,N883,65,50,32,9,-6,CLT,RDU,130,5,28,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,2055,2100,2202,2150,US,505,N883,67,50,28,12,-5,CLT,RDU,130,2,37,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,2054,2100,2143,2150,US,505,N856,49,50,30,-7,-6,CLT,RDU,130,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,2057,2100,2151,2150,US,505,N857,54,50,24,1,-3,CLT,RDU,130,3,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,2058,2100,2147,2150,US,505,N880,49,50,27,-3,-2,CLT,RDU,130,3,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,NA,2100,NA,2150,US,505,NKNO,NA,50,NA,NA,NA,CLT,RDU,130,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,2056,2100,2150,2150,US,505,N866,54,50,29,0,-4,CLT,RDU,130,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,2058,2100,2148,2150,US,505,N868,50,50,30,-2,-2,CLT,RDU,130,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1204,1205,1311,1320,US,506,N558A,67,75,49,-9,-1,CLT,IAD,321,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1210,1205,1330,1320,US,506,N590,80,75,54,10,5,CLT,IAD,321,6,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1259,1205,1401,1320,US,506,N413,62,75,50,41,54,CLT,IAD,321,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1205,1205,1332,1320,US,506,N351,87,75,60,12,0,CLT,IAD,321,8,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1203,1205,1323,1320,US,506,N558A,80,75,61,3,-2,CLT,IAD,321,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1205,1205,1317,1320,US,506,N435,72,75,53,-3,0,CLT,IAD,321,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1203,1205,1312,1321,US,506,N387,69,76,52,-9,-2,CLT,IAD,321,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1204,1205,1312,1321,US,506,N528A,68,76,48,-9,-1,CLT,IAD,321,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1202,1205,1317,1321,US,506,N419,75,76,51,-4,-3,CLT,IAD,321,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1159,1205,1311,1321,US,506,N504A,72,76,55,-10,-6,CLT,IAD,321,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1305,1205,1414,1321,US,506,N356,69,76,53,53,60,CLT,IAD,321,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1203,1205,1317,1321,US,506,N337,74,76,53,-4,-2,CLT,IAD,321,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1202,1205,1329,1321,US,506,N354,87,76,56,8,-3,CLT,IAD,321,5,26,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1202,1205,1321,1321,US,506,N507A,79,76,54,0,-3,CLT,IAD,321,6,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1202,1205,1300,1321,US,506,N338,58,76,47,-21,-3,CLT,IAD,321,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1200,1205,1305,1321,US,506,N439,65,76,49,-16,-5,CLT,IAD,321,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1201,1205,1312,1321,US,506,N516A,71,76,54,-9,-4,CLT,IAD,321,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1208,1205,1312,1321,US,506,N389,64,76,47,-9,3,CLT,IAD,321,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1212,1205,1323,1321,US,506,N341,71,76,47,2,7,CLT,IAD,321,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1201,1205,1303,1321,US,506,N562A,62,76,48,-18,-4,CLT,IAD,321,6,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1205,1205,1312,1321,US,506,N341,67,76,52,-9,0,CLT,IAD,321,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1204,1205,1313,1321,US,506,N522A,69,76,52,-8,-1,CLT,IAD,321,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1200,1205,1313,1321,US,506,N562A,73,76,56,-8,-5,CLT,IAD,321,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1200,1205,1316,1321,US,506,N396,76,76,55,-5,-5,CLT,IAD,321,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1205,1205,1314,1321,US,506,N585,69,76,53,-7,0,CLT,IAD,321,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1201,1205,1310,1321,US,506,N337,69,76,55,-11,-4,CLT,IAD,321,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1206,1205,1320,1321,US,506,N584,74,76,52,-1,1,CLT,IAD,321,10,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1304,1205,1413,1321,US,506,N562A,69,76,53,52,59,CLT,IAD,321,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1203,1205,1325,1321,US,506,N560A,82,76,60,4,-2,CLT,IAD,321,8,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1202,1205,1307,1321,US,506,N526A,65,76,52,-14,-3,CLT,IAD,321,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1246,1205,1348,1321,US,506,N558A,62,76,47,27,41,CLT,IAD,321,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,820,824,1135,1125,US,506,N590,135,121,112,10,-4,MCI,CLT,809,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,821,824,1129,1125,US,506,N528A,128,121,104,4,-3,MCI,CLT,809,7,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,817,824,1124,1125,US,506,N521A,127,121,109,-1,-7,MCI,CLT,809,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,817,824,1112,1125,US,506,N558A,115,121,99,-13,-7,MCI,CLT,809,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1045,824,1338,1125,US,506,N592,113,121,98,133,141,MCI,CLT,809,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,818,824,1110,1125,US,506,N387,112,121,99,-15,-6,MCI,CLT,809,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,818,824,1120,1125,US,506,N528A,122,121,106,-5,-6,MCI,CLT,809,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,820,824,1136,1125,US,506,N384,136,121,118,11,-4,MCI,CLT,809,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,820,824,1125,1125,US,506,N504A,125,121,108,0,-4,MCI,CLT,809,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,818,824,1130,1125,US,506,N356,132,121,113,5,-6,MCI,CLT,809,7,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,820,824,1139,1125,US,506,N337,139,121,104,14,-4,MCI,CLT,809,8,27,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,819,824,1115,1125,US,506,N354,116,121,99,-10,-5,MCI,CLT,809,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,815,824,1126,1125,US,506,N507A,131,121,109,1,-9,MCI,CLT,809,5,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,822,824,1121,1125,US,506,N338,119,121,94,-4,-2,MCI,CLT,809,7,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,820,824,1115,1125,US,506,N562A,115,121,98,-10,-4,MCI,CLT,809,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,820,824,1116,1125,US,506,N516A,116,121,95,-9,-4,MCI,CLT,809,8,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,824,824,1137,1125,US,506,N389,133,121,116,12,0,MCI,CLT,809,6,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,819,824,1133,1125,US,506,N341,134,121,117,8,-5,MCI,CLT,809,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,820,824,1123,1125,US,506,N562A,123,121,103,-2,-4,MCI,CLT,809,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,820,824,1131,1125,US,506,N341,131,121,113,6,-4,MCI,CLT,809,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,816,824,1121,1125,US,506,N506A,125,121,110,-4,-8,MCI,CLT,809,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,816,824,1116,1125,US,506,N562A,120,121,107,-9,-8,MCI,CLT,809,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,819,824,1117,1125,US,506,N530A,118,121,102,-8,-5,MCI,CLT,809,5,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,820,824,1124,1125,US,506,N585,124,121,105,-1,-4,MCI,CLT,809,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,819,824,1118,1125,US,506,N337,119,121,96,-7,-5,MCI,CLT,809,5,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,819,824,1109,1125,US,506,N584,110,121,98,-16,-5,MCI,CLT,809,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,830,824,1230,1125,US,506,N562A,180,121,98,65,6,MCI,CLT,809,4,78,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,821,824,1131,1125,US,506,N560A,130,121,109,6,-3,MCI,CLT,809,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,818,824,1116,1125,US,506,N526A,118,121,93,-9,-6,MCI,CLT,809,14,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,824,824,1117,1125,US,506,N558A,113,121,99,-8,0,MCI,CLT,809,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1027,1025,1238,1241,US,507,N618A,131,136,108,-3,2,BOS,CLT,728,5,18,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,13,6,1534,1540,1636,1639,US,510,N884,62,59,45,-3,-6,RIC,PHL,198,9,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1537,1540,1628,1639,US,510,N865,51,59,35,-11,-3,RIC,PHL,198,8,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1546,1540,1643,1639,US,510,N856,57,59,40,4,6,RIC,PHL,198,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1541,1540,1643,1639,US,510,N880,62,59,49,4,1,RIC,PHL,198,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1638,1540,1734,1639,US,510,N880,56,59,39,55,58,RIC,PHL,198,8,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1623,1540,1740,1639,US,510,N883,77,59,53,61,43,RIC,PHL,198,12,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1643,1540,1736,1639,US,510,N859,53,59,33,57,63,RIC,PHL,198,9,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1602,1540,1807,1639,US,510,N885,125,59,107,88,22,RIC,PHL,198,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1535,1540,1633,1639,US,510,N897,58,59,44,-6,-5,RIC,PHL,198,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1548,1540,1708,1639,US,510,N853,80,59,45,29,8,RIC,PHL,198,25,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1537,1540,1639,1639,US,510,N884,62,59,48,0,-3,RIC,PHL,198,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1535,1540,1634,1639,US,510,N862,59,59,46,-5,-5,RIC,PHL,198,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1534,1540,1639,1639,US,510,N867,65,59,44,0,-6,RIC,PHL,198,11,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1535,1540,1643,1639,US,510,N850,68,59,44,4,-5,RIC,PHL,198,11,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1535,1540,1634,1639,US,510,N897,59,59,43,-5,-5,RIC,PHL,198,8,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1534,1540,1638,1639,US,510,N898,64,59,52,-1,-6,RIC,PHL,198,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1539,1540,1653,1639,US,510,N885,74,59,53,14,-1,RIC,PHL,198,10,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1630,1540,1725,1639,US,510,N892,55,59,45,46,50,RIC,PHL,198,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1537,1540,1643,1639,US,510,N856,66,59,51,4,-3,RIC,PHL,198,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1457,1500,1628,1639,US,511,N514A,91,99,74,-11,-3,PVD,PIT,467,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1521,1500,1643,1639,US,511,N335,82,99,67,4,21,PVD,PIT,467,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1458,1500,1637,1639,US,511,N576,99,99,77,-2,-2,PVD,PIT,467,7,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1456,1500,1641,1639,US,511,N521A,105,99,77,2,-4,PVD,PIT,467,13,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1454,1500,1632,1639,US,511,N524A,98,99,77,-7,-6,PVD,PIT,467,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1545,1500,1716,1639,US,511,N760,91,99,73,37,45,PVD,PIT,467,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1456,1500,1634,1639,US,511,N587,98,99,83,-5,-4,PVD,PIT,467,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1457,1500,1636,1639,US,511,N373,99,99,84,-3,-3,PVD,PIT,467,6,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1456,1500,1626,1639,US,511,N342,90,99,71,-13,-4,PVD,PIT,467,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1453,1500,1620,1639,US,511,N516A,87,99,73,-19,-7,PVD,PIT,467,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1532,1500,1709,1639,US,511,N384,97,99,79,30,32,PVD,PIT,467,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1456,1500,1623,1639,US,511,N505A,87,99,71,-16,-4,PVD,PIT,467,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1455,1500,1629,1639,US,511,N589,94,99,76,-10,-5,PVD,PIT,467,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1455,1500,1634,1639,US,511,N373,99,99,83,-5,-5,PVD,PIT,467,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1459,1500,1642,1639,US,511,N511A,103,99,82,3,-1,PVD,PIT,467,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1454,1500,1640,1639,US,511,N334,106,99,82,1,-6,PVD,PIT,467,6,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1452,1500,1637,1639,US,511,N383,105,99,84,-2,-8,PVD,PIT,467,9,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1455,1500,1638,1639,US,511,N591,103,99,86,-1,-5,PVD,PIT,467,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1510,1500,1658,1639,US,511,N514A,108,99,94,19,10,PVD,PIT,467,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1457,1500,1641,1639,US,511,N524A,104,99,86,2,-3,PVD,PIT,467,7,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1502,1500,1642,1639,US,511,N563,100,99,77,3,2,PVD,PIT,467,7,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1456,1500,1626,1639,US,511,N346,90,99,74,-13,-4,PVD,PIT,467,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1455,1500,1631,1639,US,511,N589,96,99,82,-8,-5,PVD,PIT,467,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1458,1500,1636,1639,US,511,N339,98,99,82,-3,-2,PVD,PIT,467,6,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1459,1500,1639,1639,US,511,N384,100,99,76,0,-1,PVD,PIT,467,10,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1506,1500,1638,1639,US,511,N389,92,99,80,-1,6,PVD,PIT,467,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1459,1500,1630,1639,US,511,N349,91,99,77,-9,-1,PVD,PIT,467,5,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1456,1500,1635,1639,US,511,N586,99,99,81,-4,-4,PVD,PIT,467,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1500,1500,1633,1639,US,511,N341,93,99,78,-6,0,PVD,PIT,467,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1455,1500,1643,1639,US,511,N338,108,99,82,4,-5,PVD,PIT,467,14,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1455,1500,1638,1639,US,511,N517A,103,99,82,-1,-5,PVD,PIT,467,8,13,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,23,2,2054,2100,2142,2154,US,525,N409,48,54,32,-12,-6,CLT,MYR,156,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,2058,2100,2201,2154,US,525,N435,63,54,28,7,-2,CLT,MYR,156,5,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,2056,2100,2158,2154,US,525,N421,62,54,27,4,-4,CLT,MYR,156,5,30,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,2059,2100,2142,2154,US,525,N413,43,54,28,-12,-1,CLT,MYR,156,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,2057,2100,2139,2154,US,525,N433,42,54,29,-15,-3,CLT,MYR,156,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,2056,2100,2145,2154,US,525,N422,49,54,29,-9,-4,CLT,MYR,156,4,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,2056,2100,2147,2154,US,525,N404,51,54,34,-7,-4,CLT,MYR,156,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,2218,2100,2318,2154,US,525,N420,60,54,40,84,78,CLT,MYR,156,8,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,2105,2100,2200,2154,US,525,N425,55,54,27,6,5,CLT,MYR,156,6,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1850,1855,1941,1953,US,526,N863,51,58,40,-12,-5,ELM,PIT,208,6,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1852,1855,1947,1953,US,526,N886,55,58,38,-6,-3,ELM,PIT,208,7,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1846,1855,1944,1953,US,526,N893,58,58,42,-9,-9,ELM,PIT,208,7,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,NA,1855,NA,1953,US,526,NKNO,NA,58,NA,NA,NA,ELM,PIT,208,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1946,1855,2106,1953,US,526,#NAME?,80,58,67,73,51,ELM,PIT,208,7,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1853,1855,1946,1955,US,526,N860,53,60,43,-9,-2,ELM,PIT,208,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1934,1855,2031,1955,US,526,N883,57,60,39,36,39,ELM,PIT,208,6,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1853,1855,1955,1955,US,526,N868,62,60,41,0,-2,ELM,PIT,208,6,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1849,1855,1938,1955,US,526,N856,49,60,39,-17,-6,ELM,PIT,208,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1854,1855,1943,1955,US,526,N852,49,60,39,-12,-1,ELM,PIT,208,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1846,1855,1931,1955,US,526,N856,45,60,35,-24,-9,ELM,PIT,208,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1850,1855,1949,1955,US,526,N850,59,60,45,-6,-5,ELM,PIT,208,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1846,1855,1949,1955,US,526,N899,63,60,44,-6,-9,ELM,PIT,208,9,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1903,1855,1959,1955,US,526,N896,56,60,43,4,8,ELM,PIT,208,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1853,1855,2003,1955,US,526,N852,70,60,42,8,-2,ELM,PIT,208,3,25,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1853,1855,1950,1955,US,526,N853,57,60,44,-5,-2,ELM,PIT,208,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,1855,NA,1955,US,526,NKNO,NA,60,NA,NA,NA,ELM,PIT,208,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1848,1855,1940,1955,US,526,N857,52,60,39,-15,-7,ELM,PIT,208,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1847,1855,1939,1955,US,526,N860,52,60,40,-16,-8,ELM,PIT,208,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1849,1855,1940,1955,US,526,N892,51,60,42,-15,-6,ELM,PIT,208,4,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1851,1855,1940,1955,US,526,N855,49,60,40,-15,-4,ELM,PIT,208,4,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,NA,1855,NA,1955,US,526,NKNO,NA,60,NA,NA,NA,ELM,PIT,208,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1853,1855,1945,1955,US,526,N855,52,60,42,-10,-2,ELM,PIT,208,5,5,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1848,1855,1943,1955,US,526,N896,55,60,45,-12,-7,ELM,PIT,208,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1853,1855,1943,1955,US,526,N882,50,60,39,-12,-2,ELM,PIT,208,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1848,1855,1942,1955,US,526,N850,54,60,40,-13,-7,ELM,PIT,208,7,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1850,1855,1942,1955,US,526,N865,52,60,41,-13,-5,ELM,PIT,208,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1737,1748,1801,1811,US,526,N863,24,23,12,-10,-11,ITH,ELM,32,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1747,1748,1817,1811,US,526,N886,30,23,11,6,-1,ITH,ELM,32,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1739,1748,1801,1811,US,526,N893,22,23,11,-10,-9,ITH,ELM,32,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,NA,1748,NA,1811,US,526,NKNO,NA,23,NA,NA,NA,ITH,ELM,32,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1906,1748,1926,1811,US,526,#NAME?,20,23,9,75,78,ITH,ELM,32,5,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1738,1748,1759,1812,US,526,N860,21,24,11,-13,-10,ITH,ELM,32,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1747,1748,1821,1812,US,526,N883,34,24,16,9,-1,ITH,ELM,32,3,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1741,1748,1803,1812,US,526,N868,22,24,11,-9,-7,ITH,ELM,32,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1742,1748,1809,1812,US,526,N856,27,24,12,-3,-6,ITH,ELM,32,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1742,1748,1803,1812,US,526,N852,21,24,9,-9,-6,ITH,ELM,32,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1739,1748,1801,1812,US,526,N856,22,24,10,-11,-9,ITH,ELM,32,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1742,1748,1804,1812,US,526,N850,22,24,10,-8,-6,ITH,ELM,32,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1741,1748,1803,1812,US,526,N899,22,24,11,-9,-7,ITH,ELM,32,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1823,1748,1848,1812,US,526,N896,25,24,13,36,35,ITH,ELM,32,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1742,1748,1824,1812,US,526,N852,42,24,17,12,-6,ITH,ELM,32,5,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,18,4,1740,1748,1759,1812,US,526,N853,19,24,9,-13,-8,ITH,ELM,32,4,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,NA,1748,NA,1812,US,526,NKNO,NA,24,NA,NA,NA,ITH,ELM,32,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1739,1748,1806,1812,US,526,N857,27,24,12,-6,-9,ITH,ELM,32,5,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1747,1748,1812,1812,US,526,N860,25,24,12,0,-1,ITH,ELM,32,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1743,1748,1807,1812,US,526,N892,24,24,11,-5,-5,ITH,ELM,32,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1737,1748,1800,1812,US,526,N855,23,24,11,-12,-11,ITH,ELM,32,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1738,1748,1802,1812,US,526,N890,24,24,10,-10,-10,ITH,ELM,32,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1741,1748,1803,1812,US,526,N855,22,24,11,-9,-7,ITH,ELM,32,4,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1742,1748,1805,1812,US,526,N896,23,24,11,-7,-6,ITH,ELM,32,5,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1740,1748,1759,1812,US,526,N882,19,24,9,-13,-8,ITH,ELM,32,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1739,1748,1803,1812,US,526,N850,24,24,11,-9,-9,ITH,ELM,32,4,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1738,1748,1811,1812,US,526,N865,33,24,10,-1,-10,ITH,ELM,32,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1620,1605,1714,1705,US,526,N863,54,60,43,9,15,PIT,ITH,239,3,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1629,1605,1727,1705,US,526,N886,58,60,46,22,24,PIT,ITH,239,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1617,1605,1706,1705,US,526,N893,49,60,39,1,12,PIT,ITH,239,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,NA,1605,NA,1705,US,526,NKNO,NA,60,NA,NA,NA,PIT,ITH,239,0,0,1,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1745,1605,1849,1705,US,526,#NAME?,64,60,40,104,100,PIT,ITH,239,4,20,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1603,1605,1656,1705,US,526,N889,53,60,40,-9,-2,PIT,ITH,239,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1606,1605,1700,1706,US,526,N860,54,61,42,-6,1,PIT,ITH,239,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1628,1605,1729,1706,US,526,N883,61,61,46,23,23,PIT,ITH,239,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1605,1605,1707,1706,US,526,N868,62,61,48,1,0,PIT,ITH,239,2,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1601,1605,1656,1706,US,526,N856,55,61,41,-10,-4,PIT,ITH,239,4,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1618,1605,1724,1706,US,526,N852,66,61,47,18,13,PIT,ITH,239,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,12,5,1603,1605,1657,1706,US,526,N856,54,61,41,-9,-2,PIT,ITH,239,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,13,6,1606,1605,1702,1706,US,526,N883,56,61,42,-4,1,PIT,ITH,239,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,14,7,1607,1605,1705,1706,US,526,N850,58,61,39,-1,2,PIT,ITH,239,5,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,15,1,1605,1605,1657,1706,US,526,N899,52,61,42,-9,0,PIT,ITH,239,3,7,0,NA,0,NA,NA,NA,NA,NA -2001,1,16,2,1700,1605,1800,1706,US,526,N896,60,61,42,54,55,PIT,ITH,239,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,17,3,1609,1605,1717,1706,US,526,N852,68,61,47,11,4,PIT,ITH,239,3,18,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,24,3,1511,1515,1553,1606,US,585,N704,42,51,28,-13,-4,CLT,MYR,156,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1510,1515,1600,1606,US,585,N743,50,51,30,-6,-5,CLT,MYR,156,3,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1534,1515,1619,1606,US,585,N727,45,51,29,13,19,CLT,MYR,156,2,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1514,1515,1600,1606,US,585,N769,46,51,30,-6,-1,CLT,MYR,156,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1513,1515,1607,1606,US,585,N764,54,51,28,1,-2,CLT,MYR,156,4,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1514,1515,1556,1606,US,585,N745,42,51,30,-10,-1,CLT,MYR,156,4,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1512,1515,1546,1606,US,585,N748,34,51,25,-20,-3,CLT,MYR,156,3,6,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1514,1515,1600,1606,US,585,N762,46,51,30,-6,-1,CLT,MYR,156,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1112,1114,1424,1431,US,585,N765,132,137,116,-7,-2,MSP,CLT,930,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1110,1114,1434,1431,US,585,N732,144,137,119,3,-4,MSP,CLT,930,3,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1111,1114,1424,1431,US,585,N748,133,137,110,-7,-3,MSP,CLT,930,6,17,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1112,1114,1410,1431,US,585,N717,118,137,105,-21,-2,MSP,CLT,930,3,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1120,1114,1426,1431,US,585,N729,126,137,101,-5,6,MSP,CLT,930,4,21,0,NA,0,NA,NA,NA,NA,NA -2001,1,6,6,1109,1114,1412,1431,US,585,N708,123,137,106,-19,-5,MSP,CLT,930,5,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,1115,1114,1435,1431,US,585,N727,140,137,112,4,1,MSP,CLT,930,6,22,0,NA,0,NA,NA,NA,NA,NA -2001,1,8,1,1111,1114,1430,1431,US,585,N762,139,137,120,-1,-3,MSP,CLT,930,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,9,2,1108,1114,1421,1431,US,585,N741,133,137,119,-10,-6,MSP,CLT,930,3,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,10,3,1112,1114,1426,1431,US,585,N747,134,137,113,-5,-2,MSP,CLT,930,3,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,11,4,1112,1114,1432,1431,US,585,N769,140,137,116,1,-2,MSP,CLT,930,3,21,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,21,7,1140,1114,1456,1431,US,585,N728,136,137,113,25,26,MSP,CLT,930,4,19,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1107,1114,1418,1431,US,585,N700,131,137,115,-13,-7,MSP,CLT,930,3,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1107,1114,1418,1431,US,585,N725,131,137,115,-13,-7,MSP,CLT,930,4,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1105,1114,1409,1431,US,585,N704,124,137,112,-22,-9,MSP,CLT,930,3,9,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1104,1114,1408,1431,US,585,N743,124,137,108,-23,-10,MSP,CLT,930,2,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1109,1114,1500,1431,US,585,N727,171,137,113,29,-5,MSP,CLT,930,5,53,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1107,1114,1418,1431,US,585,N769,131,137,112,-13,-7,MSP,CLT,930,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1105,1114,1414,1431,US,585,N764,129,137,112,-17,-9,MSP,CLT,930,3,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1107,1114,1422,1431,US,585,N745,135,137,115,-9,-7,MSP,CLT,930,5,15,0,NA,0,NA,NA,NA,NA,NA 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-2001,1,18,4,1738,1652,1849,1756,US,690,N511A,71,64,42,53,46,ATL,CLT,227,6,23,0,NA,0,NA,NA,NA,NA,NA -2001,1,19,5,1811,1652,1917,1756,US,690,N442,66,64,42,81,79,ATL,CLT,227,8,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,20,6,1701,1652,1801,1756,US,690,N375,60,64,40,5,9,ATL,CLT,227,6,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,21,7,1655,1652,1806,1756,US,690,N521A,71,64,43,10,3,ATL,CLT,227,10,18,0,NA,0,NA,NA,NA,NA,NA -2001,1,22,1,1656,1652,1757,1756,US,690,N446,61,64,41,1,4,ATL,CLT,227,9,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,23,2,1652,1652,1759,1756,US,690,N393,67,64,46,3,0,ATL,CLT,227,5,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,24,3,1657,1652,1754,1756,US,690,N445,57,64,44,-2,5,ATL,CLT,227,5,8,0,NA,0,NA,NA,NA,NA,NA -2001,1,25,4,1659,1652,1802,1756,US,690,N339,63,64,46,6,7,ATL,CLT,227,4,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,26,5,1654,1652,1801,1756,US,690,N375,67,64,44,5,2,ATL,CLT,227,8,15,0,NA,0,NA,NA,NA,NA,NA -2001,1,27,6,1650,1652,1749,1756,US,690,N334,59,64,41,-7,-2,ATL,CLT,227,5,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,28,7,1658,1652,1752,1756,US,690,N429,54,64,39,-4,6,ATL,CLT,227,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,29,1,1651,1652,1751,1756,US,690,N340,60,64,38,-5,-1,ATL,CLT,227,6,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,30,2,1713,1652,1814,1756,US,690,N523A,61,64,42,18,21,ATL,CLT,227,6,13,0,NA,0,NA,NA,NA,NA,NA -2001,1,31,3,1713,1652,1812,1756,US,690,N384,59,64,41,16,21,ATL,CLT,227,8,10,0,NA,0,NA,NA,NA,NA,NA -2001,1,1,1,1908,1850,2009,1954,US,690,N300A,61,64,42,15,18,CLT,ORF,290,3,16,0,NA,0,NA,NA,NA,NA,NA -2001,1,2,2,1936,1850,2039,1954,US,690,N375,63,64,45,45,46,CLT,ORF,290,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,3,3,1851,1850,1955,1954,US,690,N335,64,64,46,1,1,CLT,ORF,290,4,14,0,NA,0,NA,NA,NA,NA,NA -2001,1,4,4,1910,1850,2008,1954,US,690,N387,58,64,43,14,20,CLT,ORF,290,3,12,0,NA,0,NA,NA,NA,NA,NA -2001,1,5,5,1855,1850,1959,1954,US,690,N508A,64,64,49,5,5,CLT,ORF,290,4,11,0,NA,0,NA,NA,NA,NA,NA -2001,1,7,7,2032,1850,2123,1956,US,690,N441,51,66,42,87,102,CLT,ORF,290,3,6,0,NA,0,NA,NA,NA,NA,NA 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--git a/packages/perspective/bench/html/benchmark.html b/packages/perspective/bench/html/benchmark.html new file mode 100644 index 0000000000..d72fe8d35b --- /dev/null +++ b/packages/perspective/bench/html/benchmark.html @@ -0,0 +1,42 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/packages/perspective/bench/js/bench.js b/packages/perspective/bench/js/bench.js new file mode 100644 index 0000000000..1629e18908 --- /dev/null +++ b/packages/perspective/bench/js/bench.js @@ -0,0 +1,68 @@ +/****************************************************************************** + * + * Copyright (c) 2017, the Perspective Authors. + * + * This file is part of the Perspective library, distributed under the terms of + * the Apache License 2.0. The full license can be found in the LICENSE file. + * + */ + +const puppeteer = require("puppeteer"); +const fs = require("fs"); +const path = require("path"); + +const multi_template = (xs, ...ys) => ys[0].map((y, i) => [y, xs.reduce((z, x, ix) => (ys[ix] ? z + x + ys[ix][i] : z + x), "")]); + +const UNPKG_VERSIONS = ["0.2.0", "0.2.1", "0.2.2", "0.2.3", "0.2.4", "0.2.5", "0.2.6", "0.2.7", "0.2.8", "0.2.9", "0.2.10"]; +const UNPKG_URLS = multi_template`https://unpkg.com/@jpmorganchase/perspective@${UNPKG_VERSIONS}/build/perspective.js`; + +const OLD_FORMAT_UNPKG_VERSIONS = ["0.2.0-beta.3"]; +const OLD_FORMAT_UNPKG_URLS = multi_template`https://unpkg.com/@jpmorganchase/perspective-examples@${OLD_FORMAT_UNPKG_VERSIONS}/build/perspective.js`; + +const URLS = [].concat(OLD_FORMAT_UNPKG_URLS, UNPKG_URLS, [["master", "http://localhost:8080/perspective.js"]]); + +const RUN_TEST = fs.readFileSync(path.join(__dirname, "browser_runtime.js")).toString(); + +async function run_version(browser, url) { + let page = await browser.newPage(); + page.on("console", msg => console.log(` -> ${msg.text()}`)); + page.on("pageerror", msg => console.log(` -> ${msg.message}`)); + + await page.setContent(``); + await page.waitFor(() => window.hasOwnProperty("perspective")); + + let results = await page.evaluate(async () => await window.run_test()); + await page.close(); + + return results; +} + +function transpose(json) { + const obj = {}; + for (let key of Object.keys(json[0])) { + obj[key] = json.map(x => x[key]); + } + return obj; +} + +async function run() { + let data = [], + version_index = 1; + for (let [version, url] of URLS) { + let browser = await puppeteer.launch({ + headless: true, + args: ["--no-sandbox"] + }); + console.log(`Running v${version} (${url})`); + let bins = await run_version(browser, url); + bins = bins.map(result => ({...result, version, version_index})); + version_index++; + data = data.concat(bins); + fs.writeFileSync(path.join(__dirname, "..", "..", "build", "benchmark.json"), JSON.stringify(transpose(data))); + fs.writeFileSync(path.join(__dirname, "..", "..", "build", "benchmark.html"), fs.readFileSync(path.join(__dirname, "..", "html", "benchmark.html")).toString()); + + await browser.close(); + } +} + +run(); diff --git a/packages/perspective/bench/js/benchmark.js b/packages/perspective/bench/js/benchmark.js deleted file mode 100644 index bb7eae25c3..0000000000 --- a/packages/perspective/bench/js/benchmark.js +++ /dev/null @@ -1,309 +0,0 @@ -/****************************************************************************** - * - * Copyright (c) 2017, the Perspective Authors. - * - * This file is part of the Perspective library, distributed under the terms of - * the Apache License 2.0. The full license can be found in the LICENSE file. - * - */ - -import perspective from "../../src/js/perspective.node.js"; -const { performance } = require('perf_hooks'); -const fs = require("fs"); -const process = require('process'); -const os = require('os'); - -const FACTOR = 4; - -import {histogram} from "d3-array"; - -String.prototype.hashCode = function(){ - var hash = 0; - if (this.length == 0) return hash; - for (let i = 0; i < this.length; i++) { - let char = this.charCodeAt(i); - hash = ((hash<<5)-hash)+char; - hash = hash & hash; // Convert to 32bit integer - } - return "" + hash; -} - -function numberWithCommas(x) { - return x.toString().replace(/\B(?=(\d{3})+(?!\d))/g, ","); -} - -function print(message, append) { - console.log(message); -} - - -function get_csv(url, callback) { - callback(fs.readFileSync(url).toString()); -} - -var __tests__ = []; -var attempt = 1; - -function test(iterations, f) { - __tests__.push([iterations, f]); -} - -function run_tests() { - print("Performance suite initiated."); - print(os.platform() + " " + os.release()); - print(os.cpus()[0].model); - print(__tests__.length + " scenarios found."); - setTimeout(_run_tests); -} - -const RESULTS = []; - -function stddev(values) { - var avg = average(values); - - var squareDiffs = values.map(function(value){ - var diff = value - avg; - var sqrDiff = diff * diff; - return sqrDiff; - }); - - var avgSquareDiff = average(squareDiffs); - - var stdDev = Math.sqrt(avgSquareDiff); - return stdDev; -} - -function average(data) { - var sum = data.reduce(function(sum, value){ - return sum + value; - }, 0); - - var avg = sum / data.length; - return avg; -} - -function stats(results) { - const r_avg = average(results); - const r_std = stddev(results); - OLD.data[RESULTS.length] = OLD.data[RESULTS.length] || {avg: Infinity, std: Infinity}; - const old_avg = OLD.data[RESULTS.length].avg; - const old_std = OLD.data[RESULTS.length].std; - let r_avg_diff = ((r_avg - old_avg) / r_avg) * 100; - let r_std_diff = ((r_std - old_std) / r_std) * 100; - r_avg_diff = (r_avg_diff < 0 ? "" : "+") + r_avg_diff.toFixed(2) + "%"; - r_std_diff = (r_std_diff < 0 ? "" : "+") + r_std_diff.toFixed(2) + "%"; - return {r_avg, r_std, r_avg_diff, r_std_diff, old_avg, old_std}; -} - -let HTML = ""; - -const OLD = JSON.parse(fs.readFileSync('bench/results/results.json')); - -function _run_tests() { - - if (__tests__.length === 0) { - print("Performance suite complete."); - const data = JSON.stringify({ - data: RESULTS.map(y => { - let results = y.results; - let {r_avg, r_std, r_avg_diff, r_std_diff, old_avg, old_std} = y.stats; - return { - code: y.code, - bins: histogram().thresholds(100)(results).map(x => ([x.x0, x.length])), - avg: r_avg, - std: r_std, - avg_diff: r_avg_diff, - std_diff: r_std_diff, - old_avg: old_avg, - old_std: old_std - }; - }), - model: os.cpus()[0].model, - release: os.release(), - platform: os.platform() - }); - fs.writeFileSync('build/report.html', HTML.replace("SCRIPT", fs.readFileSync('build/report.js')).replace("RESULTS1", data).replace("OLD1", JSON.stringify(OLD))); - fs.writeFileSync('bench/results/results.json', data); - return; - } - - var f = __tests__[0]; - let iterations = f[0]; - f = f[1]; - __tests__ = __tests__.slice(1); - print("Running scenario " + attempt + (__tests__.length > 0 ? (" (" + __tests__.length + " remaining).") : "")); - attempt ++; - - print(indent(code(f))); - - var x = 0; - var results = []; - var start_all = performance.now(); - var testcase = function() { - var start = performance.now(); - new Promise(f).then(function () { - results.push(performance.now() - start); - try { - process.stdout.clearLine(); // clear current text - process.stdout.cursorTo(0); - process.stdout.write(x + "/" + iterations, false); - } catch (e) { - - } - if (x >= iterations) { - print(""); - print(""); - print("Completed in " + numberWithCommas((performance.now() - start_all).toFixed(3)) + "ms", false); - const r_stats = stats(results); - RESULTS.push({results: results, code: code(f), stats: r_stats}); - let {r_avg, r_std, r_avg_diff, r_std_diff, old_avg, old_std} = r_stats; - print(`avg: ${r_avg.toFixed(2)} (${old_avg.toFixed(2)}) ${r_avg_diff}`); - print(`std: ${r_std.toFixed(2)} (${old_std.toFixed(2)}) ${r_std_diff}`); - print(""); - setTimeout(_run_tests); - } else { - x++; - setTimeout(testcase, 10); - } - }).catch(console.error); - } - setTimeout(testcase); - -} - -function code(f) { - var y = f.toString().match(/function[^{]+\{([\s\S]*)\}$/)[1].replace(/\t/g, ' '); - var indentation = y.split('\n')[1].match(/^[\s\t]*/)[0].length; - var z = y.split('\n').map(function(q) { return q.slice(indentation, q.length); }).join('\n') - return z; -} - -function indent(txt) { - return txt.split('\n').map(x => " " + x).join('\n'); -} - - -get_csv('build/flight_small.csv', function(csv) { - - let table = perspective.table(csv); - - test(50 * FACTOR, function(resolve) { - perspective.table(csv); - resolve(); - }); - - test(500 * FACTOR, function(resolve) { - var view = table.view({ - filter: [["Origin", "contains", "P"]], - aggregate: "count" - }); - view.delete(); - resolve(); - }); - - test(500 * FACTOR, function(resolve) { - var view = table.view({ - filter: [["Origin", "contains", "P"]], - aggregate: "count" - }) - view.to_json({ - end_row: 10 - }).then(function () { - view.delete(); - resolve(); - }); - }); - - test(500 * FACTOR, function(resolve) { - var view = table.view({ - filter: [["Origin", "contains", "P"]], - row_pivot: ['Dest'], - aggregate: "count" - }) - view.to_json().then(function () { - view.delete(); - resolve(); - }); - }); - - test(150 * FACTOR, function(resolve) { - var view = table.view({ - filter: [["Origin", "contains", "P"]], - aggregate: "count" - }) - view.to_json().then(function () { - view.delete(); - resolve(); - }) - }); - - test(150 * FACTOR, function(resolve) { - var view = table.view({ - row_pivot: ['Dest'], - aggregate: "count", - row_pivot_depth: 1, - }) - view.to_json().then(function() { - view.delete(); - resolve(); - }); - }); - - - test(150 * FACTOR, function(resolve) { - var view = table.view({ - row_pivot: ['Dest'], - aggregate: "mean", - row_pivot_depth: 1, - }) - view.to_json().then(function() { - view.delete(); - resolve(); - }); - }); - - // test(500, function(resolve) { - // var table2 = table.add_computed([ - // {column: "Constant", - // type: "number", - // f: () => 0, - // inputs: [], - // } - // ]); - // table2.delete(); - // resolve(); - // }); - - // Arithmetic - // test(500, function(resolve) { - // var table2 = table.add_computed([ - // {column: "Speed", - // type: "number", - // f: (airtime, distance) => airtime/distance, - // inputs: ["AirTime", "Distance"], - // } - // ]); - // table2.delete(); - // resolve(); - // }); - - // // Generate string - // test(500, function(resolve) { - // var table2 = table.add_computed([ - // {column: "Day", - // type: "string", - // f: (x) => { - // let days = ['Sun', 'Mon', 'Tue', 'Wed', 'Thur', 'Fri', 'Sat']; - // return days[x-1]; - // }, - // inputs: ["DayOfWeek"], - // } - // ]); - // table2.delete(); - // resolve(); - // }); - - run_tests(); -}); - -//}); \ No newline at end of file diff --git a/packages/perspective/bench/js/browser_runtime.js b/packages/perspective/bench/js/browser_runtime.js new file mode 100644 index 0000000000..871b21046b --- /dev/null +++ b/packages/perspective/bench/js/browser_runtime.js @@ -0,0 +1,137 @@ +/****************************************************************************** + * + * Copyright (c) 2017, the Perspective Authors. + * + * This file is part of the Perspective library, distributed under the terms of + * the Apache License 2.0. The full license can be found in the LICENSE file. + * + */ + +const CSV = "https://unpkg.com/@jpmorganchase/perspective-examples@0.2.0-beta.2/build/superstore.csv"; +const ARROW = "https://unpkg.com/@jpmorganchase/perspective-examples@0.2.0-beta.2/build/superstore.arrow"; + +const ITERATIONS = 50; + +const AGG_OPTIONS = [[{column: "Sales", op: "sum"}], [{column: "State", op: "dominant"}], [{column: "Order Date", op: "dominant"}]]; + +const COLUMN_PIVOT_OPTIONS = [[], ["Sub-Category"]]; + +const ROW_PIVOT_OPTIONS = [[], ["State"], ["State", "City"]]; + +async function* run_table_cases(worker, data, test) { + console.log(`Benchmarking \`${test}\``); + for (let x = 0; x < ITERATIONS; x++) { + const start = performance.now(); + const table = worker.table(data.slice ? data.slice() : data); + await table.size(); + yield { + test, + time: performance.now() - start, + method: test, + row_pivot: "n/a", + column_pivot: "n/a", + aggregate: "n/a" + }; + await table.delete(); + } +} + +async function* run_view_cases(table, config) { + const token = to_name(config); + const test = `view(${JSON.stringify(token)})`; + console.log(`Benchmarking \`${test}\``); + for (let x = 0; x < ITERATIONS; x++) { + const start = performance.now(); + const view = table.view(config); + await view.num_rows(); + yield { + test, + time: performance.now() - start, + method: "view()", + ...token + }; + await view.delete(); + } +} + +async function* run_to_format_cases(table, config, format) { + const token = to_name(config); + const name = `view(${JSON.stringify(token)})`; + + const view = table.view(config); + await view.schema(); + + console.log(`Benchmarking \`${name}.${format}()\``); + for (let x = 0; x < ITERATIONS; x++) { + const start = performance.now(); + await view[format](); + yield { + time: performance.now() - start, + test: `${format}(${name})`, + method: `${format}()`, + ...token + }; + } + + await view.delete(); +} + +async function initialize() { + let req1 = fetch(CSV), + req2 = fetch(ARROW); + console.log("Downloading CSV"); + let content = await req1; + let csv = await content.text(); + console.log("Downloading Arrow"); + content = await req2; + let arrow = await content.arrayBuffer(); + return {csv, arrow}; +} + +function to_name({aggregate, row_pivot, column_pivot}) { + return { + aggregate: {Sales: "number", "Order Date": "datetime", State: "string"}[aggregate[0].column], + row_pivot: row_pivot.join("/") || "-", + column_pivot: column_pivot.join("/") || "-" + }; +} + +const wait_for_perspective = () => new Promise(resolve => window.addEventListener("perspective-ready", resolve)); + +async function* run_all_cases() { + const worker = window.perspective.worker(); + await wait_for_perspective(); + const {csv, arrow} = await initialize(); + + yield* run_table_cases(worker, csv, "table(csv)"); + yield* run_table_cases(worker, arrow, "table(arrow)"); + + const table = worker.table(arrow); + await table.schema(); + + for (const aggregate of AGG_OPTIONS) { + for (const row_pivot of ROW_PIVOT_OPTIONS) { + for (const column_pivot of COLUMN_PIVOT_OPTIONS) { + const config = {aggregate, row_pivot, column_pivot}; + + yield* run_view_cases(table, config); + yield* run_to_format_cases(table, config, "to_json"); + yield* run_to_format_cases(table, config, "to_columns"); + } + } + } +} + +async function run_test() { + perspective = perspective.default || perspective; + try { + let results = []; + for await (let c of run_all_cases()) { + results.push(c); + } + return results; + } catch (e) { + console.error(e.message); + return []; + } +} diff --git a/packages/perspective/bench/js/report.js b/packages/perspective/bench/js/report.js deleted file mode 100644 index 6fcd842908..0000000000 --- a/packages/perspective/bench/js/report.js +++ /dev/null @@ -1,132 +0,0 @@ -/****************************************************************************** - * - * Copyright (c) 2017, the Perspective Authors. - * - * This file is part of the Perspective library, distributed under the terms of - * the Apache License 2.0. The full license can be found in the LICENSE file. - * - */ - -import "!!style-loader!css-loader!less-loader!../less/benchmark.less"; - -import CodeMirror from 'codemirror'; -import '!!style-loader!css-loader!codemirror/lib/codemirror.css'; -import '!!style-loader!css-loader!codemirror/theme/eclipse.css'; -import 'codemirror/mode/javascript/javascript.js'; - -import Chart from "chart.js"; - -String.prototype.hashCode = function(){ - var hash = 0; - if (this.length == 0) return hash; - for (let i = 0; i < this.length; i++) { - let char = this.charCodeAt(i); - hash = ((hash<<5)-hash)+char; - hash = hash & hash; // Convert to 32bit integer - } - return "" + hash; -} - -function numberWithCommas(x) { - return x.toString().replace(/\B(?=(\d{3})+(?!\d))/g, ","); -} - -function print(message, append) { - if (append === undefined) {append = true;} - if ((typeof message) === "string") { - console.log(message); - var desc = document.createElement("div"); - desc.className = "content" - desc.innerHTML = message; - message = desc; - } - if (!append) { - document.body.removeChild(document.body.children[document.body.children.length - 1]); - } - document.body.appendChild(message); -} - -function code(f) { - var desc = document.createElement("textarea"); - desc.innerHTML = f; - document.body.appendChild(desc); - var editor = CodeMirror.fromTextArea(desc, { - theme: 'eclipse', - mode: 'javascript', - lineNumbers: true, - viewportMargin: Infinity, - scrollbarStyle: "null" - }); -} - -function draw(canvas, bins, bins2) { - - var myLineChart = new Chart(canvas, { - type: 'line', - data: { - datasets: [{ - label: "Current", - data: bins.map(function(x) { return {x: x[0], y: x[1]} }), - backgroundColor: 'rgba(255, 99, 132, 0.2)', - borderColor: 'rgba(255,99,132,1)', - borderWidth: 2, - // fill: 'origin' - },{ - label: "Previous", - data: (bins2 || []).map(function(x) { return {x: x[0], y: x[1]} }), - backgroundColor: 'rgba(99, 255, 132, 0.2)', - borderColor: 'rgba(99,255,132,1)', - borderWidth: 2, - // fill: 'origin' - }] - }, - options: { - responsive: true, - maintainAspectRatio: false, - animation: { - duration: 0, - }, - scales: { - xAxes: [{ - type: 'linear', - position: 'bottom' - }], - yAxes: [{ - ticks: { - beginAtZero:true - } - }] - } - } - }); -} - -window.addEventListener('load', function () { - print("Performance Report"); - print(""); - print(window.__RESULTS__.platform + " " + window.__RESULTS__.release); - print(window.__RESULTS__.model); - print(""); - for (let r in window.__RESULTS__.data) { - let result = window.__RESULTS__.data[r]; - let old = window.__OLD__.data[r] || {bins: []}; - old.avg = old.avg || Infinity; - old.std = old.std || Infinity; - print(`Scenario ${parseInt(r) + 1}`); - code(result.code); - print(` avg: ${result.avg.toFixed(2)} (${old.avg.toFixed(2)}) ${result.avg_diff}`); - print(` std: ${result.std.toFixed(2)} (${old.std.toFixed(2)}) ${result.std_diff}`); - var canvas = document.createElement('canvas'); - var div = document.createElement('div'); - canvas.setAttribute('width', 400); - canvas.setAttribute('height', 400); - div.appendChild(canvas); - - div.className = "histogram"; - draw(canvas, result.bins, old.bins); - document.body.appendChild(div); - } - -}) - - diff --git a/packages/perspective/bench/less/benchmark.less b/packages/perspective/bench/less/benchmark.less deleted file mode 100644 index 48abd6b947..0000000000 --- a/packages/perspective/bench/less/benchmark.less +++ /dev/null @@ -1,34 +0,0 @@ -/****************************************************************************** - * - * Copyright (c) 2017, the Perspective Authors. - * - * This file is part of the Perspective library, distributed under the terms of - * the Apache License 2.0. The full license can be found in the LICENSE file. - * - */ - -div.histogram { - width: 600px; - height: 300px; - margin: 20px; - margin-left: 60px; -} - -.CodeMirror { - height: auto !important; - margin: 20px; - margin-left: 60px; - pointer-events: none; -} - -body .CodeMirror-scroll { - height: auto !important; - overflow-x: auto; -} - -.content { - margin-left: 60px; - font-family: monospace; - font-size: 16px; - -} \ No newline at end of file diff --git a/packages/perspective/bench/results/results.json b/packages/perspective/bench/results/results.json deleted file mode 100644 index 346802b65c..0000000000 --- a/packages/perspective/bench/results/results.json +++ /dev/null @@ -1 +0,0 @@ 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newline at end of file diff --git a/packages/perspective/package.json b/packages/perspective/package.json index 33e3ab996e..000c8c505d 100644 --- a/packages/perspective/package.json +++ b/packages/perspective/package.json @@ -1,6 +1,6 @@ { "name": "@jpmorganchase/perspective", - "version": "0.2.10", + "version": "0.2.11", "description": "Perspective.js", "main": "build/perspective.node.js", "browser": "src/js/perspective.parallel.js", @@ -16,21 +16,20 @@ ], "typings": "index.d.ts", "scripts": { - "bench:build": "npm-run-all -p bench:build:*", - "bench:build:benchmark": "webpack --color --config bench/config/benchmark.config.js", - "bench:build:report": "webpack --color --config bench/config/report.config.js", - "bench:build:copy": "cp bench/csv/* build", - "bench:run": "node build/benchmark.js", - "bench": "npm-run-all bench:build bench:run", + "bench": "node ../../scripts/bench.js", "prebuild": "mkdir -p build && CLICOLOR_FORCE=1 yarn compile", "precompile": "mkdir -p obj && mkdir -p ../../obj/", - "compile": "cd ../../obj/ && emcmake cmake ../scripts/ && emmake make -j${PSP_CPU_COUNT-8}", + "compile": "cd ../../obj/ && emcmake cmake ../ && emmake make -j${PSP_CPU_COUNT-8}", + "compile:cpp": "mkdir -p ../../cppbuild && cd ../../cppbuild && cmake ../ -DPSP_WASM_BUILD=0 -DPSP_CPP_BUILD=1 -DPSP_CPP_BUILD_TESTS=1 && make -j${PSP_CPU_COUNT-8}", + "cpp": "npm-run-all build:cpp test:cpp", "postcompile": "node ../../scripts/compile", "build": "npm-run-all build:webpack", + "build:cpp": "npm-run-all compile:cpp", "build:webpack": "npm-run-all -p build:webpack:*", "build:webpack:umd": "webpack --color --config src/config/perspective.config.js", "build:webpack:node": "webpack --color --config src/config/perspective.node.config.js", "docs": "documentation build src/js/perspective.js -f md --shallow > README.md && cp README.md ../../docs/perspective.md", + "test:cpp": "npm-run-all build:cpp && ../../cppbuild/test/psp_test", "test:build": "npm-run-all test:build:copy test:build:webpack", "test:build:copy": "npm-run-all -p test:build:copy:*", "test:build:copy:html": "cp test/html/* build", diff --git a/packages/perspective/src/js/perspective.js b/packages/perspective/src/js/perspective.js index c7d13b320e..1a5a5bb36e 100644 --- a/packages/perspective/src/js/perspective.js +++ b/packages/perspective/src/js/perspective.js @@ -971,13 +971,19 @@ export default function(Module) { if (config.filter) { let schema = this._schema(); - filters = config.filter.map(function(filter) { - if (schema[filter[0]] === "datetime" || schema[filter[0]] === "date") { - return [filter[0], _string_to_filter_op[filter[1]], new DateParser().parse(filter[2])]; - } else { - return [filter[0], _string_to_filter_op[filter[1]], filter[2]]; - } - }); + let isDateFilter = key => schema[key] === "datetime" || schema[key] === "date"; + filters = config.filter + .filter(filter => { + const value = isDateFilter(filter[0]) ? new DateParser().parse(filter[2]) : filter[2]; + return typeof value !== "undefined" && value !== null; + }) + .map(filter => { + if (isDateFilter(filter[0])) { + return [filter[0], _string_to_filter_op[filter[1]], new DateParser().parse(filter[2])]; + } else { + return [filter[0], _string_to_filter_op[filter[1]], filter[2]]; + } + }); if (config.filter_op) { filter_op = _string_to_filter_op[config.filter_op]; } diff --git a/packages/perspective/test/js/constructors.js b/packages/perspective/test/js/constructors.js index 024c47ff44..a4e0aeccd9 100644 --- a/packages/perspective/test/js/constructors.js +++ b/packages/perspective/test/js/constructors.js @@ -462,6 +462,15 @@ module.exports = perspective => { table.delete(); }); + it("Infers correct type for empty string columns", async function() { + var table = perspective.table([{x: "", y: 1}, {x: "", y: 2}, {x: "", y: 3}, {x: "", y: 4}]); + var view = table.view(); + let result = await view.schema(); + expect(result).toEqual({x: "string", y: "integer"}); + view.delete(); + table.delete(); + }); + it.skip("Upgrades integer columns with values beyond max/min_int to float", async function() { const schema = { a: "integer" diff --git a/packages/perspective/test/js/filters.js b/packages/perspective/test/js/filters.js index fc6e88f161..b7c4c3ee2f 100644 --- a/packages/perspective/test/js/filters.js +++ b/packages/perspective/test/js/filters.js @@ -265,6 +265,20 @@ module.exports = perspective => { view.delete(); table.delete(); }); + + it("x == null", async function() { + var table = perspective.table({x: "float", y: "integer"}); + const dataSet = [{x: 3.5, y: 1}, {x: 2.5, y: 1}, {x: null, y: 1}, {x: null, y: 1}, {x: 4.5, y: 2}, {x: null, y: 2}]; + table.update(dataSet); + var view = table.view({ + filter: [["x", ">", null]] + }); + var answer = dataSet; + let result = await view.to_json(); + expect(answer).toEqual(result); + view.delete(); + table.delete(); + }); }); }); }; diff --git a/scripts/CMakeLists.txt b/scripts/CMakeLists.txt deleted file mode 100644 index 7cd8177dd6..0000000000 --- a/scripts/CMakeLists.txt +++ /dev/null @@ -1,201 +0,0 @@ -cmake_minimum_required (VERSION 2.8.11) -project (psp) - -if (NOT DEFINED PSP_WASM_BUILD) - set(PSP_WASM_BUILD ON) -endif() - -set(CMAKE_EXPORT_COMPILE_COMMANDS ON) -include_directories("${CMAKE_SOURCE_DIR}/../src/include") - -if (PSP_WASM_BUILD) - add_definitions(-DPSP_ENABLE_WASM) - set(CMAKE_C_COMPILER emcc) - set(CMAKE_CXX_COMPILER em++) - set(CMAKE_TOOLCHAIN_FILE "$ENV{EMSCRIPTEN_ROOT}/cmake/Modules/Platform/Emscripten.cmake") - set(CMAKE_AR emar) - set(CMAKE_RANLIB emranlib) - set(CMAKE_EXECUTABLE_SUFFIX ".js") - list(APPEND CMAKE_PREFIX_PATH /usr/local) - include_directories("/usr/local/include") - include_directories("/boost_includes") - - set(EXTENDED_FLAGS " \ - --bind \ - --source-map-base ./build/ \ - --memory-init-file 0 \ - -s NO_EXIT_RUNTIME=1 \ - -s NO_FILESYSTEM=1 \ - -s ALLOW_MEMORY_GROWTH=1 \ - -s EXPORTED_FUNCTIONS=\"['_main']\" \ - ") - - if(DEFINED ENV{PSP_DEBUG}) - set(OPT_FLAGS " \ - -O1 \ - -g4 \ - -s SAFE_HEAP=1 \ - -s DISABLE_EXCEPTION_CATCHING=0 \ - -s ASSERTIONS=2 \ - -s DEMANGLE_SUPPORT=1 \ - ") - else() - set(OPT_FLAGS " \ - -O3 \ - -g0 \ - ") - endif() - - set(SYNC_MODE_FLAGS "-s ENVIRONMENT=node -s BINARYEN_ASYNC_COMPILATION=0 -s BINARYEN_METHOD='\"native-wasm\"' -s WASM=1") - set(ASYNC_MODE_FLAGS "-s ENVIRONMENT=worker -s BINARYEN_ASYNC_COMPILATION=1 -s BINARYEN_METHOD='\"native-wasm\"' -s WASM=1") - set(ASMJS_MODE_FLAGS "-s ENVIRONMENT=worker -s LEGACY_VM_SUPPORT=1 -s BINARYEN_ASYNC_COMPILATION=0 -s BINARYEN_METHOD='\"asmjs\"' -Wno-almost-asm -s WASM=0") -else() - if(DEFINED ENV{PSP_DEBUG}) - set(OPT_FLAGS " \ - -O1 \ - -g3 \ - ") - else() - set(OPT_FLAGS " \ - -O3 \ - -g0 \ - ") - endif() - set(SYNC_MODE_FLAGS "") - set(ASYNC_MODE_FLAGS "") - set(ASMJS_MODE_FLAGS "") -endif() - -set(CMAKE_C_FLAGS " \ - ${CMAKE_C_FLAGS} \ - ${EXTENDED_FLAGS} \ - ${OPT_FLAGS} \ -") - -set (SOURCE_FILES -../src/cpp/aggregate.cpp -../src/cpp/aggspec.cpp -../src/cpp/arg_sort.cpp -../src/cpp/base.cpp -../src/cpp/base_impl_linux.cpp -../src/cpp/base_impl_osx.cpp -../src/cpp/base_impl_win.cpp -../src/cpp/build_filter.cpp -#../src/cpp/calc_agg_dtype.cpp -../src/cpp/column.cpp -../src/cpp/comparators.cpp -../src/cpp/compat.cpp -../src/cpp/compat_impl_linux.cpp -../src/cpp/compat_impl_osx.cpp -../src/cpp/compat_impl_win.cpp -../src/cpp/config.cpp -../src/cpp/context_base.cpp -../src/cpp/context_grouped_pkey.cpp -../src/cpp/context_handle.cpp -../src/cpp/context_one.cpp -../src/cpp/context_two.cpp -../src/cpp/context_zero.cpp -../src/cpp/custom_column.cpp -../src/cpp/date.cpp -../src/cpp/dense_nodes.cpp -../src/cpp/dense_tree_context.cpp -../src/cpp/dense_tree.cpp -../src/cpp/dependency.cpp -../src/cpp/extract_aggregate.cpp -../src/cpp/filter.cpp -../src/cpp/flat_traversal.cpp -../src/cpp/gnode.cpp -../src/cpp/gnode_state.cpp -../src/cpp/histogram.cpp -../src/cpp/logtime.cpp -../src/cpp/mask.cpp -../src/cpp/min_max.cpp -../src/cpp/multi_sort.cpp -../src/cpp/none.cpp -../src/cpp/path.cpp -../src/cpp/pivot.cpp -../src/cpp/pool.cpp -../src/cpp/port.cpp -../src/cpp/raii.cpp -../src/cpp/raii_impl_linux.cpp -../src/cpp/raii_impl_osx.cpp -../src/cpp/raii_impl_win.cpp -../src/cpp/range.cpp -../src/cpp/rlookup.cpp -../src/cpp/scalar.cpp -../src/cpp/schema_column.cpp -../src/cpp/schema.cpp -../src/cpp/slice.cpp -../src/cpp/sort_specification.cpp -../src/cpp/sparse_tree.cpp -../src/cpp/sparse_tree_node.cpp -../src/cpp/step_delta.cpp -../src/cpp/storage.cpp -../src/cpp/storage_impl_linux.cpp -../src/cpp/storage_impl_osx.cpp -../src/cpp/storage_impl_win.cpp -../src/cpp/sym_table.cpp -../src/cpp/table.cpp -../src/cpp/time.cpp -../src/cpp/traversal.cpp -../src/cpp/traversal_nodes.cpp -../src/cpp/tree_context_common.cpp -../src/cpp/utils.cpp -../src/cpp/update_task.cpp -../src/cpp/vocab.cpp -) - -set(CMAKE_CXX_FLAGS " -std=c++0x ${CMAKE_CXX_FLAGS} ${CMAKE_C_FLAGS}") - -add_library(psp ${SOURCE_FILES}) -set_target_properties(psp PROPERTIES COMPILE_FLAGS "${ASYNC_MODE_FLAGS}") - -if (PSP_WASM_BUILD) - add_executable(perspective.async ../src/cpp/main.cpp) - target_link_libraries(perspective.async psp "${ASYNC_MODE_FLAGS}") - set_target_properties(perspective.async PROPERTIES COMPILE_FLAGS "${ASYNC_MODE_FLAGS}") - set_target_properties(perspective.async PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") - set_target_properties(perspective.async PROPERTIES OUTPUT_NAME "psp.async") - - add_executable(perspective.sync ../src/cpp/main.cpp) - target_link_libraries(perspective.sync psp "${SYNC_MODE_FLAGS}") - set_target_properties(perspective.sync PROPERTIES COMPILE_FLAGS "${SYNC_MODE_FLAGS}") - set_target_properties(perspective.sync PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") - set_target_properties(perspective.sync PROPERTIES OUTPUT_NAME "psp.sync") - add_dependencies(perspective.sync perspective.async) - - add_executable(perspective.asm ../src/cpp/main.cpp) - target_link_libraries(perspective.asm psp "${ASMJS_MODE_FLAGS}") - set_target_properties(perspective.asm PROPERTIES COMPILE_FLAGS "${ASMJS_MODE_FLAGS}") - set_target_properties(perspective.asm PROPERTIES RUNTIME_OUTPUT_DIRECTORY "./build/") - set_target_properties(perspective.asm PROPERTIES OUTPUT_NAME "psp.asmjs") - add_dependencies(perspective.asm perspective.sync) -endif() - - -function (psp_build_dep name cmake_file) - configure_file(${cmake_file} ${name}-download/CMakeLists.txt) - execute_process(COMMAND ${CMAKE_COMMAND} -G "${CMAKE_GENERATOR}" . - RESULT_VARIABLE result - WORKING_DIRECTORY ${CMAKE_BINARY_DIR}/${name}-download ) - if(result) - message(FATAL_ERROR "CMake step for ${name} failed: ${result}") - endif() - execute_process(COMMAND ${CMAKE_COMMAND} --build . - RESULT_VARIABLE result - WORKING_DIRECTORY ${CMAKE_BINARY_DIR}/${name}-download ) - if(result) - message(FATAL_ERROR "Build step for ${name} failed: ${result}") - endif() - add_subdirectory(${CMAKE_BINARY_DIR}/${name}-src - ${CMAKE_BINARY_DIR}/${name}-build - EXCLUDE_FROM_ALL) -endfunction() - -if (NOT PSP_WASM_BUILD) - ## Build Gtest - ## Perhaps we need this on windows -> set(gtest_force_shared_crt ON CACHE BOOL "" FORCE) - psp_build_dep("googletest" "GTest.txt.in") - psp_build_dep("tbb" "TBB.txt.in") - add_subdirectory(test) -endif() diff --git a/scripts/bench.js b/scripts/bench.js new file mode 100644 index 0000000000..cd91913bed --- /dev/null +++ b/scripts/bench.js @@ -0,0 +1,30 @@ +/****************************************************************************** + * + * Copyright (c) 2017, the Perspective Authors. + * + * This file is part of the Perspective library, distributed under the terms of + * the Apache License 2.0. The full license can be found in the LICENSE file. + * + */ + +const execSync = require("child_process").execSync; + +const execute = cmd => execSync(cmd, {stdio: "inherit"}); + +const args = process.argv.slice(2); + +function docker() { + console.log("Creating puppeteer docker image"); + let cmd = "docker run -it --rm --shm-size=2g -u root -e PACKAGE=${PACKAGE} -v $(pwd):/src -w /src"; + if (process.env.PSP_CPU_COUNT) { + cmd += ` --cpus="${parseInt(process.env.PSP_CPU_COUNT)}.0"`; + } + cmd += " perspective/puppeteer node packages/perspective/bench/js/bench.js"; + return cmd; +} + +try { + execute(docker()); +} catch (e) { + process.exit(1); +} diff --git a/src/cpp/main.cpp b/src/cpp/main.cpp index b90b9d2c11..24a6e36d18 100644 --- a/src/cpp/main.cpp +++ b/src/cpp/main.cpp @@ -909,7 +909,7 @@ column_names(val data, t_int32 format) { t_dtype infer_type(val x, val moment, val candidates) { t_str jstype = x.typeOf().as(); - t_dtype t = t_dtype::DTYPE_FLOAT64; + t_dtype t = t_dtype::DTYPE_STR; if (x.isNull()) { t = t_dtype::DTYPE_NONE; @@ -933,18 +933,21 @@ infer_type(val x, val moment, val candidates) { } else { t = t_dtype::DTYPE_TIME; } - } else if (!val::global("isNaN").call("call", val::object(), val::global("Number").call("call", val::object(), x))) { - t = t_dtype::DTYPE_FLOAT64; - } else if (jstype == "string" && is_valid_date(moment, candidates, x)) { - t = t_dtype::DTYPE_TIME; } else if (jstype == "string") { - t_str lower = x.call("toLowerCase").as(); - if (lower == "true" || lower == "false") { - t = t_dtype::DTYPE_BOOL; + if (is_valid_date(moment, candidates, x)) { + t = t_dtype::DTYPE_TIME; } else { - t = t_dtype::DTYPE_STR; + t_str lower = x.call("toLowerCase").as(); + if (lower == "true" || lower == "false") { + t = t_dtype::DTYPE_BOOL; + } else { + t = t_dtype::DTYPE_STR; + } } - } + } else if (!val::global("isNaN").call("call", val::object(), val::global("Number").call("call", val::object(), x))) { + PSP_COMPLAIN_AND_ABORT("BADLANDS"); + t = t_dtype::DTYPE_FLOAT64; + } return t; } diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt index f28acb81fb..282719b91a 100644 --- a/test/CMakeLists.txt +++ b/test/CMakeLists.txt @@ -1,3 +1,3 @@ add_executable(psp_test psp.cpp) -target_link_libraries(psp_test gtest_main tbb tbbmalloc psp) +target_link_libraries(psp_test gtest_main tbb psp) add_test(NAME psptest COMMAND psp_test) \ No newline at end of file diff --git a/yarn.lock b/yarn.lock index ff76d43992..7462e656b2 100644 --- a/yarn.lock +++ b/yarn.lock @@ -4613,7 +4613,7 @@ fin-hypergrid-grouped-header-plugin@^1.2.4: resolved "https://registry.yarnpkg.com/fin-hypergrid-grouped-header-plugin/-/fin-hypergrid-grouped-header-plugin-1.2.4.tgz#f37bfd00ca3209eb04c27293b5d60deecd3581c9" integrity sha512-Os05E6wSnslkNptZsL11UQAAA9Kfx+GATc4NYoOl/omVntNhaeXe26iLxNBUp+gU3brkuYqJvHzg6mO0VCe8mA== -fin-hypergrid@^3.0.0: +fin-hypergrid@3.2.0: version "3.2.0" resolved "https://registry.yarnpkg.com/fin-hypergrid/-/fin-hypergrid-3.2.0.tgz#6ccb8d2ef29740edbe8939e97a11671f69b94e6b" integrity sha512-Bv9lUrgRigNSWcsrjxO2RTgt+OJwhRwygRAMHw3tctN93J65srue0T2NlP5Q1oCmYsOxUTjteM93qmxQ6GLk1g== @@ -10308,16 +10308,6 @@ typedarray@^0.0.6, typedarray@~0.0.5: resolved "https://registry.yarnpkg.com/typedarray/-/typedarray-0.0.6.tgz#867ac74e3864187b1d3d47d996a78ec5c8830777" integrity sha1-hnrHTjhkGHsdPUfZlqeOxciDB3c= -typeface-open-sans@0.0.54: - version "0.0.54" - resolved "https://registry.yarnpkg.com/typeface-open-sans/-/typeface-open-sans-0.0.54.tgz#20f5b5ea5c7f95d89dc1f8b2d2b1457680129cee" - integrity sha512-w6wOd6EicZdZKf0jSU/K3EzEi3zFgvWQSN7NOpRIQI5KeMWmC5Pg/lqtBVJHB0pRChYRmLdhf4h8ROur0A3JZQ== - -typeface-roboto-mono@0.0.54: - version "0.0.54" - resolved "https://registry.yarnpkg.com/typeface-roboto-mono/-/typeface-roboto-mono-0.0.54.tgz#78e706e0a4158b2b670ed3cdf2269e7a54e671cd" - integrity sha512-UjE3Y4Bk7DRA3m9aCN4pp8OOGFEYbJH2wK1Qj3Xv2TjEqEJo+oEmQcXwnt1/DKSYAWdKxSL3D/4ida7OoBFkwQ== - typescript@=1.0.1: version "1.0.1" resolved "https://registry.yarnpkg.com/typescript/-/typescript-1.0.1.tgz#e8eacde3084a091d3fe29b60ac5862252662a25a"