From a0b5d72a287f0da1e20a6e074ff1af7a8c9cc17d Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Fri, 17 Nov 2023 16:00:10 -0300 Subject: [PATCH 1/8] =?UTF-8?q?Implementa=C3=A7=C3=A3o=20da=20sele=C3=A7?= =?UTF-8?q?=C3=A3o=20de=20entrada=20de=20dados?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- path_file_to_read | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 path_file_to_read diff --git a/path_file_to_read b/path_file_to_read new file mode 100644 index 00000000..e69de29b From fb3a9fe86d545c20e4b54ab84533254838fbccfc Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Fri, 17 Nov 2023 16:05:01 -0300 Subject: [PATCH 2/8] =?UTF-8?q?=20Implementa=C3=A7=C3=A3o=20da=20sele?= =?UTF-8?q?=C3=A7=C3=A3o=20de=20entrada=20de=20dados?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- src/CMakeLists.txt | 2 +- .../target_system/g3t1_1.launch | 7 +- .../target_system/g3t1_2.launch | 7 +- .../target_system/g3t1_3.launch | 7 +- .../target_system/g3t1_4.launch | 7 +- .../target_system/g3t1_5.launch | 7 +- .../target_system/g3t1_6.launch | 7 +- .../component/include/component/Sensor.hpp | 16 ++- .../components/component/src/Sensor.cpp | 117 +++++++++++++++++- .../component/src/g3t1_1/G3T1_1.cpp | 58 ++++----- .../component/src/g3t1_2/G3T1_2.cpp | 46 +++---- .../component/src/g3t1_3/G3T1_3.cpp | 42 +++---- .../component/src/g3t1_4/G3T1_4.cpp | 35 ++++-- .../component/src/g3t1_5/G3T1_5.cpp | 35 ++++-- .../component/src/g3t1_6/G3T1_6.cpp | 35 ++++-- 15 files changed, 294 insertions(+), 134 deletions(-) diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 66dd650a..20168168 120000 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -1 +1 @@ -/opt/ros/melodic/share/catkin/cmake/toplevel.cmake \ No newline at end of file +/opt/ros/noetic/share/catkin/cmake/toplevel.cmake \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_1.launch b/src/sa-bsn/configurations/target_system/g3t1_1.launch index 7b26aea8..c92c3cb0 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_1.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_1.launch @@ -24,7 +24,10 @@ - - + + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_2.launch b/src/sa-bsn/configurations/target_system/g3t1_2.launch index 1dd9a39b..c40de8b2 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_2.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_2.launch @@ -24,7 +24,10 @@ - - + + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_3.launch b/src/sa-bsn/configurations/target_system/g3t1_3.launch index ee571d34..3322795e 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_3.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_3.launch @@ -18,7 +18,10 @@ - - + + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_4.launch b/src/sa-bsn/configurations/target_system/g3t1_4.launch index 9774fb01..f33f1148 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_4.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_4.launch @@ -25,7 +25,10 @@ - - + + diff --git a/src/sa-bsn/configurations/target_system/g3t1_5.launch b/src/sa-bsn/configurations/target_system/g3t1_5.launch index e161e72a..ba32a8a0 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_5.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_5.launch @@ -25,7 +25,10 @@ - - + + diff --git a/src/sa-bsn/configurations/target_system/g3t1_6.launch b/src/sa-bsn/configurations/target_system/g3t1_6.launch index e7402a4d..092fa325 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_6.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_6.launch @@ -18,7 +18,10 @@ - - + + diff --git a/src/sa-bsn/target_system/components/component/include/component/Sensor.hpp b/src/sa-bsn/target_system/components/component/include/component/Sensor.hpp index 8850599f..ad926844 100644 --- a/src/sa-bsn/target_system/components/component/include/component/Sensor.hpp +++ b/src/sa-bsn/target_system/components/component/include/component/Sensor.hpp @@ -4,6 +4,8 @@ #include #include #include +#include +#include #include "archlib/target_system/Component.hpp" #include "archlib/AdaptationCommand.h" @@ -12,6 +14,8 @@ #include "libbsn/resource/Battery.hpp" #include "libbsn/utils/utils.hpp" +#include "services/PatientData.h" + #include #include @@ -34,10 +38,15 @@ class Sensor : public arch::target_system::Component { void reconfigure(const archlib::AdaptationCommand::ConstPtr& msg); void injectUncertainty(const archlib::Uncertainty::ConstPtr& msg); - virtual double collect() = 0; virtual double process(const double &data) = 0; virtual void transfer(const double &data) = 0; + void convert_name(); + virtual double collect() = 0; + double collect_table(); + double collect_real_sensor(); + double collect_simulation(); + protected: bool isActive(); void turnOn(); @@ -46,6 +55,8 @@ class Sensor : public arch::target_system::Component { protected: std::string type; + std::string name_node_sensor; + std::string name_node_sensor_simulation; bool active; int buffer_size; int replicate_collect; @@ -55,7 +66,8 @@ class Sensor : public arch::target_system::Component { bool instant_recharge; bool shouldStart; double cost; - bool connected_sensor; + int connected_sensor; + int line_marker = 0; }; #endif \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/Sensor.cpp b/src/sa-bsn/target_system/components/component/src/Sensor.cpp index 58311b26..fd840494 100644 --- a/src/sa-bsn/target_system/components/component/src/Sensor.cpp +++ b/src/sa-bsn/target_system/components/component/src/Sensor.cpp @@ -26,7 +26,7 @@ int32_t Sensor::run() { ros::Subscriber noise_subs = nh.subscribe("uncertainty_"+ros::this_node::getName(), 10, &Sensor::injectUncertainty, this); ros::Subscriber reconfig_subs = nh.subscribe("reconfigure_"+ros::this_node::getName(), 10, &Sensor::reconfigure, this); - nh.getParam("connect_sensor", connected_sensor); + nh.getParam("connect_sensor_"+ros::this_node::getName(), connected_sensor); ROS_INFO("Sensor connected = %d", connected_sensor); @@ -142,6 +142,121 @@ void Sensor::turnOff() { active = false; } +double Sensor::collect_simulation(){ + double m_data = -1; + ros::ServiceClient client = handle.serviceClient("getPatientData"); + services::PatientData srv; + + srv.request.vitalSign = name_node_sensor_simulation; + + if (client.call(srv)) { + m_data = srv.response.data; + ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); + } else { + ROS_INFO("error collecting data"); + } + return m_data; +} + +double Sensor::collect_table(){ + double m_data = -1; + + // Get the path to the sensor data file + std::string path_file_to_read = get_current_dir_name(); + path_file_to_read += "/data_to_read/"; + path_file_to_read += name_node_sensor; + path_file_to_read += ".csv"; + + std::ifstream file; + file.open(path_file_to_read); + if(file.is_open()){ + // Search for the next line of the file + std::string line; + std::string csvItem; + int line_number_counter = 0; + bool last_line = 1; + line_marker++; + while (std::getline(file, line)) { + line_number_counter++; + if(line_number_counter == 1){ + m_data = std::stof(line); + } + if(line_number_counter == line_marker) { + m_data = std::stof(line); + std::cout << m_data << std::endl; + last_line = 0; + return m_data; + } + } + if(last_line && m_data != -1){ + ROS_INFO("The end of the data file %s has been reached. Starting reading again", (name_node_sensor+".csv").c_str()); + line_marker = 0; + } + if(m_data == -1){ + ROS_INFO("Could not open the file or the file is empty. Using simulation data"); + connected_sensor = 0; + m_data = collect_simulation(); + } + file.close(); + } + else{ + ROS_INFO("Could not open the file! Using simulation data"); + std::ofstream o(path_file_to_read.c_str()); + connected_sensor = 0; + m_data = collect_simulation(); + } + return m_data; +} + +double Sensor::collect_real_sensor(){ + double m_data = -1; + + std::string res; + ros::ServiceClient client = handle.serviceClient(name_node_sensor); + std_srvs::SetBool srv; + srv.request.data = true; + if (client.call(srv)) { + res = srv.response.message; + m_data = std::stof(res); + ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); + } else { + ROS_INFO("error collecting data"); + } + return m_data; +} + +void Sensor::convert_name() { + std::string node_name = ros::this_node::getName(); + if(node_name == "/g3t1_1"){ + name_node_sensor = "spo2"; + name_node_sensor_simulation = "oxigenation"; + } + else if(node_name == "/g3t1_2"){ + name_node_sensor = "bpm"; + name_node_sensor_simulation = "heart_rate"; + } + else if(node_name == "/g3t1_3"){ + name_node_sensor = "temp"; + name_node_sensor_simulation = "temperature"; + } + else if(node_name == "/g3t1_4"){ + name_node_sensor = "abps"; + name_node_sensor_simulation = "abps"; + } + else if(node_name == "/g3t1_5"){ + name_node_sensor = "abpd"; + name_node_sensor_simulation = "abpd"; + } + else if(node_name == "/g3t1_6"){ + name_node_sensor = "glucose"; + name_node_sensor_simulation = "glucose"; + } + else{ + name_node_sensor = node_name; + name_node_sensor_simulation = node_name; + } +} + /* battery will always recover in 200seconds * * b/s = 100% / 200 seconds = 0.2 %/s diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_1/G3T1_1.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_1/G3T1_1.cpp index e78e27dd..d0768f39 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_1/G3T1_1.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_1/G3T1_1.cpp @@ -5,6 +5,8 @@ #include #include +#include + using namespace bsn::range; using namespace bsn::generator; using namespace bsn::configuration; @@ -21,13 +23,13 @@ G3T1_1::~G3T1_1() {} void G3T1_1::setUp() { Component::setUp(); - + convert_name(); std::string s; std::array ranges; handle.getParam("start", shouldStart); - + { // Configure markov chain std::vector lrs,mrs0,hrs0,mrs1,hrs1; @@ -51,11 +53,11 @@ void G3T1_1::setUp() { { // Configure sensor configuration Range low_range = ranges[2]; - + std::array midRanges; midRanges[0] = ranges[1]; midRanges[1] = ranges[3]; - + std::array highRanges; highRanges[0] = ranges[0]; highRanges[1] = ranges[4]; @@ -76,7 +78,7 @@ void G3T1_1::setUp() { sensorConfig = SensorConfiguration(0, low_range, midRanges, highRanges, percentages); } - + { //Check for instant recharge parameter handle.getParam("instant_recharge", instant_recharge); } @@ -86,37 +88,30 @@ void G3T1_1::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_1::collect() { - - double m_data = 0; - std::string res; - if(connected_sensor) { - ros::ServiceClient client = handle.serviceClient("spo2"); - std_srvs::SetBool srv; - srv.request.data = true; - if (client.call(srv)) { - res = srv.response.message; - m_data = std::stof(res); - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + m_data = collect_real_sensor(); + break; } - } else{ - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "oxigenation"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; } } - battery.consume(BATT_UNIT); cost += BATT_UNIT; @@ -127,7 +122,7 @@ double G3T1_1::collect() { double G3T1_1::process(const double &m_data) { double filtered_data; - + filter.insert(m_data); filtered_data = filter.getValue(); battery.consume(BATT_UNIT*filter.getRange()); @@ -170,6 +165,5 @@ std::string G3T1_1::label(double &risk) { } else { ans = "unknown"; } - return ans; } \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_2/G3T1_2.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_2/G3T1_2.cpp index 55b4fa5a..847713d3 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_2/G3T1_2.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_2/G3T1_2.cpp @@ -18,7 +18,7 @@ G3T1_2::~G3T1_2() {} void G3T1_2::setUp() { Component::setUp(); - + convert_name(); std::array ranges; std::string s; @@ -82,35 +82,29 @@ void G3T1_2::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_2::collect() { - - double m_data = 0; - std::string res; - if(connected_sensor) { - ros::ServiceClient client = handle.serviceClient("bpm"); - std_srvs::SetBool srv; - srv.request.data = true; - if (client.call(srv)) { - res = srv.response.message; - m_data = std::stof(res); - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + m_data = collect_real_sensor(); + break; } - } else{ - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "oxigenation"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; } } - + battery.consume(BATT_UNIT); cost += BATT_UNIT; collected_risk = sensorConfig.evaluateNumber(m_data); diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp index 6c4204bd..caf8a718 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp @@ -84,32 +84,26 @@ void G3T1_3::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_3::collect() { - - double m_data = 0; - std::string res; - if(connected_sensor) { - ros::ServiceClient client = handle.serviceClient("temp"); - std_srvs::SetBool srv; - srv.request.data = true; - if (client.call(srv)) { - res = srv.response.message; - m_data = std::stof(res); - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + m_data = collect_real_sensor(); + break; } - } else{ - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "oxigenation"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; } } diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_4/G3T1_4.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_4/G3T1_4.cpp index a2220f8e..ba903e97 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_4/G3T1_4.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_4/G3T1_4.cpp @@ -20,7 +20,7 @@ G3T1_4::~G3T1_4() {} void G3T1_4::setUp() { Component::setUp(); - + convert_name(); std::array ranges; std::string s; @@ -84,18 +84,29 @@ void G3T1_4::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_4::collect() { - double m_data = 0; - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "abps"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino - Not Implemented + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + ROS_INFO("Function not implemented. Using simulation data"); + connected_sensor = 0; + m_data = collect_simulation(); + break; + } + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; + } } battery.consume(BATT_UNIT); diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_5/G3T1_5.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_5/G3T1_5.cpp index 783228b2..2a428b9a 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_5/G3T1_5.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_5/G3T1_5.cpp @@ -20,7 +20,7 @@ G3T1_5::~G3T1_5() {} void G3T1_5::setUp() { Component::setUp(); - + convert_name(); std::array ranges; std::string s; @@ -84,18 +84,29 @@ void G3T1_5::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_5::collect() { - double m_data = 0; - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "abpd"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino - Not Implemented + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + ROS_INFO("Function not implemented. Using simulation data"); + connected_sensor = 0; + m_data = collect_simulation(); + break; + } + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; + } } battery.consume(BATT_UNIT); diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_6/G3T1_6.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_6/G3T1_6.cpp index c1e619ed..c8bb4891 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_6/G3T1_6.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_6/G3T1_6.cpp @@ -21,7 +21,7 @@ G3T1_6::~G3T1_6() {} void G3T1_6::setUp() { Component::setUp(); - + convert_name(); std::array ranges; std::string s; @@ -85,18 +85,29 @@ void G3T1_6::tearDown() { Component::tearDown(); } +// Method that collects data from the origin and returns a double variable that represents the measured/generated value double G3T1_6::collect() { - double m_data = 0; - ros::ServiceClient client = handle.serviceClient("getPatientData"); - services::PatientData srv; - - srv.request.vitalSign = "glucose"; - - if (client.call(srv)) { - m_data = srv.response.data; - ROS_INFO("new data collected: [%s]", std::to_string(m_data).c_str()); - } else { - ROS_INFO("error collecting data"); + double m_data = -1; + + // Switch that identifies where data entry should originate + // 0 -> Simulation (default) + // 1 -> Real sensors with Arduino - Not Implemented + // 2 -> Table data + switch(connected_sensor){ + case 1:{ + ROS_INFO("Function not implemented. Using simulation data"); + connected_sensor = 0; + m_data = collect_simulation(); + break; + } + case 2:{ + m_data = collect_table(); + break; + } + default:{ + m_data = collect_simulation(); + break; + } } battery.consume(BATT_UNIT); From 77d20dde29d11576ad3984c9ba167a801871e30d Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Mon, 4 Dec 2023 09:56:30 -0300 Subject: [PATCH 3/8] Adding node to detect covid-19 --- .../components/component/CMakeLists.txt | 10 +++++- .../src/covid_detection/covid_detection.py | 32 +++++++++++++++++++ 2 files changed, 41 insertions(+), 1 deletion(-) create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py diff --git a/src/sa-bsn/target_system/components/component/CMakeLists.txt b/src/sa-bsn/target_system/components/component/CMakeLists.txt index 28426f77..64841972 100644 --- a/src/sa-bsn/target_system/components/component/CMakeLists.txt +++ b/src/sa-bsn/target_system/components/component/CMakeLists.txt @@ -4,7 +4,7 @@ PROJECT(component) add_compile_options(-std=c++11) ## Find catkin and any catkin packages -FIND_PACKAGE(catkin REQUIRED COMPONENTS roscpp std_msgs genmsg messages archlib lepton libbsn) +FIND_PACKAGE(catkin REQUIRED COMPONENTS roscpp std_msgs genmsg messages archlib lepton libbsn message_generation) # Export catkin package. CATKIN_PACKAGE( @@ -59,6 +59,14 @@ ADD_EXECUTABLE (g4t1 "${CMAKE_CURRENT_SOURCE_DIR}/apps/g4t1.cpp" ${${PROJECT_NAM TARGET_LINK_LIBRARIES (g4t1 ${catkin_LIBRARIES} ${LIBRARIES}) ADD_DEPENDENCIES(g4t1 messages_generate_messages_cpp) + +## Add folders to be run by python nosetests +# catkin_add_nosetests(test) + +catkin_install_python(PROGRAMS src/covid_detection/covid_detection.py + DESTINATION ${CATKIN_PACKAGE_BIN_DESTINATION} +) + ########################################################################### # Install this project. #INSTALL(TARGETS ${PROJECT_NAME} diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py new file mode 100644 index 00000000..48949baf --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py @@ -0,0 +1,32 @@ +#!/usr/bin/env python +import rospy +from messages import targetsystemdata + +import pickle +import pandas as pd + +def callback(data): + + # Abrir o arquivo pickle e carregar o modelo + with open('src/beginner_tutorials/scripts/model_covid_prediction.pkl', 'rb') as file: + print("Abriu") + model = pickle.load(file) + print("2") + + # Realiza a previsao de um unico caso de teste + rospy.loginfo("trm_data %f" % (data.oxi_data)) + rospy.loginfo("trm_data %f" % (data.ecg_data)) + rospy.loginfo("trm_data C %f" % (data.trm_data)) + rospy.loginfo("trm_data F %f" % ((data.trm_data * 1.8) + 32)) + data_to_test = pd.DataFrame({'Oxygen': data.oxi_data, 'PulseRate': data.ecg_data, 'Temperature': ((data.trm_data * 1.8) + 32)}, index=[0]) + print(model.predict(data_to_test)) + +def listener(): + rospy.init_node('covid_detection_listener', anonymous=True) + rospy.Subscriber("TargetSystemData", dados_bsn, callback) + + # spin() simply keeps python from exiting until this node is stopped + rospy.spin() + +if __name__ == '__main__': + listener() \ No newline at end of file From b375b71aeb9b5210d017e9e2d4219b16137da2e3 Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Thu, 14 Dec 2023 11:48:56 -0300 Subject: [PATCH 4/8] Implantacao do no de deteccao de covid 19 --- .devcontainer/postCreate.sh | 0 bsn.launch | 3 +- data_to_read/bpm.csv | 0 data_to_read/spo2.csv | 0 run_tmux.sh | 0 .../components/component/CMakeLists.txt | 5 ++++ .../src/covid_detection/covid_detection.py | 28 ++++++++++-------- .../model_covid_prediction.pkl | Bin 0 -> 127691 bytes 8 files changed, 23 insertions(+), 13 deletions(-) mode change 100755 => 100644 .devcontainer/postCreate.sh create mode 100644 data_to_read/bpm.csv create mode 100644 data_to_read/spo2.csv mode change 100755 => 100644 run_tmux.sh create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/model_covid_prediction.pkl diff --git a/.devcontainer/postCreate.sh b/.devcontainer/postCreate.sh old mode 100755 new mode 100644 diff --git a/bsn.launch b/bsn.launch index 985aeb1f..780b0c64 100644 --- a/bsn.launch +++ b/bsn.launch @@ -20,6 +20,7 @@ - + + \ No newline at end of file diff --git a/data_to_read/bpm.csv b/data_to_read/bpm.csv new file mode 100644 index 00000000..e69de29b diff --git a/data_to_read/spo2.csv b/data_to_read/spo2.csv new file mode 100644 index 00000000..e69de29b diff --git a/run_tmux.sh b/run_tmux.sh old mode 100755 new mode 100644 diff --git a/src/sa-bsn/target_system/components/component/CMakeLists.txt b/src/sa-bsn/target_system/components/component/CMakeLists.txt index 64841972..5132e38b 100644 --- a/src/sa-bsn/target_system/components/component/CMakeLists.txt +++ b/src/sa-bsn/target_system/components/component/CMakeLists.txt @@ -67,6 +67,11 @@ catkin_install_python(PROGRAMS src/covid_detection/covid_detection.py DESTINATION ${CATKIN_PACKAGE_BIN_DESTINATION} ) +#add_custom_target( +# run ALL +# COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/src/covid_detection/covid_detection.py & +#) + ########################################################################### # Install this project. #INSTALL(TARGETS ${PROJECT_NAME} diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py index 48949baf..d58b49cd 100644 --- a/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py @@ -1,29 +1,33 @@ #!/usr/bin/env python import rospy -from messages import targetsystemdata +from messages.msg import TargetSystemData import pickle import pandas as pd def callback(data): - + caminho = __file__.replace("covid_detection.py", "model_covid_prediction.pkl") # Abrir o arquivo pickle e carregar o modelo - with open('src/beginner_tutorials/scripts/model_covid_prediction.pkl', 'rb') as file: - print("Abriu") + with open(caminho, 'rb') as file: model = pickle.load(file) - print("2") - # Realiza a previsao de um unico caso de teste - rospy.loginfo("trm_data %f" % (data.oxi_data)) - rospy.loginfo("trm_data %f" % (data.ecg_data)) - rospy.loginfo("trm_data C %f" % (data.trm_data)) - rospy.loginfo("trm_data F %f" % ((data.trm_data * 1.8) + 32)) + debug = 0 + if(debug==1): + # Realiza a previsao de um unico caso de teste + rospy.loginfo("oxi_data %f" % (data.oxi_data)) + rospy.loginfo("ecg_data %f" % (data.ecg_data)) + rospy.loginfo("trm_data C %f" % (data.trm_data)) + rospy.loginfo("trm_data F %f" % ((data.trm_data * 1.8) + 32)) data_to_test = pd.DataFrame({'Oxygen': data.oxi_data, 'PulseRate': data.ecg_data, 'Temperature': ((data.trm_data * 1.8) + 32)}, index=[0]) - print(model.predict(data_to_test)) + resultado = model.predict(data_to_test) + if(resultado[0]==1): + rospy.loginfo("The patient's condition was compatible with a suspected case of Covid-19. Please see a doctor.") + else: + rospy.loginfo("The patient's condition appears to be without signs of Covid-19. If you experience any symptoms, consult a doctor") def listener(): rospy.init_node('covid_detection_listener', anonymous=True) - rospy.Subscriber("TargetSystemData", dados_bsn, callback) + rospy.Subscriber("TargetSystemData", TargetSystemData, callback) # spin() simply keeps python from exiting until this node is stopped rospy.spin() diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/model_covid_prediction.pkl b/src/sa-bsn/target_system/components/component/src/covid_detection/model_covid_prediction.pkl new file mode 100644 index 0000000000000000000000000000000000000000..501c5f4bfdcab16bd5cad2a876ce0838c1f581b6 GIT binary patch literal 127691 zcmaf*1=tvWyowa8&z2X`$zX6D@n^dCHO@UWqMb{{>o|EOR8&&WZ2hYvt* z*ghk=#!S|4#DKng_8B#pOOG2f(VhcF3>`3p4@dOdy=%-wyA2pPV!(i|-V==JF|hAm zd-d%aGhyG+qlR^j>Cu1KfZdnw>h-%TRW)XUQNxCG^;&bYej7jg*;PM|8E>7g-aW>Q zKXml}5Se(u@R5Uu3>*4Ch9(_3XvE;5dk!8tueXG*vJ7$PO?|u{rU_ZHDE;7hQILN zm?=i|9lG1Fz50wC)pyi@Uq$F<{BPMh_V^xbKJ&efRGgGew^f1NsjeI&##A(fvn}(J?)K6YLr@@zC9V z7dgGFcXd?PI^*^0I;Lxju7!J#*L#Aax(3ZPrpIoh_9w+$GXAD3cO7@^@1IUEX1s&C zHrZs8-<}suGZkh0J%HbRr!Z6g&%E^M8Z_sip1(RZXkJ|!pOb~gjKBMTIkH-Er25s7b*A~f zoS&}gvFlf(lSFI%Ka>ytAIb;);lE@2FV$5wUbM__swe96dt3Ed^M$Q{`)|x7BS#M( zK5WFO|HatGD^31;D1(>(zd8M1t*!m~;=fy&fI|!TE4C+y(c*eeg6q4{yW2;S=aFepO8l^TKkl zI;;WfK`+<{wubFsC)fpch23E&jD!>5OgIb9f%D*ExDsxHzrxLM7d!{g!;A1TybABa zhwv$U0pG#TFgb;q3Fd%#U;$VN7KSBYb*N!y*adcj0WcW$g5j_?jDQ2-AZXxd7y~E6 zY0w2{z*%q+Tn1Oc^>8=b1CPLS@H)H=@4$QT1x!6*RZR!e!yGUdEC>t1qOce&0jt8A zuoi3ro5CR214hCAa192l_%k*c}GJo-hpdh5g|GXy8aV z29AZ};RHAlPKDFpY&aJ#fQ#W$xDsxIJKzC$6#fp+z^gD8-hp@F1Nay|gD>DK_zotY zsH&!g>0kz!8D@ngU`bdOR)m$I7i#T)!6k4#+zhwCgYYOk z2j9V@EZkGWv@ku)40FKzup+DpYr*=^8#adRU`H4Ld%iuud0b*YM2&gfLUN(SQHkArD0iE1J;DKU}M+E{03tI=BIDh1=mCxE~&X$KY9b9o~Sk z@E&{(-@s2W(G>JHObJuNv@jja26MrDuoNr@E5h2aF02RZ!-lXiYzbS#4zME(gdwm$ z91MrU5pWzF4`;wRa0y%i*T8jfGu#1p!{6W`cm!U6m*91H3*Lo)!GGX0_#D20@8JiS zU`lERQ^RyH1Iz;R!UC`$EC!3iDzGN}5w?fEFaVB#qv1q270!gS;5_&fTnl%=-{1jw z1RjIO;YoNNUV=AZEc^>TfREu5_#D1~FJZi?s%k>$0TaViFcZuSv%uW2I4l9n!dkE% ztPfkj4zME(g?-^bI37-bli^f21I~oA;7@P~TnRTp2Ofq;;Bj~g-h{F6ANUl$fp6hE zm}qL&B$xtbhPk09EC36^!mt#q2}cdclUU5o`>bz^1Sn>-;TE_Z?u5Ic11;PO55Pn47(4?X z!pHCldR8tOS36)nP5@1slQ+uq*U~-C!ULhP`0~ z8~}&HQE(b`!I^L_oDWyQU*UGR6YhZyv~V9h2v5UH@D_Xk-@y;?6a4y6IVDUFGs5i9 z6Bd94VPRMfmWLH!MW|tISQj>ejbR(u83w`LFbejCgW+g65zc^f;S%^WTnX30jc^OJ za4$RzkHgFGA$$&Bz_&0d55UvHEHEp~4s*bqFh48;i^7ty9IOC;fYo6gSPy!^A7KO7 z2sVYSU>oQQyTJh18%DrLI1mnnBj9K_4$gqH;T$+0E`W>S68JOR2)DrwcnjW!vG7m$7(Rjjz!&f}OfVB`3QP^t!Mrd(EC36^60jVs04qW-*Z?+#ZDD)Z z1^U21*b9z>6X6Uv3(kS_;S#tU{tP$59dIYy2Y-hr;5m2^-h{VcEPMdpz|ZgtOfWO^ z0(!tiFbPZsQ^2$^9n1)`!yGUV%nOUaqOce&4$HubuoA2StHT;l!}_o_Yy&&OVAvCe z!Z6qyM!>#sARGdR!*Or|oCv4E>2MaD2baO0;R?74u7$tAU*TrB6>ft^;c0jl-h+R^ zhww3c4d1|b@FPqx3ps#EU{aV2CWk3u2ACCQgV|vYm<#5Cd0|ml5|)J(VHH>vR)aNQ z9q0ucz=qHpwu2p@KMaInus4i=gWym&5{`l6;Y2tc&VdWyLbwbrhwI=*xEXGRJK=9| zFZ>;zhgaZLcpct=|G?+)HGBi(&r19-F-!`R!?Z9R%mg#TEHE1^0E@sfup+DqYr#6O zKJf&urKTf2f%@F5F7@_!trndoD8SHpWq_67%qV;;7Yg_Zi0K@F?bT5hL_+i zcpJvTJMbQS0H4BV@CAGizd$uRy$zGV)G!Ck1q;EVupImW)`az7L)Zj1gDqhj;MHEm ztDaxCeHB}T>et&6%ST1q{F=sU4ww%Xg(YA~SQ%D@)nIj41O5mb!X~g4Yz^DNj?f2o zg?_LX>en=gyUcgoD8Qy7n}nZz~yi~+yuA59dIw)2lvBc@B+LF|Ar6YJNPxY z9xw?^0kgntFgwf*^TUF$Ff0yB!}`z*HibSg3`W36*ar@PL*Z~Z7EXXMa3Wj+SHSgf z2mB2lglFMJcmv*qvG4(W1Ruj^@Duz3lkh%sGMFA_f|+3!m;>g5o-iLQ2#dg?ummg( z%fkw=608lIK|dG(17R@i2}58Q90&))QE&_#3&+EWa1xvXr^97%6cGW1z}NG5|)D%U`1F3R)ck51K0?*fIiR< z`omDz2M&j$;21a-PJq+lT(}UfhHKzPxDOtKr{EcQ3&z5`@Gtl`d;p)of8bO23ciK! z;0G9=2{R$g2s6W+&=cl`Wno2F3H|`RU_;m(wt?+nd)N_nhFzgA41v+G9~=Y+Ljy;` zF>oxL2^Ydua5dZvx4^A%8{7$Z!QIfp{qPt(124lX@EZIB-h{F6A$$TA??WeoiD6Qh z9HxY+U`Ch?W`}uTKA0aChQ(lUSPE8wKfr3RCaeb=KyTO-HiIo-8`u_hfL)DT7!M3m?>;?m24;TV_!Du)b8aN7$f#cw0I2X=`E8%Lm2Cj!&;WoGf zI`9BI2!Dqs;7NE9UV>NPRd@s5f%o7O_zXUWUtluc>rM&N!1OQ!%m{PCBCr&!468v6 z8^fls6YK*0U^f^HLt$?i0SCgda6Fs{C&9^Z2Al)u!k^$mxCpL>YvES74ep1>;0bsN zo`)CVO?V65fp_73_z*sY&*2;R87Ac2a1WRSrhutnI+zt^gSnt5EC36_La+!d0n5Vj zuqvz#>%w}l5o`imK|kmZyTL#h1Vdp2jE4PSe>e~hg2UkmI2w+JF>nf;3a7&va4uX3 zm%3U9$X@GtlZzJYJyJD7-f$CJY3FcnMuduoA2eYrvYYF7$#8pf_v^Tf_FS6YK*0VK*26Ltq%}2S>n>a15LXr$HB-4d=kQ za6ViJ7s17FDO?WM!gX*n+yZyNop2ZY4W5JN;T3ot-iG(!U+_MB0AIil@DuzD74NYp zgBf5Zm<{HF`Cw649F~BUU=3Ik)`1OR6W9zkhpk{6*cJxBFc=O8z(H^%oCxQ`rEmpY z1=qmsa0lE655v>&BD@a&fVbd1_z*sYuizW_7Jh_ZU`ig!riU3}7MKm@f_Y$GSQr+C z#b60o1^xgvtOc9GHn1J+0DYh@^oJp^7wioO!okqM;czUR1gFB;a1NXY*TP@mCipAd z0=L2)a5vlo55sft61)Tdgm>XR_y9hFPvAfB8GH_3!gugJ{0Kk6csz_w0+YjR&=cl? z#bHTU8kT`&VHH>lHh|u+Icx*l!gjDd>;OB%F0d;Mgh8+;421@cgk#_YI1SE#Kf@Jp zC0qs9z_oB4+yb}5Bk&mf9bSRA;B9ypK7}vf2lx>t;eGX#FdfVYGr?RiAIuL6!y>RK zEDlS^xm=SuyJTN~j01LumusAFQOT&t= zCe-jp*a$X(EnyoN0DHnHI0z1gL*Ott9FBo8a4MVu=fHVz0bB?d!zFMTTnSghb?_Is z9&Uh};eL1k9)U;Uad--zffwLKco|-SSK$qK6Fz}Y;T!lKeuQ6OJl>g)4->(}FbPZw zQ@~6x3(N|0!aOi9%m?$sLa+!d1*^bnum-FN>p(Bq5PHL=ur+K8+d&`b3;kg?7ytud zAJ`ubghSvkI0BA>W8oC&g7e`rxE!vAYv4Ax9qxk%;30Sfo`k328F&t!hZo^hcnw~M z_u${~>ksHAgvnq^mRa{JufjjzUHAY#gs;yYQKj;s;!yp(8qhKF65DtN(;Al7& zj)yUD5}XXD!v$~^Tn#tDJ@7ZU7ao8I;bC|jo`F~4HTVa-4gZ4o;otBDd?@W`Q&0ak;xU~O0z)`MQK0c--B!RD|nY!AD@ zt}qCOz-ZVH_J;%DU^o!p z!LTO`fl;tO90&))32-u;0q4O*a0&bwu7um5g@@o#cnqF{7vM#B4gLZDgm>XRcppB5 zZ{ZiHW~I(B0Za%zU=o-H7KFuMaaajfhSgzRSPwRWEnyqj33i5Ep+D>nLtt+h0i)mm zI0z1bL*ZyR8BT-K;XJqyE`}@M2DlM!fm`80_&YoY&%>+mI=l=2f)C&$_!vHc&)_@w z0Vd-m_Y|-cECb8Jim*D=uoi3t8^e~c73=_mVHoTK`@_L-Bpe5)!Rc@&oCD{=1#k`A z0C&Ru@BlmrkHS;%EW7|O!)x#^d!*TgVLF%rW`Vh3UYH*igT-M9SRPh@ zRbdTSA2x;Gemp&mKb78RK>tz0MvVO5e=^;Bf}^_zt$N(r3s1?r>0ke=x2=CWHtYU= zthS5uIM!SKeqQeo;~`&d9^)Zb#dz!a_W!M?-R$@C*6ZW*y3c>hRWV+zAM&27cgNqy zYxQpv*Xw7<6+1iq{&~?GpVzyD9`))^_@{oaYy3Rq8;=o}^0oSR4!`tMy}O1#A*Y`n z)uUbW?$PmT)8F-&?{d9$iFzsDh9Am1UPnH?zS94Qt1(XVym7>(oS$zMacL*jS-nl@ zv9GjShkO&)D_@S`XYt2;8fWsSQeTW~rwac)_gF>$n5Wvf{up`Io_fuHoSV-k{PbKu z#;KoiMxW@1`SIMN{gVT_x($rv3VHic z`?1a_SB3s&qu=EnugyZ|_BJoNtEf93VB%&+iIyKS7CAFtCN^QGM;#jBns)(88c4u6{N z>gc)@@oLAu)i3R}=2L$|zkYkY{#P6RcODw^pXy$PKJ%;|D8F&BS_2GwcE7!*7t^Vgc#d)JY>M_qTZr&=_E5}2B z6Z;n9)P589i#p^TFZ&<;3%iZ;G~{dZ8~IUxqutmSm2>+z>RW}J*VVC}7_a`=&u!RK zzFF`0el!1$*U`6L-zGa*PtUMho44?@&Gj%(k^d_6YA5I4@v{CaAIB!vjmGm--!dNl zI4|_SeC~DOuXfA6MZe?NrhZmWmG0N-al8sYOWnQSIquOq$GLjysJr&mll!x=uhRWX zJ^E8yFYSguO^nytw?Cav%EvrauYNV=!F;L5K1q69Puk><{iA-5+NqO#)y+ID_Y?hb z9ypIu-J2w*y(acQ`r*+&QLZxHIJTaLUgv2Y<6c+C`e1*mzwPe1Db_3Ht-JMgyf$9f zRnOz-I;Nk+uT=Lc{Htr-PC95 zYc~0P-K*2*bD)Z~JX`#8JxudmJIW^{PPxDsnN1tf7vA@C}{qWeteXaPTAF)1YUw!6b9DiMZ z!cY4r=hOM`QM<)|>l=QQ@mR-{_vk)He@a}|C#@${#8s|0ukJ&vw|R(tMPuIWALmP4 zub)lmu`b#v^CHVfKj^=CHgD>2+?JD1fob|2J z`yb_tJ@tki_b1j#ea;u-Dxb$XTpOqT9M1*D^iU8kW;^U^si2Ow6C0c99NHVyFM%L z(d)|k6LI-Ip$b3M>v`7S-9EOlKI$>w);;2?9Z&bK;%D5ijmL4Hm+R=0qQ^eT%Y&ZF|MDLafO_Dsp2_Qf7D;=M;y!N?(_A}{JOq*optoN zFUGBR8|Rh&s4uNc#@|GrHz8O2iF~ThaqkOWU&h_1g@2B>Y27vtMX&xEhx63)@T-b> z=5>v6d0)&jPi?)z&pPF^vR-*S`lnTI9NkZ9 zuN>n(uKvn6ywAkB{#21q_3N+eWY**TMfpmD*x_bvL@hCSaGmArU;JWn;|GsesMXT!~@T<{3^Ppcb-g@qRKjdnU=2LmcqrT>) z`0u_wu2WAN>sXf8|5`td+xNFIuKqf&KjBY)E~t#lJ`8`f?|z^TIgdVXwvMYm@~@nE zu6@4Ko^izY5$f^id*H0c?`y^x*YBj?`(3HCe#U)PJ!O6IzO0;iP2VF|+R6Rqxcj2e z)5f^-SAR-=d_Gc6J>Hi?Pw_W>uh;0W`AqV)`pvs>`8{UXYqalr8FKc6_vI@0d&m|4 zjNA7WNssxc^&{-+XO;Z0AN0d`wdc6!uKy*^$sgsdyX(B;b;vh9N9&JzTnAFzZQ5TM zr|(yD-pYH4(BH(-eOKkU>zki@4Ew$>)t-G-MIScG>2KZ_S?`FiPWpWwbiCvz=8<`8 z^w(q9E1!pc^Prx}^(U@#yovp}@f7{eyU_2r`w-8yTh`Cix7N2#`7z!${3&|OpGQAW z^Go}#!*$qgj6bd0#^?9-ZRpo->wQE&!>;#P?Nup%Uhn7bgUrAFjI%G&Pxo(eu0G%Y zH|D|5Qyp9V^!ozk9oOG{Zhty%K0<%Vm-?J{abDteJ=ae7>HezZOFQm!;@o)sp49U? z^pxM>=!e&Nzf1R}CeH1LTDv~yswec9_ukrb9SAx7*RQf}q&{!c^RoU|X}?!#H_yAU zoAajKI`VJdminaU9midFv%LEX<@856?fH2V^Ui!)ck}9X%9nje%1^nkSr7Y2xfoZ! z^GG`$8|SI@itAhlD)mG@^-sM;kM*)&;yU+-$`^h1dDv~W6a8%b%6q?aypHQ?`^sbJ zaer?9%Q5O+YtLhPA5!$E{s zBaW`m_M7%y54GdC?}a=!uA)EHx5(Rn+7Ex47}t*9qgl6N$A0j7{f~7?Kg>@R&mEO= z+E4Gt%%AI$et2}9^xUI)^Lp*Jt}DsU*7t#*bX zC4T*i^{3cNewF;F$M;t`Uh^Ds>MQHH@^SRJQhzGPqmEu*$9Q>u(ZA@oCi!oijd{-b z(T;w`x%I8ho8um1y!aLSH2b0W8S8+4xc;~e^_oC)g`<44H z^%{4~JLSC2`$ZG+>SrDKu0oI3`8$w0k4HbK$GCm}=DEi<){}Ai%{qqP+HJeJFO+(u zx;yT%v5!)I%|p2#*$?I|)-mO*Z^@5+68Wgo^JDSfbyEGx$GUAk&5ysgZ&O@N_^-Uj z%Jo0=wsG{mdgXY;<^HY2rF`sL954FgzMx+H^w@--jde@E$FQ$_AJT+9uQ#8LYgc{B z>6iBx?K)E*&&#=S_&&tEd5nHgzP3+d-Z|bHU#xF+oO>+mPt?==)M3BG ztDe{osNc{1eL~TzeB@vGk_Y!`A?N4zf0f2dK4V-vzIXEaGVb>y_E}uldNf}tPUmT* zTw2Gx-ng~rd80k+=lvq@SL5^6{Y%)>Zj*kGsvYNx=i1G6RFCW4IPyMU>u1cyets|Zy^kk-ZCbC2p3vW#pX5&ySv{%^t+T=Jzk&A-Txa` z<>$UXk8|}GyV|pkuG=a9mG^h^ANu@W!~Qit-cLO*{bv8f^>x_SAM@Gjf4a|>`1D6T z%12)oIpd1_o0mG|^ZO0$8&93`;6Bi}TJ?lnIoBWkO#PtUBCnma|J2W7&wN?8xZmk_ z$#XY(Q;+hM{-<@m(f=4%UVlq{Lry=P*IutZpDUY)vkw1Vhb#T?nD)2ouha9je$}yV zx7I=ZF^}pP*Dv2ctJl2wUfps1_xGiaSLQ$NgO&Nx|EPPhYaZkCqDT37E-vHtgMDk> zl=pWmaju_D)ZKkTV;*8%GG9$x=X0q3Yrly+w@H5;apbt_u;caGY2D9<9_1?iiE-u4 zbDQfJ{uo#BEA8hS29=#;@M&f7&OsA#Xm7Q@iHF^~TTL zuV(*!u5Zn^eHeBeSHFF3KDC$oyfzMhf1BdfuKpBx_dg-;=jN@%qdwMJ)$4e7 z`@Qm>IsEoIzvuG2F|M>!0g`{n>b3$m_S`u$W%OS}4$*X{VcRbS}$T)#Xv-Nk2Iz8?#F_Ji-e)#K5;mvi+* z9*nOtj;L?rxpsWMOZjo$RWYs}pL5mk{jqiahJNkT>3K~(Wq+9E_1}D&x7457_dQ+{ z@n~1S%}--~lAk5d-R;NXI_;^aO6$FPTvwH^yxu-C9`oN#|N9=Yjr;q%j=8VQM|n;RJ6>1$ zcZJ!0UQe_W^GpAnzg2u*#*NGO68h({yYKI!Ue?$AxIfo#kFGPG7kT&X+Vg0Aw9y}~>-y719c$x?y42P; z#`RM>b?V>l{P+1w{q{q7kC*J0{Z-Q6IIoku``hAQ`0swq`1RZOOGV!KlKQp{JB{mS zwj1lY`pYprmzB7q&y_2AaK4BBN;_#k;B~$aQEzR$`TJ=7*B{r1kayiM4<3EKF7~X0 z{h%KGjec%pTs_{$9XBrb8|B>V()-U=|IJ5Qm+S}impr&$B|pnPA>wcJ-+X8%j_w~y zJj%!Y-TQyB8}@4TXvh6e`rJC2=h6?Uuhgd>&fnsH^p&5hr`6w-hbqRs-lP3cC;uz^ zGvYB`-$&_xIYxfQ@zed4`Ho|LU)p-VHqYU|<3&El;eH_G^~ZIlR*!Y@cY~grFYW7} z<1xQVezfoV6Z0I`yB-!ll0NlVukzd%di~trw>0|i=i1XhkM1|(ym8$3)y`Kx5C83- z*73N%l=1Mtjq7v&+ds-{w~6aY{`DvN!9FS1#d>S}=EwWH`Se)c&xhVR+tcqjcGu6w zQ}imYKJ#LI)B7d;_q~()954G2*Rjys#JXzUl{eld)j5yrZ*6_UPxW}etFs>0CF>EN zm-l1(Y25zK!TN{1^HO__aYdf=uL?c+{!;oR?empyyL)bm`-S~e^f;dLU_8lx{V_ka z*F}7u8%L4LdR+Is-u{Vors(nWkZ(OVZ+SnNK3Bd{zenq#9{mqLt&9C&y=t#d?>(BZ z>-_8Pybd|@KE%PY(@AGw=$J6?+ zpURt`5^t;z##N~=@?GTg&-EnYQeL?_q6QO8*h2;2)o8ryYAXQ;g5MRKSkd8nDqE}Qpy?kINysIf2x=A zu1ndjddo4cubl6m>sPG*O`NOW@26VhjO*OT7Q5CXo?nVx^PKhr)~8C(J6@+f{m_oj zQ|0>bxAnf`I-|eo{fT|z?^4uLj%gim+}~L_kBWb>4k%ZJ-BQPtXX7dI`tN(8oPXmA zy(JGm2ib?(iF|5DdHbX>FV@lP^g}zwrM$f$;PdaAgt z%xm@ddF&g<$)|pWyq~*X*(bIBL|+v-?ZkTJcopN`r*gflZ;?|z;>z-_!}{Z~jdh^b z50CL4((%S|pNmueEBo7g`MG)4zc`lX7yH$5e_x@!l;2jp%G(dAfApvL9oPAsQmaS% z_K$JI(fO&oc`Nf&z544h#w+~{|4Kg1i}O9?%IEGIlRoE5sjt^rchB`d>2G4Zyif2v z{PnrpxQ*9*ng{iid}=q2-p9>4KK$`L zOcm$G=l$BewfgV(L6NsQ^f}-4yZDpxqCb`Qo!l3`H%Ql2$$#y%X}mGM)K|r>>tXos zJT2dM#PyZ=2|Zr#vDnXkMqGZbe4X|o<@30oHlauP@;*xa*2lbgZe3hA(s=8+dbAUI zv|B6Zd{6R~^If@=r#9s62m7cB`4X4)N#k`qClR$XZ59VLF zII3TLURUbq^~yVcW4wxS_c@*yJ*ht{^O>HPOB}u*%lh3fIj&z($FdH1-*TT2_VmYj zU>z&<#lF-$I9}wfXB?Z9XZ>%?lSkuC-$y9#`k;ShJnhpe^`-gMI_`QN=UJb6%Xs9c z-l)6s`swq#xQN=Uo|B zpLz4#W8}a1XP>0+xzz9erwadS^+ewmzhk@&edT)N$n!;guIHY|(ffjas;`Orqj@Rg z{?0J$HQ`UmTj(uyPxgv@^mB zm%A|x>WS-o-&H61 zI{Kkp@8@wJbRDSFlhzrpQ%}(!^5#ds)l)@&jlT~0QWyR3sQox^JXcSQtEY+e!E^QM zr+$0P>wx3#tBbwp?<(cLv7gfYv@))=P8xTJi{IBCVOZhfFS8r?HBLC(=Kh@`b z!E@vCeV60KpU|82v=NtncwHTR<#}sd>G?%{<@r70smycSUy59+gLeJg_w(9o)R(`f zHgDl)ku!h#pW^oZYh2D>*S$);`XBQ}|Gdt9i1Lot=1D#JpYp6e*DLiHx9ee*)(`hZ zje5gg6LETdc^{#n0@ z{3!m*cJLw)0iJ>Ai&dYu8Ep!1&Co`PcvaeTvtm`W5}IuW@}H`s#S! z<$0x@v`)6>IrbqXZ;o51XHncTg*@4?At_--;i`6@Hd@<2u)ErhSF_^S;rz%kxOeTiJiASO3jt zlK1{-pB6u(UQNgse^TA6_}qUdO*zL)p2Lq?f85`yKaRzZkgMX@IKMm(`SPB}df7kT zH$B(S=+9C|?Z!T#R(8RcY zHLkZYUi7Em^ViBn-L0SNjL$*VM|q#)v|B}g+YjU9Gxim&`7tivV;GluqEE8^Hm$?P z<^Hycekgv%dq4F!Ui!+sS)Zie{I}lkobMs;duj7y-uxcK@jBx2_bP2%?|5q;M}AuS zIPb62W8bE{Ij_yLdaSGdlzO?(H*cZ8HV@%Xqd#dqF+U#FZ(QX*Yo4vIbq~9(<590F z`{VZ}p{LZ*`i7s5=jSHJ*pr z&N?>Xr~RXz;%9o#R)xIzuR_1$9@WztS6cTRuc9B6FLomj#ee5T>|-4-deZ*3=&`?? z7s(&%rM&yhI_hXVKCiXr)B3vKv)@9$^ToJ|pZ1@6^vC^JnisBzm3Sr$b#z=k_DRW4tXGb!zm2#m<5R!;>Xe@*%bN$kUpC&*llxphtH@i`@}d4RFVr7L?+f~` zpRN6!^Y3|FZ(YlNPk+pFx-VGwvab&LD&#Bs(Q)$-<2hcR%gVUBJeOmaV-P-k5yZV>cRrSQ@=B?BvJzwjOeKAfxjo&`ifA_KBkJr0jZL*){ zBjT+?kL!@~MNh;#j{oU>f^q40?R+zSkJiO={YZYcAy@h={5Jpkqo3{r+oZ>N+JqhJ zSb1O8&z#q!NBP{h-tQbQd31dXJ+1xVeLUi8j4SGBT>9yK(7Gt^x}|&_di*Yf2@?O+@+CM(OSTFP7 zc&e-WkXk+FC-1jIf9v)3iFt4xFkZ*?JI0OA=b)13&~Lp;o{dYr+Sec73+aE1``oG? z^Kbslzj>})|HF>sO^T}u`)%4EHs($F@JBuFlg+d8O}anoU%4+BxBAn%UHaAhr95Q+ z+t6eGl>A$-n5T_>uHN+g(wJwTcg&l9`rH@ewd3|x=r>;1=Sn@=bv=)~H|kNpe%cql zSIl~>TO76Pea$>rU)LG?NB>J5wX2`z&AP{UmFjD~>~rlpUMnB^+laTxaT$kl$!_sG zKDQ4W>yhNmLu($bZ(gsA%l&`osr1ABs&+!&^{Wm!^Xa^EK05CDP~r$Z=B)|4=B?~w zjW_aUK8>q2uJn9V>K^O4^R!C+W}N!jT9=eh^Q>Lv^~XFk*3o$pc`J6)KDIIc;nz6% zN$W$S|LOi)@|N!l`V;frJQR8B?9qIN-PSzVN3kB3@$kpzCiPpF*8OL$ukotaJVgG- z$%A@QKAVWQ3jNw`LZ9_2|_ra3?7%%H*u2GOs8)KBM~cFm8!E6~3B9XBrZ`2M!Z`AO@l`u#q%)=&E*`b|CR_q^D(9abJ!K0M7k_Z!+RdeS=C>QDG#-#T8d^K;|1uk4dJmVH8& zcfYN?db(M!%09~cn9sN`oBziA`aG5DSa~0hd^Og`_dMn;^o;Xd8S-t+$2$4r^OSkE zPtCvctK?Dt^ZMiWgUKKJM7`>9{#h^Ms*F!R&9l!V)+xrzdt>FzbCTDdNAuu(bzh-B zZRpACO!3pt!>)C7y|un2-t?SeoX+>`Pwjk9ah3Hp@?1q88h>Au$Mb#1{&N48^q2Qn z_Ko`8uPX0&oVRISRQ^sf{4qa`*T=YdF7qzQTd&5tTi?)Qz3T9{aUIi+^67q5>Jrzf zM}K^-(XMsR_ht1o#*^%}=28FRSV#V>dx_J1Z0J*e9dX%L`dQY`lpp;bCocDa`e_~0 zdfwRIAz#}!G46Xv$4ft3ck2`SofoxnnGf}ce2L5N3qsC5H(%xG=YBtx?W)(K@%sI8 zk~iO_ZuU<%^|g-X+4Hh)gnsq(#@>zKvNAu(NT*g)6^gd`G zMqF*!^Jw1GXP%8q{Uu)WZ|p~^(5)D{*85yIEtT~8;-_P6H2c-x4h(a-SP{Akzp*7_EC z-xpb5^>wojJFm5C{{7y>arM{sL+G#d)BCb^BX4ECrMkDNPmIgwT{7TbU>Gko;*QUh7+jyz5>apO<)D$Bb7$ySdM{k%yv3e`4O5H}%)ypLHzx)Gy-= zyRG{ruZuji$wF12_LG0dWPYrR^VIsc=082>Dqq>R`melxq&(Mg|7}9P zwNK*t+WZth!~dMm{2ZaY^VfdX&!RW^Q{E?szm><7=f*mv^|`X{>AquKTtC&TKjy#0 z6?v$mj^xB_ z`C>l0{asV^e-rvkT>9_)w$II9j92zm^sR9;%BSCZTd(r|A@xb+b;e~sr0)gHv(LZQ z#k^JCN9_O5Yu)uz|Lc%5Z~9q>AIdkO$NO55k36{lY~nigl)tCbAM2IpwfT(ow!{_V zu2+uhe;zOSNp*DGz9@cbH}Y+~`tN$Bd}|(D56z$B>WlG4z1G3Hhn(wGnMWb#{4(Aq z*&5+yULaK zz^Sj?4;T6H-{1L^ar2Yj|JV;r)UmbS&5zfm@wS`&K;?Zf`RVuam323t)+O>;#dWzZ z=D$48dcFR|d5JgjV81wSyyg9K*eiLC{ZbqHv|FBo!p}PF+J8B3-Zve$zODYIejBHb zVZU{q*RFAyFULb~S?ATSpFWS9U*n7XS0Ufp|8bppGmoV{)=|6Ouan*Kz9Qt+Q~F0e z_HFc`^Rf7o_C>XMi2IB3WjubjR@;Zlr~88P*4v}?Ep;(J<}>MOLcjfK-qh1Zoc4o# zP^Y|A=D~c~pVlk-vodeyKgJv5P4z2z(Em6V`LH|AeNFl3AN@Bj^X}2OoWJ_ng#Y8b z7uBxywLi^6+`r7H`t$Rhd8=Z+=uZ>=SN3J-SC8}Cx-0Met&%_LFZtB}?&_HKx5cjg zqd%di{JoFmV`u+Wz`7!_Q^UHY1 z*VaAaEp}5}B@fE$XXHUWCGW-?&vB*C?UPvd%D8$Wzs6PkiM};I#h>s~yT#C5~AIEF^#5}})#(0&tj-@VCr|9=Rl6kg& z%wMj%>$7=_&s+OPzsyhChcu4I(Rjy-Slp2d#wraBr=8+ErXwe`*Ksr1k9Q|!NxZ}rVLX_nNQyjm{0R= z|KxF>v#f7rT={!}7%$K1QI`@|?jQY(@3Y$QzxWyXu`c#`)?eiPT}tTD&sKk}TiC75 zqy3{luIH(~eve>&%!hfa&A;}%@1(f=JwU0O{+J)_hMw|XJ^ZY~Z@)J*Z;tzXRQ!qS znz+t>vtOOp#$~qV5wCUBFYDB#_d?41@8l?7#>2k#(BG^_ ze@Z`_=kTYzMAp=3l?Z(c^t5^wi;x&z06uyXvV@zqN6F z8{<{z@p->a^Fse?uXA2R-HRRLbDhch{T@gE)#LBqvR$9Q%)fmS^Qh6D`BY!%F%M15 z-x9C=8S6u%pP|qDSM9j=eXkqi>aSd%^+!LFe5?O4udAfL?5oX>ex~nzte5fVr~cIL z_mciP=8<`GKG$h~?s(;T8+sb!3jeihTy^Bh{!vd}mx`S0bJVNIhyF(YBM-%1jF)&* zKNNqWF6wdI?=`B>)7n4jIjf0y>(nRealh0iKb=SBSv^hY&vrd8d5ikHAE?#uJheac z-@b}EDzBfuH_%S$pO9~@oAr%8skEbh{R+Fa^4;}GjyL3+kk`+m$M;v!57wm)`8L`0 zd#mEVb?oMQYU@%*9LDGRY5w)c_f%D0mty~x^I7JL`ps)M_i?Y+uJzKtCdKRT%8Ebs zgX^7s#<=-2Z|d(ZUe`(WJ5Nh~!=EPVXkBXkG+yhgKi0*5N_w34+Nq4oJ`DNdf9SV< zjq5|Kd*)3)ea~No9`zfqc5C&d`K})Kd)BLVUZni1$KRdmr}Fldc~igZL#e-cFuxwP zoAPR0_M!2%&O7%H*2Q{xG!EDL6<~;4LuUhMhS7BfI+I*R(@JBtyQ=2!}d9O1r_Z#X7 zdDk)HQjhk>(Vw2Xm9Nsis8xT|MSmOpPyMN$arQat3BOC;LXY#sdTH19t|cz(nCh#1 z=?C+pe5_-&{U83+zJE5q%12zrtA6)~t@f=?+UGaMtG$q~W8C|%@hb1S*M?s0IYT}B;WdeM!OML6ZNglkN%|J^%ec?JiTu$eX5_K$9}U< zavscQ9r~N_x4Z|7@iy$1KG2_#FMXz6$Mr{f{ZD;T>TABT-Kdv!SKjB8Cgjb(>wNLo z{KtGWUh~#OUB=PxbAkS(x*NB7F4w0zy1wa;d2W@9qkUVuo|rfL$-YhTTGwLVzHxmH z`9}YJ9@Kt}=lA61v(Z26YCcn6=)d_deue+$*?JX!j5Chvaeru?JeK>K*M(nA#H*b8 zOT9zhxVl~UeBZ0z#vSn*mwt}3KG?@mN9$5~y>$sW$Mr{l^|SFh^AqRgdytd|???7$ z8}jZy^`|y(&ePNn`c+3BYWu|dV76;q%7@)@zld@5y3a9Q=Y@UPSTFMw@A;Ll%yW7^ zvhK#)swd^4Nq#nQU$cKoyzYC|V;<7`*xGoVALb{eUdEf{ z)BURrJ>~bDQQs!~X`}9K=yAOAJ{9ujql||?#^L?Ny42xkS@+DF^@=`G-a3|fZJg%8 z-`|Fxt@+fy+_&bZ{#52a$*aH3 zj|LnXdd9mMeA7**`E#9A0<~j7&>Hb^t6Y*yM z>lCkfYpj!frQOJr^{TCl#}sevIwM*X3u$a{VCiS|oAo!7=?KCMfP z8;{R5>UZ4lP0Y9cxR2Ft88q?)&X+3uZ&DxWr~8vO^3sOg zCi|n^ln3?uyVg4VZ^EwkS^clnAI}TgRgd{pUcX(3OaB{>&x6)0#>@RH;xOLYd_=r; z$a_CBZ;m(7&-zn`|He_-PudOnQWxdJzj5U4FF)76ct2Ao|9!t#g}ia)ekl1g&XgbH zR8NW5{(Lym_{N{N0*%%)ig?I-+NlGh|7I%9pi0`R}rs%>QAE|_K)(h-)QY`KX+ebKiDVEYyG!=#$|oYzw$9| zT>59c#n1Hpsc~7?a@2q4h5D_F`3gUae)k(OUWdGYKVqNPq2K(wJ`{QLq5iPfnEx1W z^(W;=f86Johoay2ljbw@SSRyP@)>!sAN1FGRA)WmUlZf{<2u$DkN%r4+AdQG~UGT0FBdnc^|KgH}rIuxBNU();H^)^3#SN*30~txRkg5 z+|TGw#9PO@q5qZhF6K)fcfY6IQm?qLS;yAAc^?nG=Gk?u4u8yxed~B_U1GoOywK0a zy4wfF<#WC9r2Mz$#r#I!>c4iaXYTVl=9hjeuRr?VhCg{-E%IqUW*yzanY#<*i#|6SjVLw_puY2Uh}`Pe9zem_~p z<33V_9{ni4w~x3g`@%St5B>UOyw=fuyZ)=k_Y$@Fw+}sczN+8-fS-rF`^=)pcw;_V zN8_rrW8TcW?|DMM^{sNe&Kv9K=jw4Dg&y-zhd+&Z3wiCBAN?%P5y?;UXT3_^)4Eja zkMrHQ%uhUbl=vL?dk5pP?&dxGF)sTg>uG$hQIGn451>Dxzx0FpL*D&u>$rLIzN!8g zw+~wVRX+4J+I2j=w=pjD@h9Z-dn)_Q{!_jRdGlhu)L-(ZpVmFyXN!C{an-&LF)rhE zeX}l(dmcyqALo8yyxFefq0c&4N9)xl{oY5+Q)9i-zFL18pNk_d^;i0%e)DV|BA@2X zzOoLk1J+wV{oLoNI_%p2Rno7YzRy=*vFkhvf3p8=#NUMf?gNWm^Be0}YkfoB=d#*7 zguM4<<+WSZ4fC#kkKtz<=k~99jJJHA^5eWvzSKATZ}eY3b>zS8=KB=$Q<-o5ah-|zV!S>V>#uq18S?6J+&Ig){g&RRmAuC~Y(DGo$N8?l zG9L3qe@Y&_zeoPnZ@xU5=T^VWL)6QCc##h|e~06^{&=5iQr>c(C||j6w12Eucl)0h zFMVr%(tfgu@$#IT{YmvQZ^k=LpZh*a|GHV1jH^87I*-h6dVa6$H}6yC!Tf8_arMOS zYN}kXIJZxXEAKO{d!AoKKJ}0N+{Aile(LbY{!kY4kN%HS zci(G8ecRAqrTbu$?WTOX&s2Yr&)+kKpXGOqDgQoq7;lNo{tLUtRe7#I_Eq>>>X__0 zUh*8*oBt~6QttcVXKfygE8DdXL%!1QG~R}uk|*u!f8^iz>KLz*UG?~Ro%EQ$RzJ1t z``hr(>nrb%&J*MH+&t)y_mR+V-WvUgW2=1Z>#VQi_Ct=h#FP6Z)`3>Pj4R|yeH~BF zmD+WGtGxAfUr}2>^AL5^|0e9)xAsrTXWWk*w_dGzjANyK>+9#{&HY=dm-D(xdaSoc z<0|)Y;|l-n^Ks%z{%1Yr-+boxz-8Pxa$Mej9gjR1Pp(TH{+75xuYT#j=iVP3uZ&lF z_NjW4Kg#=jTIv{f^{-J+jQc&8pSQ;4dF-sj5JIOABJPpyObRL=g?uJc#BF>XJb2lJWr zn>XudT#a_Sn_sa{F#pQeai2BMCEm!7@^$F)KgiX6tB-sUTbcS7WYl1f|MGmHp2%|^x2~1Xr_N`OF|PmmX}>k0zfs=j%80|f*+)(4H}%+W z%9nK@~-P!ap$|^t@Ta+4vg~Ve;j$AkD@6UHQwZ>`E)Ir|Wvwh`!_xZX` zepy=SiMf8RHTe)C{I=ugp~_JR77h z>uBFb9hEP?&vd@%r~BlPugznczxJ>9_mWrbMnAWyURBDcpW6@Sp>;mSeyP|Ceb%K) z@p`>S^IUmd>gT4r_nhV}`yY9*&#jB=vv!;CzxBP1`AqX#J#~y%zTXSG_GcA&E&Z;Z z@Uu$wb)B>>`f0w^qy9SVndjQNhd=sh9_z?M8~v;vkNTs0(Q6)z$NW2g?Vqq)u8VlB zR~c76`QzvAE3Auo@VUc$n1A1+HfbI3dqd-D!=Kjva~_#DueUDxZ~Sr8&&Kycer{Z8 zKi0;$`>Q6)$9s7FSH8Rl4*4=}e~15$n+M}bceWLy*^5*y5b&{_<54)9i^~0leG%oXEz0&i(e%gPv`FFl~U$Bm$ zKd&dnAJ-H8OnO@52!HBWAB@*JTGv*)<|pjyuXS{P>v$dVzNb>Z@#?>I)UNAB$%A?G z{?bic`djq-{Yc2`r~Rp)C2z(T`O^P9FVvr(a~tE0`Pig9yFM6~dem>8_0#)rWB#ps z>^~iE9FO@jjvo6k^yp{#-J0X}iO0yB@=e6$dT6~`^Ba21r_aUa*|?ghV`W^Cw<4!~ zkG_Y``AqwSN_pcAdHrdV|N2v<_hag@zPXO$?B^r@*1`O=*2Or@bHwX@MtQGy-)yP(+_3K~QuVcK5^KxI%fBPz}KjyQE=MMAMD6f9~(jVj1 z505_2CVA(V`K;6*^(}Tof2qHE%}*TBbH+}$RKNY#HL9!Mn92GK?K5)p@ZrNojOrRR z=b)awtE0LG&3jDO7F`SX9W6Q(t@4UCemw$O`_Rl+i zJ?*e3U*74V&V>&jedP0VKh!z-j1$hf^Weuj7tFTPE-Nh2cFzCifV=N|_tVb9TkLfE z?ORXW4qxo8@dw@ebmz78`i}R`j(2p<`e%=+UfKAy&h0}!-Le05S9e}pVzHARo#>ZN z*NhwNe%RVCb%yRcYWScZr|ygu+%G8tupINon>D>Zo_-0{i1XAtj&#Q z9`QzJ+aK<~`}k?bb}l@B-??A9=ibh+gAUqbu?xTKtbN(~OU?7%Wu2dU&pq2SE8WnU z=FFpqF1pw|oz>s@)7$gjcz5TQ+x8mL|B<^p>%H*qT*uFGU8j2Q%o+B-^rp_sOHB3m z-cLW;Ip@o-k6C~1hdXO6dgqH*_8;51X@|`h{O7~3cmBE3=QFRo|C^m=>U&>#YQrx& zM|QS3e5o^^>pXPBw$F{8ZM^o18@~E!(!;OrTtD#3)fS^~e&O=YtQ&3k z@dvNJ*I8nQ7bYIq^NG%Kr;Pu^aVtO6`OAnNJ*QuGZ0GztzOC=`2LeZ!}{ z(6jHNZ_Kkr^K9psC)U_|*830deE;5+d%ilu3!O0|kKJ(d4esnLJ@(UM4|?*R&Md1P zv;EDd{j+oF;WHmF-A>tT`036IE6@1dXX{ zOmy3*7ds#Puv@#wQO|ac`st_{AOGx;&NA2hc<@O_U)fpX@g3j)>8$D7gYP=>^|>~E ztn>QPmw(oO|ED`M{P@$Q4}A4%=d&YbU310P9_Z|G#Di}RAO2!zksbqfy6)$(ou0q! zaPXevKhk;g=lQq#=bQZGUQyC-3O2bjioxEOWvuo$X&Z=;gWIc%rl9u-Cr-X5}9`J>S}5xgTGAvGe*F ze_3qixt{54`}Ik8U-3nc_RaYxSYWA}s`jv9UtV`g^G@fCNj7@#$5o!`)U$sy>h`Z5 z?!12gu~R(r&MTcsKKx_P1#kSZGwD}5tugO~(dy`f*!3odkHXN{fa zI{ef*+s@_pufEdt2S3-DZ{1#3zj5FVos(YtXr9&QeXX17>*Q zrOuXfZ9D3iY2WS)eEzv=%&_}A%T2icre`ntSf}&IW`Emx*E>6tJ+#Dr-=6(MXP3`CUuXLV1b+%&`~Xf+*$Cz&u{tg>am>@=NUfY=c`}pe7o0nuitpg zW1YL6Tkn#;t^8bPytQW9=(<;L?aXk_XRAJQ>OVTY25)unu+^XbKO|a*Kh^ISH!~`! zq>w1_4J8e$;oOQOD_fyq6qPMR2~j8`Gf|Q)WN*&3H`m@fWN)(ayRX;p54iXBJfCyU zdz}Yem5i(2{}(30mG-J#);a7!L+`YggBGp}l`+S-nUFs&XEQNVvX=0w$qtN#Bbw_Q+Gp!;8I0 zt)_m0uCN8Ec^(BjzHP&R|N6={j<%rMgyrEY^i8P$nI$jDv>nyM%o$kH=8*Z;R!MTl zHo9D!E(k7&Mj@^X=~j=2@TY(FkQ&o2BFW_qukyKg+%S%Mw{nY$c=%rBx>|J{m*yGgrQ(>#ZQ4Q=;N&=2VP1t$v8t%Nskz z=ve-H(2d>7lBMsgn2GoQo92!sQV^8|8V}r59!EC&&VuWbsrdARrAxhg3od>LsBQn& zju~4oBulwEG4QRgU}IK>@m7mO=61Bp@^Yrwy^U(( zj4>KdD)8%tyLbFEYtibxKoV`rHeO$jB5-c!V`t={>;6|Ou+`$llliR;>l>sCu!3mm{pm(^TxIrZ=XmxM18CnACFB} zdWugV!HwII>R}T`xy2?Pe^88^NuQq2MmHndh^ACz-U=FMsJN`9_LKWbu-{2%35$xD z%|ntF(IZ%Wfz!7M9qrgk0?$?8os(bI3wHg(ollt#I6a6mNBwR(fBudoi`AK0;xxq7ld4M9GwXOMXgNDo zx(W+s=6?F9wxX$koZ0i@Iy6icI^QnXj3k%om&{TH_%So{bke;NLCWVC_ z@xj<-_<6pRSYaU&OC~9^;3dE zoa4xJ^`qrdZ#&L;suS*iY(bxJf0BDtD_;I~Z1~mnT8#bhQB2*j46WsRHY(kk$h`YQ z&5tb&!<8QqAITB%_9ZJ-Ztff`c(}6XndB1kRkk}Asg>i$F&dGSGc{=J_~cI=XEut} zJw0u~QiUF8m;;D%CHOFSV#oGz?RiMzeG1kEp8)cUf%jc1+Yb_r7YV~14V6*!GJ zXY#3%-EIn5NJqu!qCTSgq;_dMxxX0IO{G8Ix5s#jPZ>?sBn*F)J{aBCg1Up5GtP&G zaI=exGkhMz|+->|q)fh4WameC(sSU~yhL{KhG-mcmBV%H_%KZ3RR*6^Cuh58oU`pfnG7LPr?`ZY(mL$2F%>GOXh zUsm9|YyI(J2g`9PnR#Crc@9P8TzzHR%Fy@n9hI1&0!$Qa4;zx6KpFS_Pd?|ip~#Sk z&rai4Os)8K<7%!i%IS3;{8gEYhJD70)JKakv20;Gx}*%h{B%)&%s@xvXY@V z=uEHgJ(wPio2~>`NL|CHui{Osk9@~foiB55_fH_#9wR15BVy%0Zzt{dy_l|*^X`?( zB5IUeS@%<)!fJjmTgv~4=yJT~Kt@X%4tP^9F(x_usL=HJvQ^EjQ_aZ%lS8PiI5j+cb>l6n8qb)|qgw2QDFx!5#>^o+l=IVDz6 zUwz2JHlqN`dpai0FjnJ{WYe$o7iv(Z?LV0h&19Xbwr!uklZFb&8 zw_*NVnf6PeEDRzUuj?_@;aOfezKPIKERA}7nd9YmOjbJ~-rP}xzDah;ujmVrVWaP8 zyjuiPo#)zXu2Y0r`NK&Jv}G7}VxJQaCk1iji$>9&wSKJlsk{IDWD(NY!_rZwdJDGgzd$JCE^w>czs)ew2yKTC)DYZnCQD8A+HTb2-n(w;me&2)xfD3D#*>LD7q&vu$bBtteQ=HbxTnrrrMNY*8*CqJKm2zHiIjv8pKxmL9!1}X7;acLgnN6 zgT3bl(QttjPu^Z!A1!6m#xH(u%(Upr-#5o%IDR0p>T*x{pJ}KRe;OHBY|DhSryXlFK*wW)Ekp5zFt;`l@?6Zfm6N*ramtkOy_HHa9==7*yJk?2C#9?hYck0A zVRU@3q;Lttj@{Tto!yE0QkTL5bbn!=p+p}eX_49)Gu_QcuA)hY7wg#D09m?td zxM9-$3Xj2?bNDh&FeG2M6KyOb|GeO#C+3>Q&AJY!BHJXT`}eve9IJfwkL_41w(J`T zeDmrDK1~l_=l|J*(zCnW#fe_XP2jbzt*J(k57-x|(~L%DwKYTS#fb064@E9@qFcSu z#>u%tj69gAwCO&uiUC4U1Ea>>ZtJ#R6UM2t@_i@kb4HVr3toM- zsPo?A{AlGOS}?Z8p542Eqvp3ePI6A+2V!axM_>syZs@yo9S?EKk^=AeH1~PhWlTs z_dg_+<3%G^PImezTnHQwH7#hvlAAoN_3^DJu~KEj)X+#izqEl`WhY*V@%tmCS%B*F zj#qBiE#R@|?f)HbA?r8#{AVF#{oYLv2n(h_gRTDpmU zD8`K&CnH$dV(>Woz038i@9<9V9?R0HMy%2QPB&|phlOv?zt1P@-o%a&GbO%ibedqD z`RG8-ovvjL-8|WeGSt&?KjO0StkQoYzJgV_kC}Oiq9PsdOt^pQB=hC}6EYU!zcqqQ z5$^zA@uA&RH)}@~QPFt0!`0a7^y${vzdxeqp!3 z(_ajwIT-c2=|4So^8eW+>iwtKk4Zbrk)(uPP*<1}k{$Dmb$F1t|VYTV|`|f1^ z{h~uj8B&IUXOH1-j#Nygc{TK|e-ZVE_N9DyGJ;+I&JXoo9Yo&~p0rt3h+_9@G_T0g z5Zg*d+SY$8qhirnb`I8hl)UAV+;q4H&;7BIW7=DWcGp$JOm8J$Xi;YQu8jn7#(HJ{12Rvox(dkE5Mi?)xG~FyMluPvC`o+*^9Gi`{(# zU+P@8&(S7f2;<^tMo1Gfoe)xN+~0_86{+LTo)01)o77Q%rA9o%Uq!1$<|{TD4MM%| zAZo{{20V@Wj_L2I+Fpg#pcT7PgTnO|9KGxSA^c@%`LEOdPC+Lw7_H=_Z7pK3`JNhi z-E}PT?8&$_@v%P-q;!$HqN`A8$#Cp;8>xYLJ4dCre^y<11;(-P*KG|3o0HorfrdLD1y zq@CcQjliyZoF~S<4B?Hy;pXLxEUafZ-W16-iVK1^WtA85$oD(==AJ|w`Zl_@h)8#0 z#Z2SnSMKY`Nk8znjD0t8p|7V<>t`A!L<+;=hcfIPT|U{nOFo ziyOpH>9#cjHwBTN)GQrzbP+X$`IIhZH>1R~)2}{ty zOcm}-Y~$%hmbT{sAELwX>vhwun(j_y2v~o7;AA>V#TZWE^FF-9->b`H)s0$ZaeLE! zX^HpsQi*l%+VEShOn+N>8E$F%-KOjAMU&3>+=Vsr`~}}|rf!}?t_}V2&a_3OHjb2e zaJmS-QubMq)S2N1RbzBcJE5Nv0gM&kEL)e)!y+Z#5k=Hsk zS;3Epsc|ol8a*w>PkT@QQMgo#Vsj|LH;Bp^NWs<}PBM zu#oik&QXk^(TT{}Xhz|c0%dLeZe$u!FM4|D2Zona%=O&v#d0d+U*1RJvFMiWtyG6r zjAE2idYZL`kLWHf4N{Qs+%ZOav5ZDs+#8@0YF&bKwgb1X*bvb}im_pAi(Qa z(2ip#7z^CZ6R<%tN??*SifjSlK6xi=u&LNB?20E@*R8dfME5sf>l>%nRbyr7eK2Cm z2tF!n+;(kBE29U|@lNB>6oY1r>vP_JZ|^oz zE$d!gxYdsz&zGoIQuFF3NX_aujR2C?A<+{6RMXt9v?(ZKy9-u9C1& zhH{$afmUugsB`X{kTP)%HS1&dM5{LAttWCa|FM(v3&Hi*7AM;fd`10Q_e>*yJn8Y9 z%@W-EtL65PX)a21Ulm==BH?S+eX-l^?{G&}<9+6K8J>-+R{!Vm7rl#ZpWg^=#w|ai zy+YE3`04h`zjr+<@MmX;r{`&jTDC@(ixWhYp7g&fcIqeI+4mqorGEouuem6MR`#L4 zMdsQWmk!J;tW1dDp(S!mc{6ie&m`x&6md5chB1Lq5U3%VgWvAOUQev7K($x3XUxt2 zV)Vi9D%D(-SP@keqQH}jX6{GxMMj5FHA;drsU{b*gD_*&!iU@_iwe)h7Yun9d+ zewlwi)`LCK)n6ZV%wjUduKgN>9{iLEs)q(U@LU>m^Zs22iQf*lopT){9Rt{s%7YH}#+KSj5jOab2Gm|6+EBR%^w>dOS)g{7y=_1<$|m&*~=YAr(=9 zyHC#cU^N5Xq}J~;oc%h^F;q8$_T!f-U&g57%M}uv`|UCuD@oG!JT-(aHKp|RtPMEl z%I16aJ~i?8!>7;2e-Gl}D}>p|d=joioeQr&8i5B|o)s}%7{jZb6(5ta6g?9LuKoSg zg6?0bxW!KVLH;GCqplCBiHdx0JnuVhqoc;@wOG;=F1&B5*jL_)H(s{N(D#;O)Prm# zk1$H&`2#+in|x8|eLQr2%%c+f{=1<^9ZN}+J4IWb^qw4}${g4GafF)4)#h#_-#3O! zN9rz*1sCC!PTsM~tWr#f`$)$#+l!Z<{AFe%?@j28%cwR?DTxNHQ~v+GZbQZoV}Jab zjnIc^E@rpVi~if%YlgB-_(PNGG zfKjBZ;7kkU*hQ=n-?-CBQ;EJNG@>&f$a5*SVnB$ALi4?KJj4@&NFRFtRn@`}I{164 zGFc}hg&E^Q;Dc6teSl$E;6nor$F`hbq-(|W)&i*k1sWoQ^}y2Mgg)%>emBEC)r-3{ zZ+-~;SC5JzW~=Kr>rq9_v6W^g8H?h^jZ{94;)}}l!E<4qc!al=> zdiNT-^p_?u5q3%iw39H$<)Qi3&IYPqy0H7Xb2{dQ+|sr`wT!-ryY=5K{6sU`%IGJ} zE4aQ_oI`<-i$_}(^pD=4C&sgN`5X*Er0l< z+lI}qCZkA-G0!RSh{sQP$rf)jmQnhU)$?EEy^BoN;ekEtg&1g|`AnY712G)_{b8e`^dhdpGb(?N1;1)?Zai|)aLF^DnNstxM{WW9XmwGI2+Z@lBVd4P(s88v7M zPaW)S#UW`g`!jwyc+prk&8%$zL%UqU>Yeuy|I1?1le<=q2iYD7%wL?xTlNC6&AiJ< znt5t-`Ct>C>UnQ#FI$4wSN@BW>})~7jB_3SSv`0`DRnqzISv_W;_rQnB;i@qe@i_+ zf{)qy1h4idBhRUTqL;SaSflpaVeac9Rvg?m^baUT#}&WFrs1pTRQpbKW1;}3jhy7u zD7r9SR#MIR=mvhJm==q=*NlX3QO;bF4Va%55_0ENFBwOu98Z$-a-KJre{@|X;zT0r zVP*SN^f^Wum|c~FoZOD|10l6Y!RbSHmpcnDDkKd3Uh2Z8iHWIB>_C&fC%!mSFMZQGBj$^S#< zuK0)&Hb1Zdp0%^4}>4RNyZQLCGB%I>sXLzSoeUl z1l@*{IlIcqctd@H`ipBV%I?0P5oR-t91*KBmjf#?RM$B!ZDWcIq<0qD zPbBBwT7yNIP0i@9{8-Lau@oO}bGrz&5G^0A zh%0?cLv`OdcdIBm;=!{Wl=oWd(YyRUUm*GXcz2e{il+k8Cuu%Oo~9yNZUxWX*;9|U z(IOq)vIXu8%7^lw~nIBPJC_G+S({xftw!24-y%Mkac59D*AN^ zGP*>MUvQ|wNkX{cO~yXdso$Tnup;+(xL-*zww*P#J2st* zQYEKm4LmdOXnc>A*+Xm0FcjSVvaSk+NqlApvR0AAU^_zF?}G(--`MV6D@JE)2KMs{ zai}o=e)d2CIgj%Y%lPk45?+|x->CRD51sRvO#j%mBGdN@1_S19q-B$_d?OZ%JsWgC zR9NS+)tIE6{JI)XH_sLw_D#i$zw6Ta$oYklnC&AL`((^BOQqS!TEoAl?k24N=5RUp zzNr!!_xBX4)PGr|CUT$EzO&@hil0;ej0WE9!`H1mG%d-4C|P&oGhagol7tgmrS)?0 z!L)+!+v0y{MdRG{eV`c=+kU=DqV2~aWx2}PT}`MV9kyd+W{rY#q6|5eIVk=t$Kt{6 zWi)C2l-qh@2>B%qh0pHnCno%BQ@%4u!twHCyJGugROTph>8*&vL!rM4`8G$GSCEl|PAKAJ-jP9Ez>dprvQHA4Y{X#(xhENKfiWec` z4LhaU{EurkU@Tr=)ulzvf-p2i;hC#?4qZ)x@!+*~chyCM5U z_v?(~Ut!)tx!^vORrsU7CH@{`ys9GV?q_1MbhO+)MK9!vp?CE>{uk$%Zgz|H7NcQg zwyu>x7i#VZ8Qqp1!G#H=Xn<@?)D2@Y4*VE8E3l4S0gwp?yITt zvl;#REdEQWBjT#(%#j7%08CAaoP7MO9Hk6$0+nvnVoJqcg+`Hflui68!Fam>E!$&v zzuDJ_uLjJOk5sMUX&T#{_ZESu!)KwgMqi1`|CRoZWmw1a-Y+f3L!yu`l07!6rx0V7 z26YQh{KDdX1xofKgSeCajdk~tR^)!NL1nJcfj%-t!UJQ!uvcfgrmMLQA7?Oc3yZHJ z{YVy}F|h^>kI(Zom3Cu9iRHtd^agAZdaF(s+=_|shuc!hdr{0UG+VligpAShwmgr|7tk-+0|le2v&^=mu41}jjC+kWi`3q5h1hj7j1)GlI5am;g8*&5{EkaawAst^xQ znW=jYk&x4Tr{pSm&z5j;v6Ll#4Hr`cS#2a^Fxx=R&^M^PlCjGc{>yP1uinQupVKGdP0?FpHw<}Lh7cg<@&KOJ3bidgLTQ4^a4gttBR zSE3pVRQWpQI`xQn+=edo^-@`4~`0iCt9z{1=n;LCR zKB6XuUG<@{7-++ybA#rl-lNE+BjB7Z(S_BFJW9>aYtSyz{m<<20i1hmLw#bj8LfVG zQJ56d5(9kX^dHPpV%rx{;bl&xXj0IS*8?Hr7yJus?M(2FOi2rC`i zC1l)}?MjR5N5-(~;l95$_%n{+UrIsNo95G&yG5&TzGd>wu>m3yJKl{v3(P_pFWX+D zx-|S$HEZ9nHi(4W;%+ALy9nzpriCi;YE-n-d(dP?Nj#JIoImhQ0iMx$`%j*=6_eil z>*cT{;-VOMYiuAGSr;5}G_#{xb%b3LiW zj}IA!jm(=cOrCvHZfX%_PFCb)ige&ED+3L;`BrpqmdH(ODM9^18YbO$OOWED(d2kx z4o1)mi^2J3bY|S!e_N1*x&I1=!iUFks*3yl+0Rr&*$cOSFtLteJ~c<6%*jgpW)bJn z%QA@9J#8~z-C4!`tfLRz<;d?>@Fr8%gKAV&TjbA<{fj=YV|h}YCb9JRxsW~gnox@< z-7`{Oi!V5s9Arr(9M-)TUlP)XC7Cg|E7Hm_<+>qz%c~OHl@i5dPv)f@>8-C^(+QZB znS17zLo*(rcKiKDoBVzyQA7Uf_cDAIGh%d_qXBKMm_9%DxC1L9-=A#p$iqDM?*rZS z!^r1m)oohefGKySS$C1&A8aX~FgMyuPvoJp=s=uq|Vu{9vc=a+9dk##)shO)9sfO9GQAf+6-tiVX zl4p{?B^N^d5y?xUb=`2lQLyJHcEJxrmORqy63BJP{IRx`4{u2qwXBbl;B>nu<%rs2$8}X$984uA^?_>5xp7#?Se11_HWTreZ5<;N+V^ zrQ5E~aMwXg`(b4p_zAxFQu^r&X!y1WNq@P4~`kM)3lu;!KG%urqZ2OxcJkRUVpq294zc_ z==!$7OsK>|>4j#9dJtPhzf}V_R@KAPvvOe7T`hCc+z*8E1(aXiT?MsNO?4|!yvNL8)$UFUfu)y^_~m@=Qz^`s-*xpy(hM#fzS%C@4$lSMEB@432vNs`zfE20Z!NFE+>BY z3rg&{#*?RefjiP_hIL^O%pEmDLv52G$awO<8lh?k58e9iIqCzH{+toU^kvYwphGXC zP!CzVOs~GRDuaPib(6t;y>RU~S4v(@H)J(_+{oD}fa8xk%jo}=0-@C=uO_?{j>KLi z9OaJ&=HL;DQ!&NBtI2)U=EXR4QVb=vu|J2!HJcI(pB1o(YuVeLkp&@zcM=IA*>GVr zT86f)5borezA%dn0#@D33OyQgx4>0K*@_eoLTD* zz}OhAJhYq!L2G^=^<1b3_U&DD&bt;t%PE07#>)*HrP-RO`#K;ewRl)kIt%U|&5=7& zuLjAw`_>LB{)ufyYOXu98fSE zilkxP0=MfrKb1{(6L_o+ycO}SfvU%O3dGF{U~#crnaQUkSeCDu7eB;`fSy_a$xn!)1>sy zgp9JJgUDPq#FbLyvJ0} zTq=O`ZSmIyZHhqFQ|;ivbD1Ext{|bmH3TB!`pR0BebBiS+$`c*1=ZW~GMNnJ&~q$4 z{no@di0@Qhma?O}x2F&{%iDu~oDg9|pHx10UnBYZph^mHK87;N9? zS$4m-0?$@|eoZkg29|$+c^I{;LFmVg*lTT}aHIL@huDA^u-^pyC9{YX8u8#75w5d<#Q5Afe+NL8|eH~ zU@0pv;wD!QeBqD?laK!fWnRC7A#R(ndXV+9SJeij1Xt^74SK>VyWJ%P zwS+gjPZyZGXIKWjir(w@{K#{&(|Xc=BN+snF4UbE>4qM->DewhQ-w1b6KDE5tuoc-p^H}fufp=!}HpHu>E=9aj|+ac=M!cXF8Bz zXp<^@UAPGrYGfOZv2MfOko$$wKGiUHE`|mxiQue1pG&HwAZWj3@Zu32fS<}nmR2>z z5Z@Yp;^XmX;Mk*-)uh@3H{@PkwH{$4n6HJHKTRaTnBk?IqFy2#2~cSt7b*wOccaxk zI@w?%)3|sr>93?g7I`d!8r*IjqlD_`I`%Zh1nkEkNd!QQHX-**a*v? zekQ@24tVXndTc^w9ct2>tWEar0I%>p?&Syl5TMzR?akQ>Ht)xh9+P=zL1C}Tq8cS( zQu0dnUGjNGCI6j2rk??!HZBy~o1Jh)q$-k2v=^if?BAn6)>j)dY!~Uc+u>Y7@Fv$> zH7G=u&-pW!gOKBsf}0L?FvMGBeODw8%0yvf)1VcG2hV@;@u`JMep0YwUkw;v4#{JX zB7#q+@_Uke6HG5V6nRsPg2IH9{Q_SDG;oWUmVHTqi*hcK&tDFLwQ@xJ!SNVKhQ4{V ziF(*qUG;mWzZOWze<)-QZNTeeib7;@2M-9xcbyw)0n^=#j7MK|g4(c{3x#_+Ja#xd zBKATb%hQz`4~t;r z=}`{<&Qz$Gc06z>t^ttR`x%{DGQ>Z>B>ltYCv;Emqt^6l2FWd%`VNm87-tBYljs=( zRSJi0XQvvN_@p^EF4_d#46H>8b-57yuX z2oWp#~F-`R_5 zCw@>87&J#tJvrPA`_x{UJ*irN-Xn%F&1BuxHqH3iXoi}wx%=G0pfJ6dwShFk}_Zr9uPmB8F9zw%|O0%pg|u3LZ3f!QE^53grkz`KxdKAcbq zN1QgJ`M*?v{D?wqjpSG0<29Gx*Ix%`mOFG~|Mfv7YvA_5@L}-n&D(5ZivaVVE;o&g zOW~<@b(N_R8K)JEIC^CeB*t$T21JxWNO|Kp{bmWcD^6O3oo)mz((bI0?PPdoRiXWS zas#Y_Pl^PYR04mA#JL*YTv(to-XHp)6AEg`nKk_oT)sa5O%Mx|0@S7w`^os`%44)z z(E(f%KCG9YWI@x~;bi)*W~i#9(GgZ{0yaEM+Im37m7hm7Mm;*AyX%2U-<2p}uQs{z zg2+H%WuBfB{`eK_9Y5{*^}7@9PT0%pcGf_PkSq^7aRj{WK2gqFpxHxkN0qWX%ix7ZGR_T#$MK=!4S_LPvNNl6$!{`<1N zYByYeHKdvKvJn&_Otwywb+A(H#pkk>5m3UUdA-B19cB!E+ex<(;cSD^yz{Rnc%%OC zU6@)Nydd$%>vF`y)o+IfFTNQ7^%U_)!Rbmk&`Go2-t`oU_y;$Z1xjFN_Ljm=r5~^v zdeU8&XAqE;?x&nwJ8wwSi{d^ifWkHOm`MbGkD#D(icnu4wR9J`@DL#GO9}2z+dW2fJ1OMWZTi)z9 zI973*SeTFn;eUR=etWAFO5TO*2|0AaGoEFl+>dsk)Osx+k1*G`4Z-e$#uMR}hsn7I!#HnP85Av#-K?aDgmu-o zXHHCJK)t}g_pW1Qp!A}NpI>?jG%G0LV>NofvW(VocSRrc<{upW`#K-Ca(q<9luO~* zQd^oeeJ@NzNO*s?HG#u<3yfbxr$Kzb-=MnH3=A>w>=lGE`1<+=tJdXGu<7i3G0Rp6 z4HC0$GAV6P_sOB=IL8p!Rh*fB=1~p%J}`X>y89bcce=}R)4IWVTV){Xb|p;msi$V! zb->o4IzQ3jUdTT$=oP_I50CCHX}^wcfn)Z^=bo7R!i4pERe8;Bu(V;QeJYUy7D+e0 z`}zk5`&YIMCaisI5^=4N>-+D8D_I||`MxC`vT6gls_+X&GZpZFJ1#`0dk|U~md$2L zTcJTRQQ{*z5fndP_5b{&5a!pG_=j)y!YQ2wrffn5RK1o~3N3Vn`_J_lGLSq9g_g|FQvzJO`NXliBue=tAypT2H-1svHh z(ek}p2;LO*RjuK%pcy?dRGN_j#|n1^Mo+bZdsdQ3vQ-o4Pq#hO4|)f?A`Nw(jfTQ) z)}C-RA2L77_#3yB4uNgF6@_u(KEkta84@=)nF-IBj_R7MY{OCKaHG2=Zot+|r?BEw z47u7VZcqKG2pqyHRliP+K?_@d{&5`={HUkBqf-|JjeH&*kzBoC@M?T_@Jc3(yj9tM z^KCw479TUedt(jC*odcaz8u~jor`Yb>xS3C7ZW&t)WM&Eh7Pgk^n?pkQnEe5ZQ$;7 zMLX$K7d&2`+NC?Rm(b2waH0Bb8;G{$@0aHm2RN&xi|Hf z&jENyUtXkcmV)vS{|d|PA~5V=7qGPW3M$#jB_DO@2)vAHVY-xqkngOYSzpoxw2_Su zx|@H&HxDu1=8-gzWbJwoRKY+PF*xQc;MW3ms*154e^+6?%APa3kOWGfX)kE(TY_vc z?GQzuM#z~@`Yri32ky#`C=)mHq4WA}mCw&ez?9Bww3jUqq*{s8^_K?WMNx+RdARYaalOKHJMT%W^@bDW4&rARYeZZ;$kEwF6sw-G7r!c93-BF7KzN zS}3g2Q?6AIaR+{xQaLWe7?D>@i_Z#j$ z99YeOIxBZk&BhUl8nRKp2EjGg#wfYxMw?feTmQ+*vI|$BKQyHHo-|y3` z$h`jGAY3r5{G#AgN4^)I-nLCI#N94si#fRiX^P)?l10nm&e{s~i~AG=#TieXw|R*W z-px%4#xfY$Cl%kaMuJ+gyI*znsz5+&^3g-GuW|XPm7@Nt6^K1M_b5R%WR>%{Zj}5lgv$=qHRbrmXa2_JUKxL5(*D z83?jn^U>bqzQ`0x+dLe;3bb!iqs6=WApN{cm{M*qupeHrejt(yLJ=Byf(whleQW8} zRlzFA&VA-AHxU9Om0j7AdsCpeQC-BQcM=|5gl{7DJ@8OFaE3v!6f%-@J`0~eNMQ8O z`=rb=1T6B08e6^k;mz;XU~Baz2=MBN>Af-x{ZZP>24Ma*XUV z{8X*BO<1}?;H37&d)E`mxzH1(@JFrCs#}`RAld^#PuR*we^!BI6ZM*+HVq;7X?zc* z0tpf}L(P6t#zGCfV)Bc{Mv!@6tupUk51-S5ew}SAhNApr()+K;@Hmb?>9k8NNa$w? zQdxb1G&k3x>Va~QTz+(Mym$x%uF2YaN)w@#mc!6Ccn2OwDKoskTLf=UM({thBSP6G z=Y`2B%kVo3BD_rBI1J} zDy8D2lduPLZsuKGqtt;oBN~gP-HD(~_5A0H)h2i*CIGtS`7l>RJz0Fa7)arz;wwri z5bkEm<}^S_xV+)BWZ{_vw%NLS?+J9nNULZa^5L_I-odgQwDi{{fx51l!WBexcX4JHgNShpFI6E3loThad=XkkQCPdEznIiLACm$ky9EYmptYc)Xl zRQP_hxB?vQvMw2(_yG^kN?2wc>HtN;>_&S{5lrT|1v*}7hl7IGQtM(V2sws}G!98= za4@MzD=5}#fWww)>56YdDaZUo9#@iU+3XjaJ)^e zRuLEsvq~E*Rsw#FGkj||1W)9-7zWr9;n$P%+D1*;aQ5tX#%#7ZkbN?*wBFSZ31!SW zcif7>O!EhwI#(m`$;8Xz&<3PAS0=qTsRtz|-|%;|rLZ!8?!0zXHpp8JA9}+=ghx%P ztMsdN;Qn$-KUlpP_R}BWB@x|IBFx*cK|2Bc%8k&+TP_t|`( z^Xfb=&b*j6v-h4IYhU+T*LAJW3d+6yYyMY0xvvc)8;`0~ZiM=NmFAbm6TH z`A_MGlr;_(8JH}n-RkyBt3TYMtqmp~e{g8M{`fRdO!a3@x`kC-OfHAM^5OsW*7hc zGd`kUHSwRV$E~&1n!a}9nLjjW>)AJ6nRHnb8+`q0#rx}3`_(s_S30;`y}tQj!-C=a z^jY8cUYb68gmV5o?nI8UH}uD#s$Z1swoZ9(bU9Yyid81R@bI!l9m>{r(z9De3-ha`oVXHS`U{W`bBk`z_e z>$QblCk#K4p!~aX&iJzIKRWqcrPEcK?bV)!w{H}ycuJ=m+|54x@Gc#DA>l}T_AQEk zHRbP(-ae+qKevB8#n_Rm-G0NjO(u-d=XbuiHEq@yRXmpdK(bp$b)ayT?M?o(LmQ7b z8ts$ z{@%V?g@zqkIdxWhmF?R+Tl?Z;weDzxb8j&~G4h=7QNq07_ z)!3@_ z>bEryHcwZ9O&M=|_va?v&2)9|(yF_aF6)y^#?3#Y+!xQ6>w15O`cInib$rcbD$^wP zi8ep&R{iTMpKiSWh~~A-)IUYfks5w)+|4)Rp9<vMZF zW^LyWN567V4G$-8TB~e|pg>9YP51U{*WD9TyZgk2{ldC)wtv&E zo^^jtSg$JkTbhnx9s1(V9e0a2*OcFeY+l$hMex;_{NrDko}jC}h7P{JXTR1K+j_HN z=L4#{W^LYvxi)KU0?stzV{zy{7hgAMgM7`7PSMWp+~caGjd? zOs|9x8_+Q?$lWCCR$ZBzeoeg;57fHisS0hI&rzhv@|i=z^<7f1uWp0lVSW0w%$4%& z3gd0L8da11uu!WXyWce~%Q5}^X{DHa`Il=*p9cd*PYL7ndnX$9oikI-meuI7e&Br_ z+`sSg`@iheTTk@Qwe9P(f{(Y99aAGWE_!;WRX8hlhg_gxjA>tvz|4j=cz zqUL*4VeqsMzk4uA9se%9^j_7EbUshVUp8#tu0KnD@Z91ekuWdw)P`Gw_N&dw3hz{| z6~=?Rts;4f#_QVw=R5s7d9f<>dGC#+qlfj|{2wmYxg6Hbntqsl)f@5ZIWOn=Qe}=R zWw&ZiotgDy@b*`wsysOQw=U;78M%LIo0`n6doApLQR$B!cAonFDZLc)?xL~t5_Du+ zg>NQIU90D6_e#}o{dS!mntAApr#C3`?g!JJSTa)UDhEx9#hg{cS9*1Qan=DnlcrXM zBVoQ|M&oa%^zL{>7f$qjBE^JBYBMKej~p$p=;=R--y5)XqfX3vVP5x-kErrE4jdg7(uba~^$U#{Nx zU47==e7?fh>vge7_W2KAJfJ-#7yMo~-4(4q{PVodVcjg%(sv@suWZoO!O3rJiwpCT zlQNgwdhxcp?OhymqFsVEjm(%a+w7g%S+Vn>bH_Jm--T{<=3W@3BN@xresDKs@cNad zvAwq(P}17`u?g9B=t`ts%O`d%)F*jZoA1=~gZP)L}_Gi3S$IRUP;K5a0jdU7*xZP4kj;*TtL5m%l{A}Mv*~5AB z?!WHO+1sM4lD2=fU_|!&s$Mcr#sN8&sM7Y>s=>E=mE5B?HQTaJ2|pD1pm^cEx^w>5 z9aZoCqC9_1KRl!HX4NZ`r`8*3_Nv~_53cmTwM+#kbgP$o`(b5h@xkp|kMGy++h>{= z9dl4uQy1!e`Q$>KD*JF!?`IF`&0G@>#T?kH?HOOJ*uTIHwJG*ie671j)iv?#2f;JqF&Y`f$3642h{ya{n?t zK4|ieIe(wlp}|EbX8-nYT}=4t{d*_k^<&#F?i6_XoF10^arG13lXNJqX4PVCcWLjS z7bb1qwn&RU|Dy1nDND5e@`SE!^KQ`O16L})+e6o}8{{w=&kp`)4#? zQuexDTUmDej+~p+cl3}uXT$hCwnfcc&lbF`a?=ZsSaj{WI?TTOL*LQ^l-oS9E?%h#H6nh)ppkVg(7L1>*=Y_49fB4VRe0P;fm?cr4PQ!pL=)av%hIg z(%f-{O0Cn2HS^p!Kj~MMXfY^zs$q`@>yvWTxzIB~m*4qMiB+?Q$+c%y?3C@gTHdId zcF6P%D*4B=U9u0jtkF5rzEres>R?&A(p6&)98mb{up))g;yIw?1E~ z=KJ(p>0*65-VEc{`z6}@-D}F1an|*?Sz$ipbpFBHljbVT-1J>9{b#D;D;2KM^P_co z`RHf2==Hsb|q}9E{Jf;pS6ARc-&2;*}a5)_1*LKXGdKE=~Qp@mq%$9MJV# zXWvLueUtWW+*0tt@bNl4Bc}J94>xFB_o@|kese(GhWCD{Q^BoD7&fO|&+z&jHzfJ@ zX?JYUxk&X@!$wb5!2w5l-1u#yROj0CF0XD=gYJ>X){dH~)w6yp*`Ui3Wi5T=_tqN| zHSm+QZ3;d}ROy44ciejEh`OCC(yhW93F|P^H_ArlJ za$>1Vdy)lBI^QUsbabz7Y#iUd+=YFbx%IB!uXbE%GQYEZe46=6*jnN68-*4tL-+c7 zCSN_N0;kvZeqrZE6;0c}ZP%wK>$#hMUwmuK2|c?u+|!sV?BjSiq{xYXPHMqd7g`Lg zctkJ8*5C4du4QUhsb9WAO_B!#bN0`8FaI)?7~Z~C(H`5C>Di%eYOH)qn_>%1867i7 zuiv{iQt1zBWtqA6lSag;SYq;+S&jB-ZSta1rc^tqPVdZbnv`{m%1_)|E~eLHHP2sm z=UZ1(2b111Zq|#P7DZxqPgc&CFC`xx=BZDA@$vJ8PyVIrrAK5v zJAIE%Us!u=-WRL%*@YL9Du47qS6XiA+_zMM^vub{af{aJr!7_fTp7l}3jIF$?3*(? zl;O+41CUeK>u@=V)te1fi*ER>?n#b>iwb$r^sHg3CYd^>3I5thoG#R+*OW(eWbvpIXsvw-yfj ztaj0`FR$Q%xXeX%#wm8f3!6`TIa`MsWuEZ!mRTD2$Ng&UZX^qOJbi2Ai$(71`;|XG zY&a|I>s$2rxe05wYxJ&5(~`38*2cR9hQ8W$txjy&6#L1!RXV(<>x%Lj7yQrnFJo-Z z?~1<});0bufA{V5yHzCl%DnRj?$uA3=G-hgZH+$uxZAk%592iX)%Lv(bh@L#?Z;$$ zYU{ zXTG|7rTVv%^}+|2s!Z;6O*hgWZJg95>^H0a`LNylB05#0WvW}pjw)H@lBF7bx+8w33eekvVeDYV*r^7g1YGKle4Ng@0_@_3$zh#M*A9>JdZo*N$oi<;a zV-LHl?wNi2AB#Pt@_ibez4G@4{paS~Pyf2RL*IK!%kP@)(*7Emk2Hy!rNh0m7n?L{ zpE7pnlfPnkJ$diorn>#guh)UQ*Aq8(OdfoayiAcFk0+?x!({3EX8A{5Qyj`LJ4Hl` zn+|y~&Bi$Od$QoiV@e!Q$zfYt)(HC#3T67~_X!6^>-hG#o<&|hs`mfxT=m(X$F=5m zlhjKy?ogTf<6k>}`h+Gm=z4D9j1$^fyFkjbVc*-sGHJ@~o|mY)=SLPxyt_pQ4xK-h zJBKyzM2?oT+wIfjleOEa%q%_s-l=rMZp16`;fbPqMy*hM?zX#PQ{L6JS3Y=cV7DoX zd8tmJa?d0W`n~zr^^dDO)T(}IU)QiP`XSHcZKM5%&TlzVzUQELRc`oRrR+x&^z`By zwYMJHt@OzYwtBj8*gsgYbC*TCRw-uUnw9IiTF*Z7Po5829oMs+^G-{CYriTsY?r=Y z*r&FCZ1%7ErN0r*zp@OxRB5IrZ@g18+37`U{q>I8u?g$7Y(|s!tCqW}Y2Us2#IX!1 zgPPke#&v9QSj&H$wYKE1zi3sh(np473G=Vdx9Xm$_}j|Sd|~A-3sMH-I;HLxGir-& z56=~oe8OM);>!Iiht3~X`w{JHr+Z?zIxIhy!#>XQS<6o9Giti7UthU-*U1~ooO9%jPu@PO3$(@2fth%j-{E~Ul9krQtxc1juj_ax4_vTt#e6Iff{m=I%4Lz>HEn5wn(Bo%~ zDpP50nH_huX<+^>pVf=g+_=4UCX9+#;SL+er2gSI?atY~#JH+^^>v#HoqI0Wt=4&B z_TQ;+Q0IzX8k_2=?fSHEJy_XLtc1e4?^x9VVSOvFE174;|UQS(TGocd35j*I}RFghOTibJ)ApHeIrs&!rrs z?ak6Gh#edD&CPk(s7~0gT6_3|&adpcsUlT}?s>KSAG-2OiCybD98vo7?+m(-Izi7C z>s;iSm0`bYZ1vfja$VK;#fI+rz0+!Ct(>!Q+*iI@87o{2^TqEx_;Pfn z3E|)O&iTAm#}mqOX=9s4yR0v3Oqg`{jg9)I`n8>3Z@;cK&#nFTl|4sP>&=({IaTk7 zW`92I%JK_;s@T8Z{XF(?f5l}PnC`D?se?=l+9d4$ZLJE7zV_?GI*$cSWAD^hcOXS@ zywfDuyOlQ2NSiUNK<{#4SZ@M0i-_t|$Z%s*EQ<1s0M`{m-Q{xT%&Z`jyp*UtGz zq`GtZ|M1v(m3w{HsSZD1)7hWC>Gfs7aNZWz?9Sd?7xiOemg^HUuho$6pI_Q(+ylio zt6eYeGaIxj>*91z+!?Az&~y9FJz95b*}6-Q{}p-;ZRoP04gKw()ibT=GV;+~QZ?(+ z?c)}e{udYezg_9@=8p*JM>qS=|MzC?KKXB(I(?h=J(_jz@nMgi-J6ZBnQVC4W}SO> zYSun{PXEgtlZTIAczBBTrAH6@@)2L1vR%2Dn3x(5!=LD{n#sZk9aj0V+;99p$hv#G z54*H(_TT?ybnQmDYNi}AdU*O~|Cbl-==+qu+5cU{79zF~v4w~oW=x|Zwh*y}h%H2H zAz}*=J3z!1BDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#1N*wh*y}h%H3y01-RPyhlas01;b=*h0h>B6fg?EktY~Vha&l zh}c5J79zF~v4w~&L~J2q3lUq0*h0h>B6fg?EktY~Vha&lh}c5J79zF~v4w~&L~J2q z3lUq0*h0h>BDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H3y01;b=*h0h(GbT|HTZq^~ z#MX0BDN5*g@`RgY$0L`5nG7ZLc|Ubu>(YGAz}*=TZq^~#1BDN5*g@`Rg zY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#1B6fg?9Ux*05nG7Zp|%wjv4w~&L~J2q3lUq0*h0h>BDN5*g@`Rg zY$0L?h}c5J79zF~v4w~&L~J2q3lUq0*h0h>BDN5*g@`RgY$0L`5nG7ZLc|s#wh*xc zL~J2q3lUq0*h0h>BDN5*g@`RgY$0L`5nG7ZLc~^%MBDN5*g@_#>Vha&lh}c5J79zF~ zv4x1O=N^gJVa7HpVuu)SRKyk{wh*y}h%H2HAz}*=TZq^~#8&(x5nG7ZLc|s#c7TW- zc6vueY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#1BDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~ z#1;Ms4h}c5J79zF~v4w~&L~J2q3lTe9p+!Y(Az}*=TZq^~#1BDN5*g@_$i0HPwc5V3`b9Ux*05nG7ZLc|s#wh*y}h%H2HrFbM_ z3lUq0*a0H85V3`bEktY~Vha&lh}c5J79zF~v4w~&L~J2q3lUq0*h0h>BDN5*g@`Rg z>~IHSRKyk{wh*y}h%H3y01;b=*h0h(*GW+kI~?~>5nG7ZLc|s#wh*y}h%H3ya2*g8 zv4w~&MC zBDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#10U#g@`RgY$0L`5nG7Z zLc|s#wh*y}h%H2HAz}*=TZq^~#1 zBDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#1BDN5*g@`Rg>;Ms4h}c5J79zF~ zv4w~&MC(YGAz}*=TZq^~#1BDN5*g@`RgY$0L`5nG7Z zLc|s#wh*y}h%H3y01;b=*x^p5sEDl`k3?)CVha&lh}c5J79zF~v4w~&L~J2q3lUq0 z*h0h>BDN5*g@`RgY$0L`5j&g*MMdneV=pRV3lUq0*h0h>BDN5*g@`RgY$0L`5nG7Z zLc|s#wh*y}h%H2HAz}*=TZq^~#1;Ms4h}c5J4iK@0h%H2H zAz}*=TZq^~#10U#g@`RgY$0L`5nG7ZLc|s#wh*xcL~J2q3lUq0*h0h>B6c{>h>F-k z#1BDN5*g@_#>Vha&lh}c5J79zF~v4w~&L~J2q3lTdBDN5*wfT{VEktb1eI#NF z5nG7ZLc|s#wh*y}h%H3y01;b=*h0h>B6fH^kBZnr#1q*L`7^NVha&lh}c5J79zF~ zv4w~&L~J2q3lUq0*h0h>BDN5*g@`RgY$0NYvO`qF79zF~v4w~&L~J2q3lUq0*h0h> zB6fg?EktY~VuyL4sE92@Y$0L`5nG7Z0V1{#v4w~&MCBDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*= zTZq^~#10U#g@`RgY$0L`5j#M{79zF~v4w~&L~J2q3lUq0*h0h>BDN5*g@`RgY$0L` z5nG7ZLc|s#wh*y}h%H2HAz}*=TZq^~#1p_MQkBr2Z-20#1BDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}*=J3z!1BDN5* zg@`RgY$0L`5nG7ZLc|Vb)~JXrL~J2q3lUq0*h0h(5U~S9Y$0L`5nG7ZLc|s#wh*y} zh%H2HAz}*=TZq^~#1EWYL~J2q3lUq0*h0h>BDN5* zg@_#rIZ+W?h}c5J79zF~v4w~&L~J2q2Z-20#1BDN5*g@`RgY$0L`5nG7ZLc|s#wh*y}h%H2HAz}xJ*lPGl#1BDN5*g@`RgY$0L` z5nG7ZLc|s#wh*y}h#eqe3lUq0*h0iMBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{ zBVrp7+lbgk#5N+f5wVSkZA5G%VjB@Vf{1NIY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7 z+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWu_K7sM#MHEwh^(7h;2k{BVrp7+lbgk z#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYD z5!;B^M#MHEwh^(7i0w*`L~J8s8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7 zh;2k{BVrp7+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHN_NR|TY$IYD5!;B^M#MHEwh^(z zlhC6gwh^(7h;2k{BVrp7JA#O9L~J8s8xh-x*ha)QBDN8+!(E6`5!;B^M#MHEb_5aI zh}cHNHX^nWv5kmrL~J8sho5Uy#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWv5klwLBuv9 zwh^%-h}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYv5V4JjZA5G%VjB_L zh}cHNHX^nWu_K7sM#MHEwh^(7h;2k{BVrp7+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHN zHX^nWv5kmrL~J8shbOd0MQkHt8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7 zh;2k{BVrp7+lbgk#5N+f5wRnP*ha(-Pt1yn*ha)QBDN8+jfibTY$IYD5!;B^M#MHE zwh^(7h;2k{BVrp7+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x z*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N+f5wVSkZA5G% zVn-0MjfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N*!1QFYa*ha)QB6b83 z+lbgk#5N+f5wVSkZA9z{BDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk z#5N+f5wVSkZA9z{BDN8+jffqdOdl1ojfibTY$IYD5!;B^5kzbwVtdXb5!;B^M#PRF zVjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7 zh;2md2qLx-v5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{ zBVrp7+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHNjv!(i5!;B^M#MHEwh^(7h;2k{BVrp7 z+lbgk#5N*!1QFYa*ha)QBDN8+BZ$~W#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWv5kmr zL~J8s8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N+f z5wVSkZA5G%Vn-0MjfibTY$IYv5V4JjZA5G%VjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x z*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N*!c#>#T#5N+f z5wVSkZA9z{BDN8+jfibTY$IYD5!;B^5kzbwVjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x z*bzi*BVrp7+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x*ha)Q zBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7JA#O9L~J8s8xh-x*ha)QBDN8+ zjfibTY$IYD5!;B^M#MHEwh^%-h}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibT zY$IZad5@@wZA5G%VjB_Lh}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYD z5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#17+RRKzwSwh^(7h;2k{BVrp7+lbgk#CE|) zBDN8+jfibTY$IYD5!;B^M#MHEwh^%-h}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+ zjfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N+f5wVSkZA5G%Vn-0MBZ$~W z#5N+f5wRnP*ha)QBDN8+jfibTY$IYD5!;B^M#MHEb_5aIh}cHNjv!(i5!;B^M#MHE zwh^(7h;2k{BVtDov5kmrL~J8s8xh-x*ha*TAYvO4+lbgk#5N*!1QFYa*ha)QBDN8+ zjfibTY$IYD5!;B^M#MHEwh^(7h;2k{BVrp7+lbgk#5N+f5wVSk9YMr4BDN8+jfibT zY$IYD5!;B^M#MHEwh^(z*A*49jfibTY$IYv5V4JjZA5G%VjB_Lh}cHNHX^nWv5kmr zL~J8s8xh-x*ha*TAYvO4+lbgk#5N+f5wVSkZA5G%VjB_Lh}cHNHX?Qe5!;B^M#MHE zwh^(7h;2k{BVrp7+lbgk#5N+f5wVSkZA5G%VuyL5sEBPuY$IYD5j%p2ZA5G%VjB_L zh}cHNHX^nWv5kmrL~J8s8xh-x*ha)QBDN8+jfibTY$IYD5!;B^M#MHEwh^(7h;2k{ zBVrp7+lbf^L~J8s8xh-x*ha)QBDN8+jfibT>)k2<#g fuv_P5y;^tc-u~mxqlZ6U;^k5=mmJ-*#moN%ixN@T literal 0 HcmV?d00001 From d6575cef5f2f4b7eabb7fad8574e579bf55aba69 Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Fri, 15 Dec 2023 09:55:31 -0300 Subject: [PATCH 5/8] Corrigindo pequenos erros e realizando testes --- data_to_read/bpm.csv | 1 + data_to_read/spo2.csv | 1 + data_to_read/temp.csv | 1 + .../configurations/target_system/g3t1_1.launch | 2 +- .../configurations/target_system/g3t1_2.launch | 2 +- .../configurations/target_system/g3t1_3.launch | 2 +- .../components/component/src/Sensor.cpp | 1 - .../src/covid_detection/covid_detection.py | 15 ++++++++------- .../components/component/src/g3t1_3/G3T1_3.cpp | 2 +- 9 files changed, 15 insertions(+), 12 deletions(-) create mode 100644 data_to_read/temp.csv diff --git a/data_to_read/bpm.csv b/data_to_read/bpm.csv index e69de29b..fe4afb0d 100644 --- a/data_to_read/bpm.csv +++ b/data_to_read/bpm.csv @@ -0,0 +1 @@ +106 diff --git a/data_to_read/spo2.csv b/data_to_read/spo2.csv index e69de29b..6529ff88 100644 --- a/data_to_read/spo2.csv +++ b/data_to_read/spo2.csv @@ -0,0 +1 @@ +98 diff --git a/data_to_read/temp.csv b/data_to_read/temp.csv new file mode 100644 index 00000000..0139198f --- /dev/null +++ b/data_to_read/temp.csv @@ -0,0 +1 @@ +38.33 diff --git a/src/sa-bsn/configurations/target_system/g3t1_1.launch b/src/sa-bsn/configurations/target_system/g3t1_1.launch index c92c3cb0..b8b078a8 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_1.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_1.launch @@ -28,6 +28,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_2.launch b/src/sa-bsn/configurations/target_system/g3t1_2.launch index c40de8b2..b719ace4 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_2.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_2.launch @@ -28,6 +28,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_3.launch b/src/sa-bsn/configurations/target_system/g3t1_3.launch index 3322795e..a5a6dcb2 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_3.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_3.launch @@ -22,6 +22,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/Sensor.cpp b/src/sa-bsn/target_system/components/component/src/Sensor.cpp index fd840494..dcdf8d2e 100644 --- a/src/sa-bsn/target_system/components/component/src/Sensor.cpp +++ b/src/sa-bsn/target_system/components/component/src/Sensor.cpp @@ -183,7 +183,6 @@ double Sensor::collect_table(){ } if(line_number_counter == line_marker) { m_data = std::stof(line); - std::cout << m_data << std::endl; last_line = 0; return m_data; } diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py index d58b49cd..1a25d3f5 100644 --- a/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/covid_detection.py @@ -11,15 +11,16 @@ def callback(data): with open(caminho, 'rb') as file: model = pickle.load(file) - debug = 0 - if(debug==1): - # Realiza a previsao de um unico caso de teste - rospy.loginfo("oxi_data %f" % (data.oxi_data)) - rospy.loginfo("ecg_data %f" % (data.ecg_data)) - rospy.loginfo("trm_data C %f" % (data.trm_data)) - rospy.loginfo("trm_data F %f" % ((data.trm_data * 1.8) + 32)) data_to_test = pd.DataFrame({'Oxygen': data.oxi_data, 'PulseRate': data.ecg_data, 'Temperature': ((data.trm_data * 1.8) + 32)}, index=[0]) resultado = model.predict(data_to_test) + debug = 1 + if(debug==1): + # Realiza a previsao de um unico caso de teste + rospy.loginfo("Debug: oxi_data %f" % (data.oxi_data)) + rospy.loginfo("Debug: ecg_data %f" % (data.ecg_data)) + rospy.loginfo("Debug: trm_data C %f" % (data.trm_data)) + rospy.loginfo("Debug: trm_data F %f" % ((data.trm_data * 1.8) + 32)) + rospy.loginfo("Debug: Covid suspect %i" % (resultado)) if(resultado[0]==1): rospy.loginfo("The patient's condition was compatible with a suspected case of Covid-19. Please see a doctor.") else: diff --git a/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp b/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp index caf8a718..d28f4519 100644 --- a/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp +++ b/src/sa-bsn/target_system/components/component/src/g3t1_3/G3T1_3.cpp @@ -20,7 +20,7 @@ G3T1_3::~G3T1_3() {} void G3T1_3::setUp() { Component::setUp(); - + convert_name(); std::array ranges; std::string s; From ff9f3859b8f35f71553452ee72ecfbbefbbfab6d Mon Sep 17 00:00:00 2001 From: Gabriel R Pacheco Date: Sat, 13 Jan 2024 22:18:49 -0300 Subject: [PATCH 6/8] Arquivos modelo deteccao covid 19 MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adição dos arquivos com o treinamento e os dados para criação dos modelos SVM e NB para detecção de casos suspeitos de covid-19 --- .../input/dataset-covid-csv/dataset_covid.csv | 10001 ++++++++++++++++ .../dataset-covid-csv/dataset_covid_trad.csv | 10001 ++++++++++++++++ .../covid_detection/predict-covid-NB.ipynb | 1 + .../covid_detection/predict-covid-SVM.ipynb | 1 + 4 files changed, 20004 insertions(+) create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid.csv create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid_trad.csv create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-NB.ipynb create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-SVM.ipynb diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid.csv b/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid.csv new file mode 100644 index 00000000..e5dccfe0 --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid.csv @@ -0,0 +1,10001 @@ +ID,Oxygen,PulseRate,Temperature,Result +0,98,65,95,Negative +1,96,92,95,Negative +2,95,92,99,Negative +3,97,56,96,Negative +4,88,94,98,Positive +5,94,100,103,Positive +6,88,81,104,Positive +7,91,79,95,Negative +8,93,59,101,Positive +9,86,117,99,Positive +10,94,75,95,Negative +11,98,46,96,Negative +12,86,85,98,Positive +13,90,55,101,Positive +14,93,67,97,Negative +15,89,66,97,Positive +16,89,121,99,Positive +17,94,111,96,Negative +18,97,120,98,Negative +19,93,108,104,Positive +20,96,114,98,Negative +21,97,48,98,Negative +22,95,117,99,Negative +23,93,51,103,Positive +24,99,49,97,Negative +25,96,123,99,Negative +26,97,124,99,Negative +27,94,55,97,Negative +28,87,105,103,Positive +29,89,44,99,Positive +30,92,52,97,Negative +31,89,104,100,Positive +32,100,107,97,Negative +33,88,76,102,Positive +34,91,92,99,Negative +35,89,56,102,Positive +36,99,128,104,Negative +37,93,64,102,Positive +38,91,78,96,Negative +39,96,43,99,Negative +40,92,73,96,Negative +41,94,92,97,Negative +42,96,47,100,Negative +43,90,130,104,Positive +44,94,48,100,Negative +45,88,101,103,Positive +46,85,53,95,Positive +47,100,84,104,Negative +48,100,124,95,Negative +49,85,65,95,Positive +50,99,101,104,Negative +51,92,117,102,Positive +52,100,54,95,Negative +53,96,71,98,Negative +54,88,42,95,Positive +55,100,92,99,Negative +56,97,96,105,Negative +57,89,96,102,Positive +58,86,93,105,Positive +59,86,49,96,Positive +60,86,45,96,Positive +61,91,109,103,Positive +62,90,78,99,Negative +63,92,105,103,Positive +64,89,107,100,Positive +65,97,69,105,Negative +66,97,99,97,Negative +67,94,101,102,Positive +68,85,52,105,Positive +69,95,92,101,Negative +70,96,126,96,Negative +71,91,114,103,Positive +72,86,94,104,Positive +73,95,94,104,Negative +74,99,76,103,Negative +75,89,77,97,Positive +76,89,56,99,Positive +77,92,130,99,Positive +78,88,108,98,Positive +79,100,78,96,Negative +80,100,54,105,Negative +81,93,84,104,Positive +82,87,78,96,Positive +83,98,50,95,Negative +84,100,106,104,Negative +85,96,53,96,Negative +86,86,81,98,Positive +87,86,122,103,Positive +88,86,103,100,Positive +89,92,104,102,Positive +90,98,44,103,Negative +91,87,104,100,Positive +92,91,67,96,Negative +93,99,64,99,Negative +94,97,57,102,Negative +95,96,114,104,Positive +96,96,63,105,Negative +97,97,70,102,Negative +98,92,126,100,Positive +99,99,53,99,Negative +100,90,90,105,Positive +101,92,120,100,Positive +102,97,65,96,Negative +103,100,85,97,Negative +104,98,52,100,Negative +105,88,73,100,Positive +106,100,129,100,Negative +107,97,80,98,Negative +108,85,57,100,Positive +109,85,111,100,Positive +110,92,86,101,Positive +111,96,98,104,Negative +112,87,129,98,Positive +113,92,111,96,Positive +114,95,121,101,Positive +115,85,50,101,Positive +116,88,119,95,Positive +117,97,63,103,Negative +118,97,95,95,Negative +119,100,55,97,Negative +120,100,109,103,Negative +121,97,109,99,Negative +122,99,56,105,Negative +123,100,81,105,Negative +124,94,81,101,Positive +125,100,63,97,Negative +126,97,125,98,Negative +127,99,47,100,Negative +128,98,65,99,Negative +129,100,47,99,Negative +130,86,114,101,Positive +131,96,113,98,Negative +132,98,45,95,Negative +133,88,123,105,Positive +134,86,76,102,Positive +135,96,82,103,Negative +136,89,107,100,Positive +137,95,108,96,Negative +138,91,69,104,Positive +139,94,53,98,Negative +140,90,41,102,Positive +141,95,55,97,Negative +142,88,93,104,Positive +143,95,116,103,Positive +144,100,94,104,Negative +145,93,72,104,Positive +146,85,82,98,Positive +147,86,80,101,Positive +148,86,44,100,Positive +149,97,68,98,Negative +150,91,45,100,Positive +151,86,112,101,Positive +152,100,60,105,Negative +153,99,129,104,Negative +154,91,98,102,Positive +155,92,126,97,Positive +156,100,46,99,Negative +157,91,124,102,Positive +158,93,122,96,Negative +159,90,100,96,Negative +160,91,63,97,Negative +161,94,94,105,Positive +162,98,106,101,Negative +163,93,97,101,Positive +164,90,119,104,Positive +165,92,40,105,Positive +166,89,51,105,Positive +167,87,48,95,Positive +168,88,129,103,Positive +169,94,56,96,Negative +170,99,121,101,Negative +171,88,119,101,Positive +172,92,124,100,Positive +173,100,99,102,Negative +174,92,125,98,Positive +175,85,124,105,Positive +176,91,60,100,Negative +177,88,69,95,Positive +178,90,123,97,Positive +179,89,74,99,Positive +180,87,40,103,Positive +181,86,106,105,Positive +182,95,67,96,Negative +183,89,91,97,Positive +184,95,79,97,Negative +185,87,42,95,Positive +186,86,115,96,Positive +187,97,116,95,Negative +188,87,112,103,Positive +189,89,45,95,Positive +190,97,113,100,Negative +191,96,121,101,Positive +192,86,48,101,Positive +193,92,60,95,Negative +194,96,80,105,Negative +195,92,87,102,Positive +196,91,91,96,Negative +197,90,108,104,Positive +198,96,124,96,Negative +199,90,47,100,Positive +200,97,120,104,Negative +201,93,79,100,Negative +202,97,111,104,Negative +203,99,102,104,Negative +204,96,59,98,Negative +205,88,65,102,Positive +206,94,61,97,Negative +207,94,118,103,Positive +208,95,51,96,Negative +209,97,66,100,Negative +210,89,123,99,Positive +211,87,113,97,Positive +212,93,104,102,Positive +213,96,121,101,Positive +214,98,71,100,Negative +215,91,76,101,Positive +216,85,67,103,Positive +217,100,94,100,Negative +218,92,80,97,Negative +219,92,72,104,Positive +220,100,47,97,Negative +221,100,58,99,Negative +222,97,129,97,Negative +223,90,113,95,Positive +224,97,96,103,Negative +225,88,45,99,Positive +226,91,50,96,Negative +227,99,118,103,Negative +228,91,124,105,Positive +229,92,64,100,Negative +230,97,102,98,Negative +231,92,57,95,Negative +232,97,113,102,Negative +233,85,96,95,Positive +234,100,105,98,Negative +235,85,124,96,Positive +236,98,66,101,Negative +237,91,116,100,Positive +238,88,47,105,Positive +239,98,127,100,Negative +240,85,121,96,Positive +241,97,68,103,Negative +242,91,127,98,Positive +243,100,125,98,Negative +244,88,125,97,Positive +245,92,100,104,Positive +246,96,91,98,Negative +247,88,74,103,Positive +248,91,56,99,Negative +249,97,69,100,Negative +250,93,41,98,Negative +251,95,72,96,Negative +252,95,100,96,Negative +253,96,99,97,Negative +254,89,66,102,Positive +255,98,64,103,Negative +256,91,43,96,Positive +257,85,95,99,Positive +258,91,75,100,Negative +259,93,123,102,Positive +260,100,111,98,Negative +261,91,90,95,Negative +262,91,57,101,Positive +263,98,44,100,Negative +264,92,124,95,Positive +265,100,103,102,Negative +266,93,73,96,Negative +267,92,111,104,Positive +268,91,89,105,Positive +269,95,83,105,Negative +270,88,84,103,Positive +271,87,76,99,Positive +272,93,121,105,Positive +273,87,96,105,Positive +274,100,59,95,Negative +275,95,76,99,Negative +276,86,82,103,Positive +277,94,42,105,Positive +278,89,101,97,Positive +279,99,45,100,Negative +280,96,111,105,Positive +281,94,106,101,Positive +282,94,107,96,Negative +283,99,120,99,Negative +284,86,108,99,Positive +285,94,98,101,Positive +286,99,99,103,Negative +287,89,118,96,Positive +288,90,87,95,Negative +289,94,80,100,Negative +290,86,68,103,Positive +291,93,55,104,Positive +292,92,108,99,Negative +293,94,59,98,Negative +294,100,123,97,Negative +295,88,129,99,Positive +296,95,75,99,Negative +297,92,118,105,Positive +298,87,57,103,Positive +299,92,69,104,Positive +300,95,67,101,Negative +301,98,110,100,Negative +302,96,48,96,Negative +303,86,69,105,Positive +304,99,57,104,Negative +305,90,64,102,Positive +306,89,53,97,Positive +307,88,108,98,Positive +308,90,49,104,Positive +309,97,90,96,Negative +310,95,67,105,Negative +311,93,71,98,Negative +312,99,105,102,Negative +313,85,72,105,Positive +314,87,62,100,Positive +315,98,53,97,Negative +316,98,74,103,Negative +317,97,96,102,Negative +318,98,121,101,Negative +319,86,106,101,Positive +320,98,122,102,Negative +321,97,112,95,Negative +322,97,89,105,Negative +323,92,106,96,Negative +324,91,103,99,Negative +325,86,51,105,Positive +326,90,103,105,Positive +327,98,84,98,Negative +328,86,119,104,Positive +329,87,66,98,Positive +330,97,123,96,Negative +331,91,101,97,Negative +332,95,60,100,Negative +333,98,89,105,Negative +334,97,129,101,Negative +335,94,104,104,Positive +336,89,90,102,Positive +337,92,42,97,Positive +338,98,77,95,Negative +339,89,101,101,Positive +340,98,51,98,Negative +341,94,49,100,Negative +342,95,76,99,Negative +343,96,61,103,Negative +344,90,122,97,Positive +345,100,114,105,Negative +346,98,70,100,Negative +347,88,104,100,Positive +348,93,41,96,Negative +349,94,119,95,Negative +350,86,110,102,Positive +351,96,60,98,Negative +352,86,98,103,Positive +353,85,48,95,Positive +354,92,116,100,Positive +355,91,104,102,Positive +356,92,90,97,Negative +357,96,108,101,Negative +358,99,52,101,Negative +359,94,75,104,Positive +360,91,128,98,Positive +361,87,111,96,Positive +362,90,106,99,Negative +363,91,99,97,Negative +364,93,85,103,Positive +365,85,41,95,Positive +366,91,86,102,Positive +367,99,130,96,Negative +368,95,121,96,Negative +369,89,64,102,Positive +370,85,128,105,Positive +371,100,69,97,Negative +372,85,71,101,Positive +373,91,94,98,Negative +374,92,110,103,Positive +375,90,49,98,Positive +376,93,85,98,Negative +377,85,73,104,Positive +378,91,56,96,Negative +379,98,85,102,Negative +380,94,55,98,Negative +381,92,96,101,Positive +382,94,62,100,Negative +383,97,44,105,Negative +384,100,71,100,Negative +385,90,59,102,Positive +386,94,105,104,Positive +387,88,115,103,Positive +388,95,121,99,Negative +389,92,101,102,Positive +390,96,73,105,Negative +391,90,66,95,Negative +392,87,80,100,Positive +393,85,113,105,Positive +394,96,80,97,Negative +395,99,129,99,Negative +396,88,54,95,Positive +397,99,79,105,Negative +398,93,50,96,Negative +399,94,116,103,Positive +400,98,40,95,Negative +401,95,59,97,Negative +402,85,71,99,Positive +403,89,104,99,Positive +404,95,95,101,Negative +405,99,50,100,Negative +406,95,65,103,Negative +407,91,126,102,Positive +408,89,58,105,Positive +409,88,123,104,Positive +410,96,51,101,Negative +411,98,111,104,Negative +412,97,93,102,Negative +413,91,105,99,Negative +414,89,85,102,Positive +415,96,66,95,Negative +416,92,99,102,Positive +417,85,96,102,Positive +418,98,80,97,Negative +419,98,127,104,Negative +420,90,109,105,Positive +421,99,114,105,Negative +422,97,118,103,Negative +423,91,94,103,Positive +424,86,82,100,Positive +425,96,80,105,Negative +426,100,100,95,Negative +427,85,83,102,Positive +428,96,74,102,Negative +429,93,56,98,Negative +430,85,126,101,Positive +431,85,76,99,Positive +432,86,46,97,Positive +433,90,102,101,Positive +434,94,47,104,Positive +435,89,107,103,Positive +436,94,73,95,Negative +437,95,90,98,Negative +438,99,70,100,Negative +439,93,129,100,Negative +440,92,118,96,Positive +441,100,129,102,Negative +442,87,89,105,Positive +443,93,68,96,Negative +444,89,105,104,Positive +445,93,40,100,Negative +446,92,48,100,Positive +447,91,90,101,Positive +448,89,122,101,Positive +449,92,77,97,Negative +450,85,50,100,Positive +451,94,49,103,Positive +452,92,62,96,Negative +453,88,105,105,Positive +454,91,83,98,Negative +455,89,85,101,Positive +456,97,112,98,Negative +457,98,64,104,Negative +458,88,118,101,Positive +459,90,76,96,Negative +460,95,71,103,Negative +461,86,96,99,Positive +462,93,123,101,Positive +463,100,53,104,Negative +464,97,111,98,Negative +465,91,51,95,Negative +466,88,48,95,Positive +467,90,67,99,Negative +468,94,61,103,Positive +469,94,41,96,Negative +470,86,127,100,Positive +471,98,99,96,Negative +472,90,66,104,Positive +473,89,59,96,Positive +474,89,43,105,Positive +475,92,40,98,Positive +476,87,97,96,Positive +477,94,116,96,Negative +478,99,117,96,Negative +479,98,68,96,Negative +480,100,79,96,Negative +481,91,100,101,Positive +482,95,65,99,Negative +483,91,113,103,Positive +484,99,130,96,Negative +485,94,85,102,Positive +486,100,83,100,Negative +487,93,85,97,Negative +488,91,53,96,Negative +489,89,47,97,Positive +490,99,58,96,Negative +491,98,55,97,Negative +492,90,114,99,Positive +493,97,79,96,Negative +494,93,79,100,Negative +495,86,100,95,Positive +496,91,129,99,Positive +497,99,68,99,Negative +498,91,77,102,Positive +499,88,88,105,Positive +500,100,71,103,Negative +501,96,75,102,Negative +502,99,85,100,Negative +503,95,81,97,Negative +504,88,51,97,Positive +505,94,79,97,Negative +506,87,84,95,Positive +507,98,115,103,Negative +508,96,89,99,Negative +509,92,95,102,Positive +510,100,67,98,Negative +511,87,63,104,Positive +512,85,80,99,Positive +513,91,51,103,Positive +514,92,129,95,Positive +515,92,54,98,Negative +516,89,60,105,Positive +517,88,94,101,Positive +518,93,60,104,Positive +519,99,51,102,Negative +520,100,76,97,Negative +521,92,117,98,Positive +522,85,120,99,Positive +523,88,128,99,Positive +524,99,121,97,Negative +525,100,73,104,Negative +526,96,119,103,Positive +527,97,129,100,Negative +528,97,112,95,Negative +529,91,66,96,Negative +530,96,68,103,Negative +531,99,68,95,Negative +532,91,108,102,Positive +533,98,106,102,Negative +534,92,67,103,Positive +535,95,95,105,Negative +536,94,71,95,Negative +537,92,60,98,Negative +538,92,52,99,Negative +539,100,116,102,Negative +540,92,57,101,Positive +541,89,109,100,Positive +542,90,54,101,Positive +543,90,87,105,Positive +544,96,64,103,Negative +545,87,128,96,Positive +546,99,93,100,Negative +547,86,122,105,Positive +548,92,57,97,Negative +549,97,127,95,Negative +550,98,125,102,Negative +551,88,70,104,Positive +552,85,76,100,Positive +553,85,128,101,Positive +554,95,58,97,Negative +555,96,81,105,Negative +556,87,49,98,Positive +557,87,67,99,Positive +558,94,44,100,Negative +559,90,73,96,Negative +560,97,118,96,Negative +561,98,130,101,Negative +562,94,52,98,Negative +563,92,53,101,Positive +564,97,84,100,Negative +565,95,129,102,Positive +566,96,103,104,Negative +567,93,74,98,Negative +568,87,91,99,Positive +569,100,56,96,Negative +570,91,115,98,Positive +571,98,60,96,Negative +572,94,89,98,Negative +573,86,75,102,Positive +574,87,53,95,Positive +575,97,56,98,Negative +576,94,68,96,Negative +577,97,122,95,Negative +578,99,45,101,Negative +579,94,56,95,Negative +580,92,112,103,Positive +581,98,66,97,Negative +582,92,113,103,Positive +583,88,71,104,Positive +584,95,41,100,Negative +585,90,87,95,Negative +586,93,113,97,Negative +587,99,77,100,Negative +588,93,92,103,Positive +589,87,48,99,Positive +590,85,67,105,Positive +591,85,44,99,Positive +592,96,95,95,Negative +593,93,76,96,Negative +594,89,120,105,Positive +595,93,48,104,Positive +596,94,77,97,Negative +597,96,77,96,Negative +598,93,121,104,Positive +599,95,100,98,Negative +600,92,120,103,Positive +601,87,99,101,Positive +602,92,40,95,Positive +603,98,53,99,Negative +604,95,45,95,Negative +605,86,117,104,Positive +606,93,100,102,Positive +607,99,65,104,Negative +608,89,55,99,Positive +609,100,70,101,Negative +610,89,76,96,Positive +611,94,123,95,Negative +612,90,52,98,Negative +613,98,87,100,Negative +614,98,85,97,Negative +615,99,107,103,Negative +616,86,90,104,Positive +617,96,113,100,Negative +618,86,68,98,Positive +619,100,107,102,Negative +620,90,100,103,Positive +621,93,104,100,Negative +622,90,49,99,Positive +623,91,113,104,Positive +624,91,120,102,Positive +625,92,123,96,Positive +626,93,74,103,Positive +627,93,54,101,Positive +628,86,71,105,Positive +629,97,107,105,Negative +630,94,128,100,Negative +631,95,125,95,Negative +632,97,55,105,Negative +633,94,95,105,Positive +634,85,65,96,Positive +635,92,113,104,Positive +636,100,83,100,Negative +637,99,87,100,Negative +638,87,42,103,Positive +639,96,109,99,Negative +640,99,114,104,Negative +641,99,130,99,Negative +642,88,121,99,Positive +643,94,103,100,Negative +644,94,99,102,Positive +645,99,88,97,Negative +646,88,112,101,Positive +647,99,109,96,Negative +648,93,92,97,Negative +649,94,83,97,Negative +650,87,45,98,Positive +651,99,40,98,Negative +652,97,129,105,Negative +653,100,104,102,Negative +654,91,113,104,Positive +655,92,122,98,Positive +656,92,82,97,Negative +657,87,51,103,Positive +658,86,44,103,Positive +659,85,108,102,Positive +660,92,114,95,Positive +661,96,70,95,Negative +662,94,127,101,Positive +663,92,77,97,Negative +664,85,117,101,Positive +665,88,97,98,Positive +666,85,72,101,Positive +667,94,83,98,Negative +668,98,56,98,Negative +669,99,64,101,Negative +670,97,53,105,Negative +671,94,83,102,Positive +672,95,71,100,Negative +673,85,52,99,Positive +674,91,75,99,Negative +675,95,114,105,Positive +676,90,49,105,Positive +677,97,81,105,Negative +678,87,86,104,Positive +679,89,57,96,Positive +680,92,69,105,Positive +681,98,82,101,Negative +682,87,77,100,Positive +683,94,61,101,Positive +684,97,102,96,Negative +685,97,97,104,Negative +686,86,85,95,Positive +687,96,58,96,Negative +688,89,80,102,Positive +689,99,64,95,Negative +690,90,70,98,Negative +691,87,94,104,Positive +692,94,126,104,Positive +693,88,90,97,Positive +694,92,45,102,Positive +695,95,43,105,Positive +696,85,51,102,Positive +697,94,58,98,Negative +698,99,124,104,Negative +699,99,91,102,Negative +700,86,103,103,Positive +701,100,55,102,Negative +702,90,109,103,Positive +703,98,42,101,Negative +704,90,130,101,Positive +705,93,54,100,Negative +706,85,128,98,Positive +707,90,101,102,Positive +708,100,112,97,Negative +709,91,75,102,Positive +710,90,121,104,Positive +711,97,112,102,Negative +712,91,93,98,Negative +713,95,95,96,Negative +714,92,122,103,Positive +715,88,54,98,Positive +716,95,92,98,Negative +717,98,89,103,Negative +718,98,40,100,Negative +719,86,112,101,Positive +720,95,86,104,Negative +721,100,67,97,Negative +722,96,88,96,Negative +723,97,45,96,Negative +724,90,114,97,Positive +725,88,103,98,Positive +726,94,91,101,Positive +727,90,128,101,Positive +728,91,83,101,Positive +729,97,109,105,Negative +730,99,112,103,Negative +731,97,53,99,Negative +732,96,129,97,Negative +733,96,59,101,Negative +734,90,108,95,Negative +735,94,51,99,Negative +736,85,78,101,Positive +737,92,105,101,Positive +738,95,110,100,Negative +739,91,75,99,Negative +740,87,116,95,Positive +741,90,71,98,Negative +742,90,110,100,Negative +743,86,56,98,Positive +744,92,63,100,Negative +745,100,78,105,Negative +746,87,87,97,Positive +747,97,64,98,Negative +748,96,53,101,Negative +749,90,58,101,Positive +750,96,50,105,Negative +751,95,54,99,Negative +752,97,124,101,Negative +753,99,119,103,Negative +754,85,124,98,Positive +755,94,119,102,Positive +756,98,87,100,Negative +757,92,83,96,Negative +758,95,74,99,Negative +759,100,89,105,Negative +760,87,77,98,Positive +761,96,61,99,Negative +762,89,89,103,Positive +763,97,79,100,Negative +764,97,101,105,Negative +765,90,127,105,Positive +766,85,85,104,Positive +767,93,76,103,Positive +768,86,128,102,Positive +769,87,124,103,Positive +770,92,59,104,Positive +771,99,110,100,Negative +772,96,59,104,Negative +773,86,116,101,Positive +774,87,123,96,Positive +775,99,83,98,Negative +776,98,119,100,Negative +777,96,81,103,Negative +778,85,89,99,Positive +779,94,42,105,Positive +780,95,106,96,Negative +781,93,77,101,Positive +782,98,125,105,Negative +783,94,127,95,Negative +784,88,113,104,Positive +785,89,40,95,Positive +786,89,42,105,Positive +787,88,77,96,Positive +788,87,78,99,Positive +789,88,63,105,Positive +790,96,48,98,Negative +791,93,125,99,Negative +792,85,101,98,Positive +793,99,90,104,Negative +794,98,63,101,Negative +795,95,90,96,Negative +796,87,121,98,Positive +797,87,117,105,Positive +798,88,55,97,Positive +799,95,99,101,Negative +800,85,44,105,Positive +801,97,85,101,Negative +802,86,75,98,Positive +803,94,125,99,Negative +804,99,63,97,Negative +805,94,92,101,Positive +806,92,114,99,Positive +807,95,71,98,Negative +808,98,94,96,Negative +809,86,121,102,Positive +810,90,108,97,Negative +811,95,84,101,Negative +812,99,46,99,Negative +813,95,102,97,Negative +814,96,68,99,Negative +815,100,52,96,Negative +816,98,80,101,Negative +817,86,87,95,Positive +818,96,71,98,Negative +819,92,57,96,Negative +820,100,119,97,Negative +821,99,70,95,Negative +822,95,84,103,Negative +823,91,75,96,Negative +824,91,45,98,Positive +825,94,58,105,Positive +826,94,123,95,Negative +827,100,70,99,Negative +828,87,101,95,Positive +829,96,104,95,Negative +830,97,119,98,Negative +831,98,50,96,Negative +832,95,118,95,Negative +833,100,45,100,Negative +834,96,56,100,Negative +835,85,59,98,Positive +836,88,130,97,Positive +837,98,47,96,Negative +838,89,64,95,Positive +839,97,119,105,Negative +840,97,85,104,Negative +841,89,52,104,Positive +842,90,79,102,Positive +843,96,123,95,Negative +844,100,65,104,Negative +845,94,46,98,Negative +846,91,68,105,Positive +847,99,73,96,Negative +848,91,118,105,Positive +849,88,82,102,Positive +850,85,109,102,Positive +851,100,125,96,Negative +852,94,108,99,Negative +853,94,76,102,Positive +854,92,119,95,Positive +855,92,45,102,Positive +856,96,113,98,Negative +857,99,46,105,Negative +858,86,128,103,Positive +859,94,104,99,Negative +860,100,49,96,Negative +861,95,109,95,Negative +862,90,45,97,Positive +863,85,66,104,Positive +864,97,124,97,Negative +865,96,72,95,Negative +866,92,121,100,Positive +867,86,114,99,Positive +868,96,110,97,Negative +869,92,55,105,Positive +870,100,71,97,Negative +871,92,71,100,Negative +872,92,71,97,Negative +873,100,50,95,Negative +874,87,111,99,Positive +875,94,46,95,Negative +876,89,57,100,Positive +877,99,108,104,Negative +878,97,51,104,Negative +879,87,118,96,Positive +880,86,65,95,Positive +881,94,89,101,Positive +882,96,51,99,Negative +883,87,75,97,Positive +884,98,77,95,Negative +885,88,92,101,Positive +886,96,40,105,Positive +887,94,61,102,Positive +888,91,84,96,Negative +889,98,44,101,Negative +890,88,95,96,Positive +891,98,98,104,Negative +892,87,109,103,Positive +893,92,112,100,Positive +894,95,80,96,Negative +895,91,129,101,Positive +896,85,90,99,Positive +897,87,72,103,Positive +898,88,85,95,Positive +899,91,117,96,Positive +900,96,100,99,Negative +901,94,67,103,Positive +902,93,104,100,Negative +903,98,64,104,Negative +904,99,102,100,Negative +905,99,122,100,Negative +906,90,128,103,Positive +907,87,40,97,Positive +908,85,82,100,Positive +909,97,128,95,Negative +910,88,68,97,Positive +911,94,50,102,Positive +912,88,115,104,Positive +913,91,75,104,Positive +914,87,106,95,Positive +915,85,85,98,Positive +916,100,94,103,Negative +917,85,121,96,Positive +918,86,67,97,Positive +919,89,115,105,Positive +920,98,125,100,Negative +921,89,88,104,Positive +922,96,94,98,Negative +923,99,113,97,Negative +924,92,90,95,Negative +925,98,111,100,Negative +926,86,70,100,Positive +927,91,130,105,Positive +928,85,118,99,Positive +929,94,104,97,Negative +930,86,44,99,Positive +931,92,93,99,Negative +932,88,82,99,Positive +933,99,74,100,Negative +934,97,70,103,Negative +935,92,95,105,Positive +936,88,60,100,Positive +937,88,119,95,Positive +938,93,104,99,Negative +939,100,47,97,Negative +940,85,120,100,Positive +941,97,42,104,Negative +942,87,63,96,Positive +943,85,54,103,Positive +944,92,112,95,Positive +945,96,112,101,Positive +946,94,91,98,Negative +947,94,47,100,Negative +948,93,110,99,Negative +949,90,57,102,Positive +950,100,41,99,Negative +951,93,50,99,Negative +952,88,77,97,Positive +953,92,99,98,Negative +954,97,40,100,Negative +955,93,104,104,Positive +956,87,78,101,Positive +957,99,97,102,Negative +958,85,126,95,Positive +959,86,79,95,Positive +960,99,66,96,Negative +961,94,110,97,Negative +962,98,43,95,Negative +963,87,96,102,Positive +964,85,59,95,Positive +965,88,113,98,Positive +966,93,124,99,Negative +967,94,43,95,Negative +968,92,121,103,Positive +969,95,77,104,Negative +970,91,83,98,Negative +971,95,59,99,Negative +972,85,90,101,Positive +973,99,42,99,Negative +974,94,95,96,Negative +975,87,116,100,Positive +976,93,80,101,Positive +977,93,125,104,Positive +978,94,63,97,Negative +979,98,125,103,Negative +980,98,126,97,Negative +981,90,50,97,Negative +982,92,75,95,Negative +983,98,119,102,Negative +984,100,97,105,Negative +985,96,110,103,Negative +986,90,115,102,Positive +987,95,75,101,Negative +988,86,44,101,Positive +989,95,79,103,Negative +990,98,52,97,Negative +991,86,99,97,Positive +992,90,123,100,Positive +993,93,59,102,Positive +994,98,122,104,Negative +995,85,46,102,Positive +996,99,63,103,Negative +997,87,78,99,Positive +998,88,108,103,Positive +999,91,128,97,Positive +1000,95,129,101,Positive +1001,97,54,104,Negative +1002,88,68,105,Positive +1003,93,55,97,Negative +1004,88,63,97,Positive +1005,95,71,101,Negative +1006,86,41,104,Positive +1007,86,120,99,Positive +1008,98,75,105,Negative +1009,90,94,104,Positive +1010,93,59,98,Negative +1011,89,102,96,Positive +1012,94,84,103,Positive +1013,86,66,96,Positive +1014,90,63,99,Negative +1015,90,102,105,Positive +1016,85,67,96,Positive +1017,98,51,100,Negative +1018,100,77,104,Negative +1019,97,42,103,Negative +1020,88,81,99,Positive +1021,88,76,97,Positive +1022,90,88,104,Positive +1023,88,110,105,Positive +1024,89,96,104,Positive +1025,88,117,95,Positive +1026,99,83,99,Negative +1027,100,115,102,Negative +1028,87,130,100,Positive +1029,94,124,95,Negative +1030,98,59,96,Negative +1031,97,69,97,Negative +1032,86,49,104,Positive +1033,97,88,96,Negative +1034,92,40,100,Positive +1035,88,115,104,Positive +1036,86,49,104,Positive +1037,99,99,105,Negative +1038,95,100,101,Negative +1039,99,74,98,Negative +1040,87,66,105,Positive +1041,100,53,100,Negative +1042,98,94,104,Negative +1043,86,69,99,Positive +1044,96,42,96,Negative +1045,88,85,105,Positive +1046,92,56,103,Positive +1047,100,89,105,Negative +1048,99,116,104,Negative +1049,93,40,98,Negative +1050,99,49,99,Negative +1051,94,63,101,Positive +1052,93,89,100,Negative +1053,91,120,95,Positive +1054,86,88,95,Positive +1055,92,90,101,Positive +1056,94,63,99,Negative +1057,94,122,104,Positive +1058,90,55,96,Negative +1059,88,63,102,Positive +1060,96,78,105,Negative +1061,93,130,98,Negative +1062,90,80,99,Negative +1063,88,103,103,Positive +1064,90,112,104,Positive +1065,86,114,104,Positive +1066,98,64,98,Negative +1067,85,60,98,Positive +1068,93,78,98,Negative +1069,92,81,105,Positive +1070,94,66,98,Negative +1071,87,47,103,Positive +1072,88,54,105,Positive +1073,100,54,102,Negative +1074,90,127,99,Positive +1075,85,60,104,Positive +1076,98,84,101,Negative +1077,96,119,96,Negative +1078,88,117,103,Positive +1079,85,73,105,Positive +1080,91,116,104,Positive +1081,97,76,97,Negative +1082,100,72,97,Negative +1083,95,127,102,Positive +1084,97,88,96,Negative +1085,85,94,100,Positive +1086,87,63,105,Positive +1087,91,106,97,Negative +1088,99,116,97,Negative +1089,87,42,98,Positive +1090,97,122,105,Negative +1091,88,89,105,Positive +1092,85,119,105,Positive +1093,100,129,95,Negative +1094,93,103,100,Negative +1095,100,96,97,Negative +1096,91,45,96,Positive +1097,100,89,101,Negative +1098,96,45,99,Negative +1099,100,122,97,Negative +1100,99,70,100,Negative +1101,92,83,104,Positive +1102,88,54,99,Positive +1103,100,103,105,Negative +1104,94,102,103,Positive +1105,91,116,97,Positive +1106,86,124,95,Positive +1107,87,107,100,Positive +1108,90,94,105,Positive +1109,92,94,97,Negative +1110,92,64,98,Negative +1111,94,64,99,Negative +1112,91,50,96,Negative +1113,90,98,96,Negative +1114,100,42,97,Negative +1115,99,63,98,Negative +1116,100,43,103,Negative +1117,98,79,103,Negative +1118,95,105,105,Negative +1119,91,72,104,Positive +1120,87,49,95,Positive +1121,90,61,104,Positive +1122,97,42,95,Negative +1123,89,103,104,Positive +1124,93,120,98,Negative +1125,93,66,96,Negative +1126,95,123,102,Positive +1127,85,88,104,Positive +1128,99,68,105,Negative +1129,85,128,96,Positive +1130,89,106,104,Positive +1131,99,59,101,Negative +1132,97,80,103,Negative +1133,92,69,99,Negative +1134,93,73,100,Negative +1135,93,109,103,Positive +1136,95,70,101,Negative +1137,94,90,100,Negative +1138,91,100,95,Negative +1139,98,58,100,Negative +1140,100,64,103,Negative +1141,88,111,105,Positive +1142,91,74,101,Positive +1143,85,72,99,Positive +1144,85,66,97,Positive +1145,96,80,104,Negative +1146,89,117,102,Positive +1147,95,81,95,Negative +1148,98,127,103,Negative +1149,89,115,103,Positive +1150,88,60,99,Positive +1151,87,71,99,Positive +1152,99,96,95,Negative +1153,91,120,97,Positive +1154,93,60,102,Positive +1155,99,100,103,Negative +1156,97,107,97,Negative +1157,92,101,95,Negative +1158,90,66,100,Negative +1159,97,90,96,Negative +1160,94,62,101,Positive +1161,88,101,99,Positive +1162,90,50,105,Positive +1163,93,125,105,Positive +1164,89,109,100,Positive +1165,100,88,102,Negative +1166,100,79,97,Negative +1167,90,85,96,Negative +1168,93,110,103,Positive +1169,86,112,97,Positive +1170,95,121,99,Negative +1171,92,92,99,Negative +1172,95,64,96,Negative +1173,98,77,100,Negative +1174,86,90,101,Positive +1175,85,60,105,Positive +1176,91,44,102,Positive +1177,99,61,100,Negative +1178,88,48,99,Positive +1179,94,87,101,Positive +1180,89,119,103,Positive +1181,85,69,101,Positive +1182,87,129,104,Positive +1183,90,72,105,Positive +1184,88,105,104,Positive +1185,89,54,103,Positive +1186,92,56,99,Negative +1187,99,118,101,Negative +1188,94,116,105,Positive +1189,96,64,100,Negative +1190,90,127,105,Positive +1191,86,87,99,Positive +1192,92,60,98,Negative +1193,88,47,95,Positive +1194,96,109,101,Negative +1195,88,111,100,Positive +1196,94,80,104,Positive +1197,88,114,95,Positive +1198,95,45,97,Negative +1199,100,64,105,Negative +1200,85,40,100,Positive +1201,96,74,102,Negative +1202,93,108,98,Negative +1203,88,60,104,Positive +1204,87,62,100,Positive +1205,99,71,100,Negative +1206,97,90,99,Negative +1207,89,43,98,Positive +1208,99,63,105,Negative +1209,99,58,96,Negative +1210,94,66,95,Negative +1211,87,46,100,Positive +1212,96,103,103,Negative +1213,91,123,105,Positive +1214,98,79,103,Negative +1215,87,55,95,Positive +1216,90,115,102,Positive +1217,98,45,95,Negative +1218,90,80,104,Positive +1219,91,89,100,Negative +1220,94,65,98,Negative +1221,87,114,102,Positive +1222,86,68,97,Positive +1223,85,72,99,Positive +1224,91,50,102,Positive +1225,89,100,104,Positive +1226,96,90,100,Negative +1227,89,107,95,Positive +1228,94,105,99,Negative +1229,91,41,103,Positive +1230,96,80,100,Negative +1231,98,43,96,Negative +1232,94,103,97,Negative +1233,91,91,96,Negative +1234,98,77,103,Negative +1235,86,49,99,Positive +1236,92,83,103,Positive +1237,89,40,101,Positive +1238,95,93,103,Negative +1239,87,116,98,Positive +1240,91,130,97,Positive +1241,93,109,104,Positive +1242,99,79,102,Negative +1243,88,101,97,Positive +1244,95,64,95,Negative +1245,86,115,103,Positive +1246,99,60,99,Negative +1247,100,66,97,Negative +1248,99,121,103,Negative +1249,98,108,95,Negative +1250,91,74,97,Negative +1251,97,125,104,Negative +1252,92,59,101,Positive +1253,97,62,98,Negative +1254,91,48,105,Positive +1255,100,48,103,Negative +1256,99,46,104,Negative +1257,97,122,104,Negative +1258,87,50,98,Positive +1259,94,120,105,Positive +1260,99,55,101,Negative +1261,100,100,104,Negative +1262,92,122,98,Positive +1263,94,129,96,Negative +1264,95,112,100,Negative +1265,95,46,95,Negative +1266,99,124,95,Negative +1267,96,93,95,Negative +1268,92,85,99,Negative +1269,96,50,104,Negative +1270,96,126,95,Negative +1271,86,56,103,Positive +1272,94,63,95,Negative +1273,85,50,95,Positive +1274,95,44,101,Positive +1275,90,44,102,Positive +1276,94,98,100,Negative +1277,99,46,105,Negative +1278,86,61,102,Positive +1279,93,43,96,Negative +1280,85,56,95,Positive +1281,94,46,102,Positive +1282,89,84,99,Positive +1283,97,79,104,Negative +1284,94,47,97,Negative +1285,88,111,105,Positive +1286,91,109,98,Negative +1287,86,112,104,Positive +1288,93,80,102,Positive +1289,88,41,105,Positive +1290,92,110,104,Positive +1291,93,97,97,Negative +1292,93,63,105,Positive +1293,88,106,103,Positive +1294,86,76,100,Positive +1295,92,54,97,Negative +1296,85,128,104,Positive +1297,93,129,97,Negative +1298,100,95,97,Negative +1299,97,70,95,Negative +1300,91,59,97,Negative +1301,92,127,97,Positive +1302,94,103,97,Negative +1303,100,81,104,Negative +1304,99,58,100,Negative +1305,93,83,105,Positive +1306,92,117,99,Positive +1307,85,78,95,Positive +1308,87,129,102,Positive +1309,94,130,102,Positive +1310,86,91,102,Positive +1311,96,56,104,Negative +1312,92,80,97,Negative +1313,90,115,96,Positive +1314,87,69,102,Positive +1315,94,99,96,Negative +1316,97,85,105,Negative +1317,92,121,96,Positive +1318,100,60,103,Negative +1319,93,55,100,Negative +1320,86,68,100,Positive +1321,86,117,103,Positive +1322,97,83,105,Negative +1323,97,61,95,Negative +1324,87,68,98,Positive +1325,89,98,104,Positive +1326,91,64,95,Negative +1327,86,99,98,Positive +1328,92,90,98,Negative +1329,91,113,99,Positive +1330,88,79,97,Positive +1331,89,76,104,Positive +1332,87,45,103,Positive +1333,96,105,96,Negative +1334,99,113,98,Negative +1335,92,123,103,Positive +1336,90,120,102,Positive +1337,87,66,104,Positive +1338,99,58,105,Negative +1339,95,104,104,Negative +1340,87,65,97,Positive +1341,93,77,103,Positive +1342,94,103,100,Negative +1343,85,120,100,Positive +1344,90,47,105,Positive +1345,90,130,96,Positive +1346,90,40,105,Positive +1347,85,43,97,Positive +1348,96,91,104,Negative +1349,100,89,105,Negative +1350,95,103,101,Negative +1351,97,75,98,Negative +1352,85,101,104,Positive +1353,90,128,103,Positive +1354,97,70,99,Negative +1355,97,126,99,Negative +1356,99,96,95,Negative +1357,94,124,102,Positive +1358,97,43,103,Negative +1359,94,128,105,Positive +1360,87,110,104,Positive +1361,100,108,104,Negative +1362,96,65,101,Negative +1363,92,49,98,Positive +1364,89,128,99,Positive +1365,87,117,103,Positive +1366,95,50,105,Negative +1367,93,118,100,Negative +1368,98,128,97,Negative +1369,97,90,101,Negative +1370,96,54,96,Negative +1371,93,126,95,Negative +1372,95,86,103,Negative +1373,93,124,102,Positive +1374,97,124,95,Negative +1375,87,53,100,Positive +1376,93,48,96,Negative +1377,85,95,98,Positive +1378,85,128,95,Positive +1379,93,53,98,Negative +1380,91,74,101,Positive +1381,88,54,100,Positive +1382,99,92,102,Negative +1383,96,99,101,Negative +1384,88,80,97,Positive +1385,86,97,96,Positive +1386,86,41,101,Positive +1387,95,119,99,Negative +1388,98,69,105,Negative +1389,90,98,97,Negative +1390,88,72,105,Positive +1391,99,129,98,Negative +1392,98,99,98,Negative +1393,93,72,98,Negative +1394,94,66,97,Negative +1395,88,87,102,Positive +1396,100,129,100,Negative +1397,91,66,95,Negative +1398,94,77,101,Positive +1399,91,121,96,Positive +1400,85,88,104,Positive +1401,97,89,95,Negative +1402,94,88,103,Positive +1403,96,83,95,Negative +1404,93,108,101,Positive +1405,88,70,102,Positive +1406,97,120,105,Negative +1407,94,76,99,Negative +1408,99,123,98,Negative +1409,85,101,101,Positive +1410,88,82,101,Positive +1411,89,85,95,Positive +1412,86,81,95,Positive +1413,87,107,100,Positive +1414,94,124,95,Negative +1415,95,61,98,Negative +1416,90,125,103,Positive +1417,89,73,101,Positive +1418,97,92,102,Negative +1419,97,81,97,Negative +1420,95,97,97,Negative +1421,91,87,98,Negative +1422,95,55,105,Negative +1423,99,47,99,Negative +1424,99,50,102,Negative +1425,94,78,96,Negative +1426,88,66,104,Positive +1427,86,99,103,Positive +1428,85,86,103,Positive +1429,95,126,103,Positive +1430,98,53,102,Negative +1431,86,114,102,Positive +1432,100,44,99,Negative +1433,95,112,97,Negative +1434,97,59,100,Negative +1435,87,80,98,Positive +1436,85,61,102,Positive +1437,87,93,98,Positive +1438,99,51,95,Negative +1439,96,66,101,Negative +1440,96,68,98,Negative +1441,97,57,105,Negative +1442,85,83,97,Positive +1443,98,85,95,Negative +1444,94,72,100,Negative +1445,90,102,98,Negative +1446,93,71,97,Negative +1447,89,117,105,Positive +1448,95,114,101,Positive +1449,89,118,95,Positive +1450,89,95,104,Positive +1451,89,49,99,Positive +1452,98,114,95,Negative +1453,92,91,101,Positive +1454,94,53,101,Positive +1455,90,97,101,Positive +1456,86,65,95,Positive +1457,99,54,103,Negative +1458,86,56,103,Positive +1459,93,109,96,Negative +1460,92,107,102,Positive +1461,90,71,105,Positive +1462,98,46,105,Negative +1463,95,41,97,Negative +1464,86,127,101,Positive +1465,88,82,97,Positive +1466,96,81,96,Negative +1467,95,54,96,Negative +1468,88,59,95,Positive +1469,88,120,102,Positive +1470,91,123,100,Positive +1471,98,56,104,Negative +1472,96,68,96,Negative +1473,97,104,105,Negative +1474,89,93,96,Positive +1475,94,103,99,Negative +1476,85,107,96,Positive +1477,86,126,95,Positive +1478,100,80,101,Negative +1479,99,85,103,Negative +1480,90,120,103,Positive +1481,90,55,105,Positive +1482,93,72,100,Negative +1483,98,114,104,Negative +1484,87,127,101,Positive +1485,87,110,105,Positive +1486,91,85,101,Positive +1487,88,105,96,Positive +1488,99,127,95,Negative +1489,88,97,104,Positive +1490,99,107,98,Negative +1491,88,109,104,Positive +1492,87,102,104,Positive +1493,87,102,104,Positive +1494,99,124,96,Negative +1495,88,43,98,Positive +1496,87,62,104,Positive +1497,92,115,101,Positive +1498,99,126,95,Negative +1499,86,112,96,Positive +1500,88,91,100,Positive +1501,87,84,99,Positive +1502,95,89,101,Negative +1503,90,55,99,Negative +1504,100,103,95,Negative +1505,100,56,102,Negative +1506,97,102,98,Negative +1507,86,82,101,Positive +1508,97,120,99,Negative +1509,88,70,104,Positive +1510,98,54,103,Negative +1511,90,94,96,Negative +1512,93,51,101,Positive +1513,97,71,101,Negative +1514,97,68,95,Negative +1515,85,42,100,Positive +1516,86,122,96,Positive +1517,99,119,100,Negative +1518,87,87,100,Positive +1519,90,89,103,Positive +1520,87,94,101,Positive +1521,86,63,104,Positive +1522,97,113,100,Negative +1523,92,96,96,Negative +1524,98,117,98,Negative +1525,95,83,96,Negative +1526,91,56,105,Positive +1527,95,58,97,Negative +1528,86,66,102,Positive +1529,91,124,96,Positive +1530,96,124,100,Negative +1531,99,100,95,Negative +1532,91,54,102,Positive +1533,94,41,101,Positive +1534,94,61,102,Positive +1535,93,60,95,Negative +1536,99,123,104,Negative +1537,88,81,105,Positive +1538,85,65,101,Positive +1539,100,56,98,Negative +1540,88,52,100,Positive +1541,93,90,103,Positive +1542,91,88,95,Negative +1543,89,118,97,Positive +1544,95,74,104,Negative +1545,85,114,95,Positive +1546,96,128,99,Negative +1547,94,130,101,Positive +1548,94,66,97,Negative +1549,86,125,104,Positive +1550,92,48,95,Positive +1551,89,124,105,Positive +1552,91,58,105,Positive +1553,93,114,97,Negative +1554,96,123,104,Positive +1555,95,113,105,Positive +1556,87,123,103,Positive +1557,86,115,104,Positive +1558,87,53,98,Positive +1559,98,54,102,Negative +1560,94,107,102,Positive +1561,92,50,101,Positive +1562,85,126,95,Positive +1563,97,68,101,Negative +1564,96,89,105,Negative +1565,93,50,99,Negative +1566,100,117,96,Negative +1567,97,94,101,Negative +1568,93,113,103,Positive +1569,85,81,96,Positive +1570,95,78,105,Negative +1571,89,86,104,Positive +1572,98,55,96,Negative +1573,89,114,103,Positive +1574,85,56,100,Positive +1575,88,73,99,Positive +1576,88,99,96,Positive +1577,97,50,103,Negative +1578,96,80,96,Negative +1579,100,122,99,Negative +1580,93,95,96,Negative +1581,99,90,103,Negative +1582,89,74,97,Positive +1583,99,89,97,Negative +1584,96,111,99,Negative +1585,87,104,99,Positive +1586,93,43,101,Positive +1587,94,113,104,Positive +1588,94,99,97,Negative +1589,90,55,97,Negative +1590,100,44,95,Negative +1591,97,72,96,Negative +1592,92,86,104,Positive +1593,99,41,98,Negative +1594,90,66,101,Positive +1595,98,118,98,Negative +1596,97,95,103,Negative +1597,87,54,99,Positive +1598,86,80,96,Positive +1599,85,111,103,Positive +1600,94,117,95,Negative +1601,93,84,97,Negative +1602,92,54,96,Negative +1603,93,106,96,Negative +1604,85,40,101,Positive +1605,94,81,103,Positive +1606,99,89,105,Negative +1607,99,101,98,Negative +1608,93,40,95,Negative +1609,88,57,96,Positive +1610,95,92,95,Negative +1611,95,95,98,Negative +1612,93,56,104,Positive +1613,99,55,102,Negative +1614,92,105,104,Positive +1615,96,129,98,Negative +1616,95,77,97,Negative +1617,95,112,100,Negative +1618,99,64,100,Negative +1619,98,126,98,Negative +1620,92,42,96,Positive +1621,93,84,101,Positive +1622,93,81,97,Negative +1623,93,94,96,Negative +1624,92,98,97,Negative +1625,86,91,99,Positive +1626,97,44,98,Negative +1627,99,102,104,Negative +1628,96,74,102,Negative +1629,87,58,104,Positive +1630,98,111,104,Negative +1631,100,63,97,Negative +1632,87,77,100,Positive +1633,89,70,99,Positive +1634,93,115,105,Positive +1635,88,45,103,Positive +1636,93,94,104,Positive +1637,87,53,102,Positive +1638,99,100,97,Negative +1639,99,94,100,Negative +1640,91,129,99,Positive +1641,96,123,100,Negative +1642,87,53,105,Positive +1643,86,128,97,Positive +1644,89,124,97,Positive +1645,91,72,102,Positive +1646,95,86,102,Negative +1647,98,94,103,Negative +1648,93,129,101,Positive +1649,92,124,100,Positive +1650,87,100,105,Positive +1651,97,75,104,Negative +1652,97,57,105,Negative +1653,93,43,97,Negative +1654,85,117,102,Positive +1655,98,118,102,Negative +1656,99,55,105,Negative +1657,90,113,97,Positive +1658,85,129,100,Positive +1659,92,101,102,Positive +1660,98,65,101,Negative +1661,100,114,102,Negative +1662,93,109,95,Negative +1663,89,119,98,Positive +1664,86,128,97,Positive +1665,96,56,100,Negative +1666,100,129,101,Negative +1667,89,110,98,Positive +1668,100,99,95,Negative +1669,92,123,98,Positive +1670,88,113,105,Positive +1671,87,99,101,Positive +1672,90,87,98,Negative +1673,91,93,98,Negative +1674,85,53,98,Positive +1675,85,52,102,Positive +1676,93,63,104,Positive +1677,92,56,95,Negative +1678,96,60,97,Negative +1679,87,42,105,Positive +1680,100,68,100,Negative +1681,99,129,99,Negative +1682,89,66,104,Positive +1683,91,74,99,Negative +1684,92,50,96,Negative +1685,88,124,99,Positive +1686,91,44,96,Positive +1687,93,87,98,Negative +1688,89,91,95,Positive +1689,96,118,96,Negative +1690,88,48,98,Positive +1691,96,77,98,Negative +1692,85,103,101,Positive +1693,100,125,96,Negative +1694,86,45,98,Positive +1695,99,68,102,Negative +1696,87,99,97,Positive +1697,96,62,105,Negative +1698,90,95,95,Negative +1699,96,60,98,Negative +1700,97,101,103,Negative +1701,98,113,99,Negative +1702,87,58,98,Positive +1703,90,96,95,Negative +1704,96,61,100,Negative +1705,91,128,98,Positive +1706,85,90,97,Positive +1707,94,95,95,Negative +1708,99,128,104,Negative +1709,87,124,101,Positive +1710,95,109,95,Negative +1711,95,119,105,Positive +1712,92,86,95,Negative +1713,97,120,100,Negative +1714,98,63,99,Negative +1715,89,108,103,Positive +1716,94,94,99,Negative +1717,99,73,101,Negative +1718,90,69,99,Negative +1719,93,130,105,Positive +1720,95,60,95,Negative +1721,88,74,95,Positive +1722,97,95,105,Negative +1723,87,92,101,Positive +1724,85,71,96,Positive +1725,87,102,97,Positive +1726,92,85,104,Positive +1727,99,57,95,Negative +1728,100,92,105,Negative +1729,96,63,104,Negative +1730,91,116,98,Positive +1731,95,74,102,Negative +1732,95,127,99,Negative +1733,90,65,100,Negative +1734,98,92,102,Negative +1735,87,99,103,Positive +1736,99,80,96,Negative +1737,94,119,103,Positive +1738,100,54,105,Negative +1739,99,81,98,Negative +1740,86,114,98,Positive +1741,89,111,98,Positive +1742,88,100,103,Positive +1743,98,100,96,Negative +1744,98,123,97,Negative +1745,97,120,97,Negative +1746,98,120,101,Negative +1747,85,120,102,Positive +1748,89,45,102,Positive +1749,88,83,100,Positive +1750,87,118,95,Positive +1751,93,93,102,Positive +1752,86,94,100,Positive +1753,94,70,99,Negative +1754,99,82,105,Negative +1755,100,90,104,Negative +1756,92,118,104,Positive +1757,86,43,103,Positive +1758,98,129,102,Negative +1759,93,68,97,Negative +1760,97,57,105,Negative +1761,94,116,103,Positive +1762,85,103,100,Positive +1763,96,103,102,Negative +1764,100,101,98,Negative +1765,90,88,101,Positive +1766,87,67,101,Positive +1767,94,75,98,Negative +1768,98,50,95,Negative +1769,87,104,100,Positive +1770,95,77,98,Negative +1771,93,48,103,Positive +1772,92,46,100,Positive +1773,86,122,98,Positive +1774,95,122,102,Positive +1775,88,41,99,Positive +1776,95,73,98,Negative +1777,94,47,95,Negative +1778,96,59,103,Negative +1779,87,42,104,Positive +1780,96,47,95,Negative +1781,100,130,97,Negative +1782,95,74,104,Negative +1783,92,106,95,Negative +1784,98,60,105,Negative +1785,100,87,103,Negative +1786,86,88,99,Positive +1787,91,122,105,Positive +1788,86,123,97,Positive +1789,94,88,95,Negative +1790,98,121,97,Negative +1791,90,90,101,Positive +1792,89,109,96,Positive +1793,98,124,101,Negative +1794,90,85,100,Negative +1795,96,117,95,Negative +1796,95,127,101,Positive +1797,100,115,100,Negative +1798,98,103,99,Negative +1799,93,54,97,Negative +1800,85,126,105,Positive +1801,97,125,97,Negative +1802,85,75,105,Positive +1803,85,129,105,Positive +1804,89,114,103,Positive +1805,90,64,101,Positive +1806,85,40,104,Positive +1807,97,56,104,Negative +1808,100,120,102,Negative +1809,97,51,101,Negative +1810,89,102,105,Positive +1811,89,124,104,Positive +1812,90,64,105,Positive +1813,90,128,101,Positive +1814,89,59,99,Positive +1815,92,122,96,Positive +1816,97,58,100,Negative +1817,95,93,104,Negative +1818,90,61,95,Negative +1819,94,75,96,Negative +1820,86,65,99,Positive +1821,93,47,104,Positive +1822,93,49,99,Negative +1823,95,107,104,Negative +1824,86,128,98,Positive +1825,99,60,103,Negative +1826,100,83,96,Negative +1827,93,52,99,Negative +1828,94,42,102,Positive +1829,98,125,103,Negative +1830,85,118,96,Positive +1831,88,110,98,Positive +1832,92,44,103,Positive +1833,93,115,96,Negative +1834,95,49,100,Negative +1835,88,103,101,Positive +1836,98,96,97,Negative +1837,92,106,101,Positive +1838,90,112,98,Positive +1839,96,92,100,Negative +1840,89,69,96,Positive +1841,94,95,96,Negative +1842,90,103,96,Negative +1843,99,118,104,Negative +1844,92,80,97,Negative +1845,87,86,100,Positive +1846,96,67,96,Negative +1847,92,88,96,Negative +1848,100,60,104,Negative +1849,99,68,101,Negative +1850,89,86,98,Positive +1851,91,87,100,Negative +1852,99,109,103,Negative +1853,99,107,100,Negative +1854,97,55,98,Negative +1855,97,88,104,Negative +1856,90,116,104,Positive +1857,89,61,103,Positive +1858,97,72,100,Negative +1859,93,71,100,Negative +1860,94,69,101,Positive +1861,86,42,99,Positive +1862,90,85,98,Negative +1863,90,66,105,Positive +1864,88,126,96,Positive +1865,86,77,103,Positive +1866,91,61,99,Negative +1867,87,77,102,Positive +1868,91,63,98,Negative +1869,86,127,101,Positive +1870,98,67,105,Negative +1871,86,56,100,Positive +1872,86,45,103,Positive +1873,95,52,103,Negative +1874,86,68,99,Positive +1875,89,102,100,Positive +1876,93,78,98,Negative +1877,97,127,100,Negative +1878,98,110,100,Negative +1879,86,69,96,Positive +1880,89,61,99,Positive +1881,91,83,105,Positive +1882,99,97,104,Negative +1883,100,119,104,Negative +1884,88,58,105,Positive +1885,92,65,97,Negative +1886,85,103,97,Positive +1887,94,86,96,Negative +1888,93,120,97,Negative +1889,90,83,102,Positive +1890,100,85,104,Negative +1891,90,80,104,Positive +1892,95,99,104,Negative +1893,97,91,102,Negative +1894,96,125,105,Positive +1895,98,61,101,Negative +1896,95,59,97,Negative +1897,90,41,102,Positive +1898,92,77,102,Positive +1899,86,100,103,Positive +1900,91,49,95,Positive +1901,99,103,101,Negative +1902,92,116,102,Positive +1903,93,118,98,Negative +1904,100,61,98,Negative +1905,94,40,100,Negative +1906,99,99,105,Negative +1907,95,83,99,Negative +1908,91,41,99,Positive +1909,98,80,96,Negative +1910,87,59,101,Positive +1911,99,47,105,Negative +1912,90,66,101,Positive +1913,92,124,99,Positive +1914,90,101,96,Negative +1915,85,96,105,Positive +1916,92,107,96,Negative +1917,93,114,98,Negative +1918,88,106,101,Positive +1919,90,59,105,Positive +1920,92,108,99,Negative +1921,98,85,101,Negative +1922,95,69,95,Negative +1923,87,102,101,Positive +1924,88,47,102,Positive +1925,94,118,105,Positive +1926,91,107,98,Negative +1927,93,118,104,Positive +1928,90,86,100,Negative +1929,87,43,98,Positive +1930,92,105,104,Positive +1931,85,106,103,Positive +1932,90,60,103,Positive +1933,96,54,97,Negative +1934,85,47,104,Positive +1935,97,70,103,Negative +1936,93,88,95,Negative +1937,89,97,104,Positive +1938,95,82,95,Negative +1939,97,48,102,Negative +1940,96,51,95,Negative +1941,100,108,104,Negative +1942,91,73,98,Negative +1943,100,120,100,Negative +1944,99,61,100,Negative +1945,86,63,102,Positive +1946,93,77,100,Negative +1947,88,60,102,Positive +1948,95,58,104,Negative +1949,91,45,97,Positive +1950,97,71,99,Negative +1951,85,94,104,Positive +1952,95,93,101,Negative +1953,93,58,99,Negative +1954,90,99,96,Negative +1955,86,125,105,Positive +1956,90,113,97,Positive +1957,95,112,95,Negative +1958,86,64,95,Positive +1959,98,47,105,Negative +1960,100,106,97,Negative +1961,97,107,96,Negative +1962,97,90,105,Negative +1963,85,42,103,Positive +1964,87,124,98,Positive +1965,99,116,103,Negative +1966,90,68,103,Positive +1967,95,66,105,Negative +1968,87,92,97,Positive +1969,96,75,95,Negative +1970,97,114,99,Negative +1971,98,106,104,Negative +1972,91,118,105,Positive +1973,88,102,96,Positive +1974,99,129,98,Negative +1975,95,69,101,Negative +1976,95,81,98,Negative +1977,96,77,102,Negative +1978,99,59,103,Negative +1979,98,88,97,Negative +1980,98,85,105,Negative +1981,86,126,96,Positive +1982,93,71,96,Negative +1983,87,111,105,Positive +1984,96,81,95,Negative +1985,95,125,104,Positive +1986,86,52,102,Positive +1987,96,56,98,Negative +1988,100,87,105,Negative +1989,96,113,104,Positive +1990,98,100,105,Negative +1991,85,66,104,Positive +1992,90,68,98,Negative +1993,85,73,101,Positive +1994,99,70,100,Negative +1995,94,55,99,Negative +1996,100,85,95,Negative +1997,89,56,105,Positive +1998,93,41,95,Negative +1999,91,116,102,Positive +2000,95,130,103,Positive +2001,96,55,96,Negative +2002,98,60,103,Negative +2003,92,78,98,Negative +2004,97,78,95,Negative +2005,99,127,98,Negative +2006,96,59,100,Negative +2007,88,124,99,Positive +2008,85,82,103,Positive +2009,90,75,103,Positive +2010,97,123,96,Negative +2011,86,97,96,Positive +2012,92,45,100,Positive +2013,85,55,102,Positive +2014,92,49,101,Positive +2015,89,104,99,Positive +2016,98,67,95,Negative +2017,97,91,103,Negative +2018,87,97,97,Positive +2019,96,79,95,Negative +2020,97,63,104,Negative +2021,87,66,105,Positive +2022,88,60,105,Positive +2023,100,126,101,Negative +2024,98,64,103,Negative +2025,85,58,97,Positive +2026,98,113,103,Negative +2027,94,107,103,Positive +2028,88,130,99,Positive +2029,94,66,100,Negative +2030,96,78,102,Negative +2031,87,115,103,Positive +2032,89,80,96,Positive +2033,97,102,98,Negative +2034,89,52,102,Positive +2035,90,123,99,Positive +2036,85,80,102,Positive +2037,93,67,100,Negative +2038,92,70,105,Positive +2039,91,73,104,Positive +2040,92,70,96,Negative +2041,85,52,105,Positive +2042,100,79,99,Negative +2043,89,92,103,Positive +2044,95,122,103,Positive +2045,88,107,104,Positive +2046,93,65,105,Positive +2047,88,102,101,Positive +2048,92,46,98,Positive +2049,91,107,105,Positive +2050,94,87,105,Positive +2051,99,113,103,Negative +2052,86,119,99,Positive +2053,100,43,99,Negative +2054,96,119,96,Negative +2055,87,58,97,Positive +2056,97,84,97,Negative +2057,93,102,104,Positive +2058,100,45,99,Negative +2059,95,121,95,Negative +2060,93,63,100,Negative +2061,91,50,99,Negative +2062,92,40,104,Positive +2063,100,47,100,Negative +2064,94,68,101,Positive +2065,91,123,103,Positive +2066,88,105,105,Positive +2067,88,77,98,Positive +2068,95,41,97,Negative +2069,89,49,103,Positive +2070,88,96,95,Positive +2071,90,127,95,Positive +2072,94,113,105,Positive +2073,90,54,105,Positive +2074,86,42,97,Positive +2075,88,128,96,Positive +2076,88,118,97,Positive +2077,86,94,95,Positive +2078,98,85,96,Negative +2079,90,101,101,Positive +2080,90,99,97,Negative +2081,99,108,96,Negative +2082,96,74,100,Negative +2083,85,89,100,Positive +2084,100,126,97,Negative +2085,88,61,105,Positive +2086,100,64,104,Negative +2087,88,125,101,Positive +2088,85,108,98,Positive +2089,86,42,98,Positive +2090,87,67,104,Positive +2091,100,113,98,Negative +2092,94,66,95,Negative +2093,95,113,99,Negative +2094,95,64,104,Negative +2095,90,55,98,Negative +2096,92,107,100,Negative +2097,85,114,105,Positive +2098,96,81,97,Negative +2099,99,106,105,Negative +2100,92,116,97,Positive +2101,86,109,103,Positive +2102,87,126,100,Positive +2103,95,42,97,Negative +2104,94,50,103,Positive +2105,94,76,100,Negative +2106,97,106,98,Negative +2107,87,101,99,Positive +2108,96,84,98,Negative +2109,92,52,100,Negative +2110,91,122,98,Positive +2111,96,123,105,Positive +2112,96,81,99,Negative +2113,85,109,103,Positive +2114,86,110,105,Positive +2115,88,64,103,Positive +2116,95,68,98,Negative +2117,88,66,101,Positive +2118,98,90,100,Negative +2119,85,58,95,Positive +2120,91,59,101,Positive +2121,97,130,105,Negative +2122,96,50,101,Negative +2123,96,121,98,Negative +2124,97,62,99,Negative +2125,95,42,95,Negative +2126,91,87,96,Negative +2127,98,88,98,Negative +2128,85,121,96,Positive +2129,88,94,95,Positive +2130,86,66,97,Positive +2131,96,75,102,Negative +2132,99,90,104,Negative +2133,86,108,96,Positive +2134,88,116,102,Positive +2135,89,103,97,Positive +2136,99,114,97,Negative +2137,99,59,104,Negative +2138,92,105,95,Negative +2139,92,48,100,Positive +2140,88,57,99,Positive +2141,95,80,104,Negative +2142,89,92,100,Positive +2143,96,78,103,Negative +2144,86,130,97,Positive +2145,90,117,95,Positive +2146,91,59,101,Positive +2147,99,65,104,Negative +2148,100,85,104,Negative +2149,90,69,102,Positive +2150,85,61,105,Positive +2151,91,91,101,Positive +2152,90,96,103,Positive +2153,88,98,99,Positive +2154,94,118,105,Positive +2155,99,103,105,Negative +2156,87,89,101,Positive +2157,99,88,105,Negative +2158,87,86,105,Positive +2159,94,52,105,Positive +2160,85,109,101,Positive +2161,100,72,102,Negative +2162,93,67,98,Negative +2163,88,117,98,Positive +2164,86,123,103,Positive +2165,89,99,97,Positive +2166,99,49,104,Negative +2167,92,117,101,Positive +2168,86,117,101,Positive +2169,87,64,100,Positive +2170,95,110,100,Negative +2171,97,98,104,Negative +2172,90,57,105,Positive +2173,92,47,99,Positive +2174,100,77,100,Negative +2175,93,119,99,Negative +2176,94,84,101,Positive +2177,99,74,100,Negative +2178,93,102,105,Positive +2179,98,126,97,Negative +2180,85,60,101,Positive +2181,89,87,97,Positive +2182,100,64,96,Negative +2183,89,70,104,Positive +2184,94,66,105,Positive +2185,94,118,96,Negative +2186,93,109,96,Negative +2187,87,94,100,Positive +2188,89,109,104,Positive +2189,91,76,101,Positive +2190,87,69,97,Positive +2191,97,53,95,Negative +2192,86,74,102,Positive +2193,91,73,95,Negative +2194,94,112,102,Positive +2195,93,123,98,Negative +2196,85,86,104,Positive +2197,100,87,101,Negative +2198,90,110,99,Negative +2199,98,118,103,Negative +2200,90,41,105,Positive +2201,95,87,105,Negative +2202,86,80,104,Positive +2203,94,44,105,Positive +2204,91,109,102,Positive +2205,96,91,101,Negative +2206,92,71,105,Positive +2207,87,121,105,Positive +2208,96,73,100,Negative +2209,97,85,103,Negative +2210,93,44,96,Negative +2211,88,71,99,Positive +2212,100,101,102,Negative +2213,88,122,103,Positive +2214,100,46,104,Negative +2215,86,108,99,Positive +2216,100,82,102,Negative +2217,92,102,95,Negative +2218,91,63,98,Negative +2219,87,76,101,Positive +2220,93,119,96,Negative +2221,88,60,104,Positive +2222,92,69,105,Positive +2223,87,67,98,Positive +2224,89,62,102,Positive +2225,87,122,101,Positive +2226,94,59,100,Negative +2227,92,86,96,Negative +2228,87,99,95,Positive +2229,99,106,96,Negative +2230,96,62,98,Negative +2231,89,77,104,Positive +2232,87,48,100,Positive +2233,93,122,98,Negative +2234,95,50,98,Negative +2235,89,42,97,Positive +2236,97,104,96,Negative +2237,98,91,97,Negative +2238,91,122,101,Positive +2239,98,57,96,Negative +2240,95,90,95,Negative +2241,88,120,95,Positive +2242,97,113,104,Negative +2243,90,115,99,Positive +2244,89,88,101,Positive +2245,99,86,101,Negative +2246,87,107,95,Positive +2247,90,77,99,Negative +2248,94,95,96,Negative +2249,94,88,95,Negative +2250,99,75,95,Negative +2251,88,76,104,Positive +2252,88,130,105,Positive +2253,90,111,105,Positive +2254,97,72,105,Negative +2255,90,118,101,Positive +2256,88,45,105,Positive +2257,88,66,104,Positive +2258,95,65,97,Negative +2259,96,98,104,Negative +2260,94,114,97,Negative +2261,94,96,99,Negative +2262,88,101,98,Positive +2263,94,109,102,Positive +2264,85,43,96,Positive +2265,87,93,100,Positive +2266,86,129,104,Positive +2267,91,45,102,Positive +2268,88,101,95,Positive +2269,95,88,104,Negative +2270,95,71,101,Negative +2271,97,51,101,Negative +2272,89,69,99,Positive +2273,97,60,99,Negative +2274,87,63,98,Positive +2275,87,88,95,Positive +2276,100,91,99,Negative +2277,89,125,101,Positive +2278,89,85,101,Positive +2279,85,54,102,Positive +2280,93,83,103,Positive +2281,96,67,105,Negative +2282,96,61,101,Negative +2283,86,110,98,Positive +2284,99,91,96,Negative +2285,99,91,97,Negative +2286,94,76,101,Positive +2287,96,48,100,Negative +2288,90,57,97,Negative +2289,96,89,98,Negative +2290,85,90,101,Positive +2291,92,94,97,Negative +2292,97,105,104,Negative +2293,93,43,104,Positive +2294,93,67,100,Negative +2295,98,90,105,Negative +2296,96,110,99,Negative +2297,89,70,101,Positive +2298,98,68,101,Negative +2299,87,111,102,Positive +2300,91,40,99,Positive +2301,94,82,103,Positive +2302,93,126,99,Negative +2303,99,90,104,Negative +2304,93,81,102,Positive +2305,94,77,104,Positive +2306,91,47,103,Positive +2307,91,74,98,Negative +2308,95,62,103,Negative +2309,91,43,95,Positive +2310,93,86,103,Positive +2311,89,110,101,Positive +2312,96,61,96,Negative +2313,95,64,100,Negative +2314,90,44,98,Positive +2315,90,100,96,Negative +2316,99,83,99,Negative +2317,93,56,95,Negative +2318,89,48,103,Positive +2319,87,55,104,Positive +2320,100,85,104,Negative +2321,91,122,105,Positive +2322,91,80,95,Negative +2323,95,123,96,Negative +2324,100,56,103,Negative +2325,97,97,105,Negative +2326,85,79,103,Positive +2327,98,93,105,Negative +2328,87,97,100,Positive +2329,100,93,99,Negative +2330,93,85,96,Negative +2331,93,88,103,Positive +2332,98,44,104,Negative +2333,87,113,97,Positive +2334,93,91,98,Negative +2335,100,83,97,Negative +2336,97,122,102,Negative +2337,88,68,99,Positive +2338,96,84,99,Negative +2339,98,82,102,Negative +2340,93,54,100,Negative +2341,100,124,101,Negative +2342,92,106,98,Negative +2343,99,128,97,Negative +2344,100,124,99,Negative +2345,87,42,96,Positive +2346,95,70,99,Negative +2347,93,49,103,Positive +2348,94,125,101,Positive +2349,86,57,104,Positive +2350,98,60,103,Negative +2351,98,90,95,Negative +2352,89,98,101,Positive +2353,96,42,95,Negative +2354,85,90,98,Positive +2355,94,96,98,Negative +2356,90,92,105,Positive +2357,85,40,103,Positive +2358,94,87,97,Negative +2359,95,65,102,Negative +2360,91,90,96,Negative +2361,91,85,95,Negative +2362,95,93,103,Negative +2363,86,68,103,Positive +2364,96,46,104,Positive +2365,88,117,103,Positive +2366,90,89,96,Negative +2367,89,50,98,Positive +2368,92,121,103,Positive +2369,95,48,97,Negative +2370,93,80,103,Positive +2371,86,67,103,Positive +2372,91,130,97,Positive +2373,99,66,96,Negative +2374,85,59,103,Positive +2375,93,75,97,Negative +2376,93,73,100,Negative +2377,92,96,99,Negative +2378,90,100,102,Positive +2379,94,43,99,Negative +2380,96,97,97,Negative +2381,88,120,97,Positive +2382,87,93,105,Positive +2383,94,122,105,Positive +2384,86,86,96,Positive +2385,90,121,102,Positive +2386,97,53,101,Negative +2387,89,115,97,Positive +2388,96,99,105,Negative +2389,99,52,97,Negative +2390,99,107,99,Negative +2391,91,70,101,Positive +2392,85,115,96,Positive +2393,97,105,100,Negative +2394,90,113,96,Positive +2395,88,108,102,Positive +2396,100,56,96,Negative +2397,99,98,105,Negative +2398,91,100,105,Positive +2399,97,47,99,Negative +2400,87,104,101,Positive +2401,89,115,96,Positive +2402,91,65,104,Positive +2403,93,128,100,Negative +2404,93,83,96,Negative +2405,93,63,95,Negative +2406,97,68,101,Negative +2407,94,98,102,Positive +2408,92,121,100,Positive +2409,98,68,99,Negative +2410,90,58,105,Positive +2411,88,118,105,Positive +2412,97,88,97,Negative +2413,86,75,98,Positive +2414,96,47,96,Negative +2415,99,129,101,Negative +2416,95,114,102,Positive +2417,89,68,100,Positive +2418,98,61,96,Negative +2419,95,118,95,Negative +2420,99,100,102,Negative +2421,99,113,100,Negative +2422,100,74,103,Negative +2423,100,94,95,Negative +2424,100,78,103,Negative +2425,96,72,104,Negative +2426,87,72,102,Positive +2427,98,62,100,Negative +2428,91,97,102,Positive +2429,91,103,96,Negative +2430,99,121,95,Negative +2431,97,85,98,Negative +2432,90,59,95,Negative +2433,98,46,98,Negative +2434,95,63,105,Negative +2435,89,82,96,Positive +2436,96,127,96,Negative +2437,93,78,100,Negative +2438,88,106,100,Positive +2439,94,63,103,Positive +2440,87,108,104,Positive +2441,99,101,95,Negative +2442,97,111,105,Negative +2443,88,93,104,Positive +2444,100,61,97,Negative +2445,87,125,104,Positive +2446,92,94,97,Negative +2447,99,112,105,Negative +2448,88,47,99,Positive +2449,88,108,96,Positive +2450,96,59,99,Negative +2451,85,91,99,Positive +2452,100,120,97,Negative +2453,87,107,102,Positive +2454,93,128,101,Positive +2455,94,50,104,Positive +2456,90,41,105,Positive +2457,95,66,104,Negative +2458,85,124,101,Positive +2459,95,80,99,Negative +2460,88,40,104,Positive +2461,98,40,101,Negative +2462,90,77,99,Negative +2463,88,75,96,Positive +2464,96,57,100,Negative +2465,85,105,102,Positive +2466,91,101,99,Negative +2467,97,63,102,Negative +2468,99,50,100,Negative +2469,93,85,98,Negative +2470,96,97,99,Negative +2471,91,51,101,Positive +2472,86,90,97,Positive +2473,87,112,104,Positive +2474,88,83,104,Positive +2475,90,58,98,Negative +2476,91,123,105,Positive +2477,94,41,102,Positive +2478,95,56,99,Negative +2479,92,108,104,Positive +2480,87,114,98,Positive +2481,94,110,99,Negative +2482,87,45,98,Positive +2483,94,90,95,Negative +2484,88,120,95,Positive +2485,87,116,97,Positive +2486,90,47,102,Positive +2487,95,78,97,Negative +2488,95,102,105,Negative +2489,86,57,104,Positive +2490,88,120,105,Positive +2491,95,118,100,Negative +2492,87,99,104,Positive +2493,89,111,100,Positive +2494,90,75,101,Positive +2495,87,82,104,Positive +2496,92,40,99,Positive +2497,86,56,102,Positive +2498,100,57,98,Negative +2499,98,107,100,Negative +2500,88,82,97,Positive +2501,93,60,95,Negative +2502,100,62,103,Negative +2503,86,111,102,Positive +2504,95,61,97,Negative +2505,91,68,99,Negative +2506,89,121,98,Positive +2507,98,83,102,Negative +2508,93,119,100,Negative +2509,88,100,102,Positive +2510,97,100,101,Negative +2511,92,67,95,Negative +2512,100,52,99,Negative +2513,87,72,95,Positive +2514,94,56,96,Negative +2515,87,114,95,Positive +2516,98,86,102,Negative +2517,86,75,105,Positive +2518,85,57,103,Positive +2519,87,73,103,Positive +2520,88,66,95,Positive +2521,85,106,103,Positive +2522,94,100,100,Negative +2523,86,47,97,Positive +2524,95,101,101,Negative +2525,90,129,103,Positive +2526,92,58,99,Negative +2527,100,70,95,Negative +2528,87,63,100,Positive +2529,85,117,102,Positive +2530,86,121,105,Positive +2531,96,89,99,Negative +2532,87,97,99,Positive +2533,89,60,95,Positive +2534,92,41,97,Positive +2535,100,68,95,Negative +2536,92,115,100,Positive +2537,97,51,101,Negative +2538,89,123,101,Positive +2539,99,92,97,Negative +2540,94,119,101,Positive +2541,87,89,96,Positive +2542,94,124,99,Negative +2543,92,113,104,Positive +2544,98,106,98,Negative +2545,96,102,102,Negative +2546,87,50,104,Positive +2547,99,72,101,Negative +2548,86,59,95,Positive +2549,93,68,95,Negative +2550,95,98,103,Negative +2551,93,115,97,Negative +2552,91,40,100,Positive +2553,93,79,105,Positive +2554,92,85,105,Positive +2555,98,98,102,Negative +2556,93,53,98,Negative +2557,88,112,96,Positive +2558,95,82,98,Negative +2559,86,63,98,Positive +2560,98,51,103,Negative +2561,99,121,99,Negative +2562,91,55,104,Positive +2563,85,46,98,Positive +2564,88,118,102,Positive +2565,86,96,99,Positive +2566,93,75,103,Positive +2567,93,130,98,Negative +2568,88,52,96,Positive +2569,98,72,105,Negative +2570,88,79,101,Positive +2571,86,77,100,Positive +2572,91,63,104,Positive +2573,95,90,99,Negative +2574,91,115,99,Positive +2575,88,52,101,Positive +2576,92,104,101,Positive +2577,95,54,96,Negative +2578,97,73,101,Negative +2579,90,65,99,Negative +2580,89,109,99,Positive +2581,91,48,100,Positive +2582,88,55,103,Positive +2583,85,76,101,Positive +2584,87,45,100,Positive +2585,91,47,102,Positive +2586,86,68,101,Positive +2587,87,85,95,Positive +2588,87,124,104,Positive +2589,87,70,104,Positive +2590,95,120,105,Positive +2591,99,48,98,Negative +2592,87,88,102,Positive +2593,95,98,101,Negative +2594,88,80,98,Positive +2595,86,104,102,Positive +2596,92,96,97,Negative +2597,98,107,95,Negative +2598,97,45,97,Negative +2599,91,116,104,Positive +2600,90,107,95,Negative +2601,90,122,101,Positive +2602,98,49,98,Negative +2603,96,72,104,Negative +2604,86,111,104,Positive +2605,87,65,101,Positive +2606,90,97,98,Negative +2607,98,69,103,Negative +2608,94,56,103,Positive +2609,86,120,96,Positive +2610,97,69,95,Negative +2611,97,112,99,Negative +2612,88,81,95,Positive +2613,86,53,105,Positive +2614,86,79,96,Positive +2615,88,129,104,Positive +2616,100,119,95,Negative +2617,98,44,97,Negative +2618,96,84,101,Negative +2619,91,101,102,Positive +2620,85,77,104,Positive +2621,100,106,99,Negative +2622,88,118,98,Positive +2623,88,73,95,Positive +2624,92,106,98,Negative +2625,98,72,98,Negative +2626,87,92,97,Positive +2627,92,96,95,Negative +2628,93,63,96,Negative +2629,89,62,105,Positive +2630,93,127,101,Positive +2631,87,41,101,Positive +2632,86,109,98,Positive +2633,99,44,98,Negative +2634,96,43,100,Negative +2635,89,94,102,Positive +2636,92,88,100,Negative +2637,91,110,105,Positive +2638,86,75,103,Positive +2639,95,77,97,Negative +2640,87,81,95,Positive +2641,100,94,105,Negative +2642,90,94,103,Positive +2643,85,60,103,Positive +2644,99,51,101,Negative +2645,90,82,100,Negative +2646,99,80,98,Negative +2647,100,124,99,Negative +2648,95,103,101,Negative +2649,85,61,95,Positive +2650,90,71,103,Positive +2651,96,40,97,Negative +2652,100,128,100,Negative +2653,85,67,98,Positive +2654,98,116,98,Negative +2655,89,112,100,Positive +2656,87,76,104,Positive +2657,95,67,103,Negative +2658,92,49,102,Positive +2659,90,123,98,Positive +2660,99,95,98,Negative +2661,90,114,104,Positive +2662,93,60,95,Negative +2663,92,98,95,Negative +2664,92,105,104,Positive +2665,85,66,104,Positive +2666,96,67,103,Negative +2667,88,117,103,Positive +2668,94,88,105,Positive +2669,88,71,103,Positive +2670,92,87,102,Positive +2671,90,118,101,Positive +2672,96,66,95,Negative +2673,86,74,98,Positive +2674,95,49,96,Negative +2675,85,115,99,Positive +2676,87,89,102,Positive +2677,98,89,97,Negative +2678,92,121,101,Positive +2679,91,112,97,Positive +2680,94,119,105,Positive +2681,86,111,104,Positive +2682,85,102,100,Positive +2683,95,82,101,Negative +2684,88,90,100,Positive +2685,95,96,95,Negative +2686,93,114,97,Negative +2687,96,43,103,Positive +2688,96,73,96,Negative +2689,91,88,103,Positive +2690,88,101,105,Positive +2691,90,102,101,Positive +2692,92,83,97,Negative +2693,100,49,99,Negative +2694,99,89,97,Negative +2695,87,85,101,Positive +2696,99,99,96,Negative +2697,89,41,105,Positive +2698,95,61,100,Negative +2699,99,61,96,Negative +2700,88,98,95,Positive +2701,91,75,99,Negative +2702,89,90,101,Positive +2703,86,55,99,Positive +2704,91,98,95,Negative +2705,88,76,103,Positive +2706,96,63,104,Negative +2707,93,56,97,Negative +2708,94,88,97,Negative +2709,98,110,103,Negative +2710,91,41,102,Positive +2711,85,55,98,Positive +2712,94,125,100,Negative +2713,89,97,97,Positive +2714,86,111,98,Positive +2715,95,102,103,Negative +2716,90,51,101,Positive +2717,96,83,95,Negative +2718,100,118,101,Negative +2719,88,96,101,Positive +2720,97,53,100,Negative +2721,87,72,97,Positive +2722,90,75,96,Negative +2723,85,62,101,Positive +2724,90,61,99,Negative +2725,91,54,103,Positive +2726,92,61,97,Negative +2727,98,112,101,Negative +2728,85,61,96,Positive +2729,93,124,98,Negative +2730,87,67,101,Positive +2731,88,118,103,Positive +2732,92,45,98,Positive +2733,100,79,101,Negative +2734,99,107,97,Negative +2735,99,94,102,Negative +2736,88,71,100,Positive +2737,88,102,99,Positive +2738,93,48,100,Negative +2739,97,86,102,Negative +2740,95,46,97,Negative +2741,95,101,98,Negative +2742,85,120,97,Positive +2743,99,66,100,Negative +2744,94,108,95,Negative +2745,90,63,105,Positive +2746,87,58,100,Positive +2747,94,128,104,Positive +2748,88,48,98,Positive +2749,95,113,103,Positive +2750,100,67,105,Negative +2751,89,117,100,Positive +2752,94,86,104,Positive +2753,98,88,104,Negative +2754,97,62,100,Negative +2755,88,85,102,Positive +2756,98,112,100,Negative +2757,98,88,102,Negative +2758,91,114,99,Positive +2759,87,88,100,Positive +2760,94,53,96,Negative +2761,88,79,104,Positive +2762,93,50,97,Negative +2763,87,93,99,Positive +2764,93,58,98,Negative +2765,90,104,101,Positive +2766,89,63,96,Positive +2767,96,42,99,Negative +2768,95,92,104,Negative +2769,97,109,105,Negative +2770,85,45,98,Positive +2771,91,122,100,Positive +2772,87,64,96,Positive +2773,90,106,102,Positive +2774,91,120,97,Positive +2775,90,53,102,Positive +2776,92,118,105,Positive +2777,90,96,97,Negative +2778,85,106,104,Positive +2779,92,54,98,Negative +2780,92,98,97,Negative +2781,99,95,102,Negative +2782,93,59,102,Positive +2783,99,53,103,Negative +2784,89,62,96,Positive +2785,87,55,99,Positive +2786,97,69,103,Negative +2787,87,44,103,Positive +2788,95,69,104,Negative +2789,86,61,102,Positive +2790,97,65,105,Negative +2791,95,76,98,Negative +2792,94,70,104,Positive +2793,92,58,102,Positive +2794,93,81,95,Negative +2795,93,104,98,Negative +2796,87,57,101,Positive +2797,92,100,99,Negative +2798,94,79,105,Positive +2799,100,85,104,Negative +2800,87,104,95,Positive +2801,97,70,102,Negative +2802,97,112,105,Negative +2803,87,80,97,Positive +2804,88,64,98,Positive +2805,93,102,99,Negative +2806,90,52,102,Positive +2807,92,113,99,Positive +2808,90,122,103,Positive +2809,97,83,101,Negative +2810,85,127,99,Positive +2811,99,78,100,Negative +2812,90,90,95,Negative +2813,88,51,105,Positive +2814,100,64,105,Negative +2815,85,120,98,Positive +2816,94,55,97,Negative +2817,100,80,97,Negative +2818,100,92,97,Negative +2819,85,79,102,Positive +2820,100,106,101,Negative +2821,86,94,99,Positive +2822,99,64,97,Negative +2823,99,67,97,Negative +2824,92,96,98,Negative +2825,92,89,102,Positive +2826,94,92,95,Negative +2827,99,40,101,Negative +2828,95,110,100,Negative +2829,85,105,97,Positive +2830,88,130,96,Positive +2831,85,108,97,Positive +2832,88,120,103,Positive +2833,99,57,102,Negative +2834,96,77,103,Negative +2835,94,130,102,Positive +2836,91,95,99,Negative +2837,98,100,98,Negative +2838,85,41,96,Positive +2839,95,40,95,Negative +2840,86,124,98,Positive +2841,92,119,97,Positive +2842,94,125,103,Positive +2843,99,113,99,Negative +2844,98,81,105,Negative +2845,87,113,105,Positive +2846,94,79,105,Positive +2847,86,79,98,Positive +2848,88,54,97,Positive +2849,87,126,104,Positive +2850,86,63,105,Positive +2851,89,114,104,Positive +2852,87,124,99,Positive +2853,89,128,100,Positive +2854,88,116,100,Positive +2855,95,74,102,Negative +2856,100,80,98,Negative +2857,88,77,97,Positive +2858,96,103,97,Negative +2859,91,115,96,Positive +2860,96,72,102,Negative +2861,85,61,99,Positive +2862,96,101,103,Negative +2863,86,76,95,Positive +2864,99,63,97,Negative +2865,92,91,103,Positive +2866,94,116,104,Positive +2867,88,99,96,Positive +2868,97,115,102,Negative +2869,85,80,97,Positive +2870,95,75,102,Negative +2871,97,129,103,Negative +2872,87,76,95,Positive +2873,99,83,95,Negative +2874,86,121,105,Positive +2875,89,130,103,Positive +2876,100,46,103,Negative +2877,87,111,95,Positive +2878,92,92,100,Negative +2879,93,111,95,Negative +2880,91,75,98,Negative +2881,95,47,95,Negative +2882,96,51,104,Negative +2883,86,53,105,Positive +2884,92,54,99,Negative +2885,92,123,101,Positive +2886,92,93,98,Negative +2887,90,105,95,Negative +2888,87,99,98,Positive +2889,88,79,96,Positive +2890,98,65,105,Negative +2891,96,121,103,Positive +2892,85,52,100,Positive +2893,85,102,105,Positive +2894,89,110,97,Positive +2895,87,46,95,Positive +2896,88,125,103,Positive +2897,94,41,105,Positive +2898,85,72,97,Positive +2899,87,48,98,Positive +2900,93,46,100,Negative +2901,98,122,105,Negative +2902,91,121,96,Positive +2903,96,56,98,Negative +2904,96,50,105,Negative +2905,89,41,104,Positive +2906,96,41,100,Negative +2907,86,112,105,Positive +2908,92,118,102,Positive +2909,92,105,103,Positive +2910,100,94,104,Negative +2911,89,62,102,Positive +2912,99,74,100,Negative +2913,91,66,101,Positive +2914,92,126,96,Positive +2915,91,104,105,Positive +2916,99,48,103,Negative +2917,90,80,101,Positive +2918,90,90,95,Negative +2919,85,78,103,Positive +2920,89,126,105,Positive +2921,96,111,102,Positive +2922,99,58,100,Negative +2923,99,46,99,Negative +2924,88,55,101,Positive +2925,87,111,99,Positive +2926,88,108,104,Positive +2927,85,83,95,Positive +2928,86,116,95,Positive +2929,88,53,101,Positive +2930,89,56,102,Positive +2931,100,100,102,Negative +2932,94,126,101,Positive +2933,98,62,95,Negative +2934,92,57,98,Negative +2935,89,112,100,Positive +2936,93,125,105,Positive +2937,89,126,100,Positive +2938,85,104,102,Positive +2939,90,118,105,Positive +2940,100,63,102,Negative +2941,95,61,104,Negative +2942,86,52,99,Positive +2943,96,65,103,Negative +2944,98,77,104,Negative +2945,86,52,95,Positive +2946,87,86,101,Positive +2947,91,73,105,Positive +2948,96,77,103,Negative +2949,89,58,102,Positive +2950,94,112,99,Negative +2951,89,129,96,Positive +2952,93,46,96,Negative +2953,99,99,103,Negative +2954,98,114,100,Negative +2955,99,51,98,Negative +2956,94,104,105,Positive +2957,91,96,97,Negative +2958,91,47,95,Positive +2959,96,104,103,Negative +2960,93,90,99,Negative +2961,94,84,104,Positive +2962,92,42,100,Positive +2963,88,42,101,Positive +2964,86,108,99,Positive +2965,96,95,104,Negative +2966,92,75,95,Negative +2967,87,70,98,Positive +2968,90,105,105,Positive +2969,85,64,98,Positive +2970,91,129,101,Positive +2971,88,71,96,Positive +2972,96,73,103,Negative +2973,92,112,103,Positive +2974,89,88,104,Positive +2975,93,103,104,Positive +2976,95,73,95,Negative +2977,95,84,101,Negative +2978,85,53,101,Positive +2979,98,100,105,Negative +2980,94,54,95,Negative +2981,94,82,101,Positive +2982,87,69,101,Positive +2983,85,59,103,Positive +2984,99,114,95,Negative +2985,88,69,103,Positive +2986,97,90,100,Negative +2987,98,100,96,Negative +2988,88,62,101,Positive +2989,99,95,95,Negative +2990,86,41,97,Positive +2991,94,60,97,Negative +2992,85,84,98,Positive +2993,89,120,98,Positive +2994,90,63,96,Negative +2995,88,82,95,Positive +2996,91,48,95,Positive +2997,93,100,99,Negative +2998,99,64,96,Negative +2999,90,111,99,Positive +3000,85,88,104,Positive +3001,85,42,96,Positive +3002,89,49,105,Positive +3003,98,127,98,Negative +3004,95,107,99,Negative +3005,87,100,99,Positive +3006,88,45,101,Positive +3007,94,54,104,Positive +3008,93,64,104,Positive +3009,85,85,98,Positive +3010,95,90,98,Negative +3011,92,97,102,Positive +3012,92,55,98,Negative +3013,92,66,105,Positive +3014,87,68,103,Positive +3015,92,72,100,Negative +3016,86,112,101,Positive +3017,87,43,104,Positive +3018,88,123,99,Positive +3019,89,80,96,Positive +3020,90,127,98,Positive +3021,86,111,102,Positive +3022,88,62,98,Positive +3023,92,66,104,Positive +3024,94,47,105,Positive +3025,100,102,96,Negative +3026,85,129,105,Positive +3027,88,68,99,Positive +3028,91,77,99,Negative +3029,92,81,97,Negative +3030,88,56,102,Positive +3031,95,76,105,Negative +3032,97,108,101,Negative +3033,98,100,103,Negative +3034,90,128,100,Positive +3035,93,41,98,Negative +3036,99,43,95,Negative +3037,92,64,104,Positive +3038,97,54,97,Negative +3039,89,47,105,Positive +3040,99,71,95,Negative +3041,85,100,101,Positive +3042,96,128,96,Negative +3043,90,78,96,Negative +3044,89,91,104,Positive +3045,97,79,98,Negative +3046,85,62,103,Positive +3047,90,80,96,Negative +3048,89,53,104,Positive +3049,90,128,96,Positive +3050,95,56,105,Negative +3051,86,125,105,Positive +3052,90,113,101,Positive +3053,86,105,102,Positive +3054,87,74,101,Positive +3055,89,121,102,Positive +3056,88,51,101,Positive +3057,95,74,97,Negative +3058,87,94,99,Positive +3059,95,86,100,Negative +3060,85,99,104,Positive +3061,85,58,101,Positive +3062,96,94,104,Negative +3063,85,105,105,Positive +3064,87,95,104,Positive +3065,88,89,95,Positive +3066,98,71,100,Negative +3067,85,45,96,Positive +3068,91,74,101,Positive +3069,89,77,102,Positive +3070,94,53,99,Negative +3071,91,73,103,Positive +3072,94,97,95,Negative +3073,95,63,97,Negative +3074,99,114,104,Negative +3075,97,84,97,Negative +3076,88,43,97,Positive +3077,95,98,101,Negative +3078,91,113,99,Positive +3079,97,66,96,Negative +3080,93,51,100,Negative +3081,89,82,102,Positive +3082,96,51,101,Negative +3083,85,63,101,Positive +3084,96,93,99,Negative +3085,93,96,105,Positive +3086,96,52,97,Negative +3087,89,129,102,Positive +3088,98,40,103,Negative +3089,87,98,100,Positive +3090,94,127,105,Positive +3091,100,98,101,Negative +3092,98,116,104,Negative +3093,99,127,103,Negative +3094,91,75,98,Negative +3095,88,112,100,Positive +3096,97,100,100,Negative +3097,87,127,103,Positive +3098,90,75,99,Negative +3099,95,77,99,Negative +3100,97,49,96,Negative +3101,85,43,96,Positive +3102,95,103,102,Negative +3103,89,91,97,Positive +3104,96,93,101,Negative +3105,87,58,99,Positive +3106,96,86,103,Negative +3107,96,121,99,Negative +3108,85,73,99,Positive +3109,91,86,95,Negative +3110,91,91,103,Positive +3111,95,73,104,Negative +3112,90,129,105,Positive +3113,90,121,102,Positive +3114,85,79,105,Positive +3115,91,130,96,Positive +3116,92,82,95,Negative +3117,86,48,98,Positive +3118,85,123,105,Positive +3119,96,78,105,Negative +3120,89,116,97,Positive +3121,93,104,101,Positive +3122,93,57,102,Positive +3123,90,93,101,Positive +3124,86,73,105,Positive +3125,92,115,101,Positive +3126,97,55,95,Negative +3127,93,122,102,Positive +3128,96,82,96,Negative +3129,86,51,97,Positive +3130,92,42,100,Positive +3131,95,59,101,Negative +3132,88,99,97,Positive +3133,93,88,100,Negative +3134,96,109,103,Negative +3135,94,58,104,Positive +3136,88,82,104,Positive +3137,87,58,100,Positive +3138,93,125,105,Positive +3139,86,108,102,Positive +3140,94,92,104,Positive +3141,91,95,100,Negative +3142,91,68,97,Negative +3143,93,86,103,Positive +3144,86,90,99,Positive +3145,86,61,99,Positive +3146,87,113,105,Positive +3147,94,97,101,Positive +3148,97,71,97,Negative +3149,95,71,105,Negative +3150,97,115,105,Negative +3151,100,103,97,Negative +3152,92,54,98,Negative +3153,96,54,97,Negative +3154,97,46,97,Negative +3155,87,105,105,Positive +3156,86,51,95,Positive +3157,90,69,102,Positive +3158,96,121,96,Negative +3159,95,58,103,Negative +3160,90,111,103,Positive +3161,97,44,105,Negative +3162,92,98,100,Negative +3163,90,67,101,Positive +3164,85,45,96,Positive +3165,87,48,99,Positive +3166,86,116,100,Positive +3167,88,85,96,Positive +3168,90,51,104,Positive +3169,91,119,105,Positive +3170,89,116,103,Positive +3171,97,58,96,Negative +3172,98,90,98,Negative +3173,97,44,103,Negative +3174,98,76,101,Negative +3175,99,122,95,Negative +3176,91,43,104,Positive +3177,99,105,104,Negative +3178,92,102,102,Positive +3179,89,130,95,Positive +3180,92,111,98,Positive +3181,92,54,104,Positive +3182,96,41,100,Negative +3183,98,84,95,Negative +3184,92,51,104,Positive +3185,87,119,103,Positive +3186,89,78,98,Positive +3187,85,128,96,Positive +3188,85,113,97,Positive +3189,86,115,103,Positive +3190,94,47,103,Positive +3191,100,44,105,Negative +3192,91,130,103,Positive +3193,89,92,104,Positive +3194,92,51,104,Positive +3195,96,96,96,Negative +3196,92,58,96,Negative +3197,94,43,99,Negative +3198,95,43,103,Positive +3199,91,85,103,Positive +3200,93,70,98,Negative +3201,92,58,102,Positive +3202,88,121,99,Positive +3203,92,96,99,Negative +3204,88,50,100,Positive +3205,99,71,99,Negative +3206,91,58,97,Negative +3207,95,44,100,Negative +3208,100,105,103,Negative +3209,85,76,98,Positive +3210,94,58,95,Negative +3211,89,129,102,Positive +3212,98,127,99,Negative +3213,100,41,103,Negative +3214,99,93,100,Negative +3215,96,112,105,Positive +3216,85,77,95,Positive +3217,94,75,100,Negative +3218,91,43,104,Positive +3219,89,66,103,Positive +3220,85,99,95,Positive +3221,90,124,99,Positive +3222,88,83,103,Positive +3223,93,55,101,Positive +3224,96,68,100,Negative +3225,89,76,102,Positive +3226,96,113,104,Positive +3227,91,74,97,Negative +3228,86,115,96,Positive +3229,95,69,99,Negative +3230,91,77,105,Positive +3231,87,92,95,Positive +3232,85,57,97,Positive +3233,87,127,105,Positive +3234,89,78,102,Positive +3235,88,41,100,Positive +3236,93,101,102,Positive +3237,94,45,97,Negative +3238,91,97,104,Positive +3239,87,97,102,Positive +3240,95,64,102,Negative +3241,89,63,98,Positive +3242,90,76,100,Negative +3243,94,86,101,Positive +3244,97,116,96,Negative +3245,88,81,103,Positive +3246,89,73,98,Positive +3247,97,100,105,Negative +3248,95,93,95,Negative +3249,96,122,99,Negative +3250,96,115,105,Positive +3251,93,68,100,Negative +3252,95,121,104,Positive +3253,96,120,95,Negative +3254,95,86,102,Negative +3255,96,56,101,Negative +3256,96,96,97,Negative +3257,91,69,104,Positive +3258,99,62,95,Negative +3259,98,65,100,Negative +3260,93,62,99,Negative +3261,95,42,97,Negative +3262,93,50,102,Positive +3263,92,98,95,Negative +3264,97,73,98,Negative +3265,87,63,96,Positive +3266,93,74,105,Positive +3267,100,70,104,Negative +3268,98,126,103,Negative +3269,91,54,103,Positive +3270,100,122,98,Negative +3271,91,83,97,Negative +3272,85,54,99,Positive +3273,96,106,101,Negative +3274,93,116,99,Negative +3275,94,122,102,Positive +3276,88,65,102,Positive +3277,95,99,98,Negative +3278,90,129,95,Positive +3279,85,130,101,Positive +3280,94,62,96,Negative +3281,97,41,98,Negative +3282,94,74,97,Negative +3283,99,81,102,Negative +3284,99,62,103,Negative +3285,85,77,101,Positive +3286,91,79,100,Negative +3287,87,77,100,Positive +3288,90,112,96,Positive +3289,93,58,95,Negative +3290,95,125,100,Negative +3291,85,117,101,Positive +3292,92,99,104,Positive +3293,99,118,101,Negative +3294,86,42,95,Positive +3295,94,92,101,Positive +3296,95,84,103,Negative +3297,87,130,100,Positive +3298,85,52,102,Positive +3299,90,90,102,Positive +3300,94,40,103,Positive +3301,97,82,95,Negative +3302,89,119,95,Positive +3303,86,69,100,Positive +3304,96,55,101,Negative +3305,92,62,98,Negative +3306,87,90,96,Positive +3307,92,90,100,Negative +3308,88,118,101,Positive +3309,88,79,102,Positive +3310,90,122,98,Positive +3311,93,124,103,Positive +3312,91,78,97,Negative +3313,88,120,105,Positive +3314,98,84,104,Negative +3315,92,128,103,Positive +3316,100,118,96,Negative +3317,89,42,100,Positive +3318,97,41,99,Negative +3319,97,96,104,Negative +3320,89,95,95,Positive +3321,98,53,97,Negative +3322,87,88,104,Positive +3323,86,102,99,Positive +3324,92,40,102,Positive +3325,88,88,96,Positive +3326,91,81,96,Negative +3327,94,106,102,Positive +3328,97,116,97,Negative +3329,98,92,96,Negative +3330,97,88,103,Negative +3331,98,118,105,Negative +3332,87,86,96,Positive +3333,97,122,103,Negative +3334,95,45,100,Negative +3335,93,124,95,Negative +3336,89,119,97,Positive +3337,98,102,99,Negative +3338,85,99,103,Positive +3339,95,103,101,Negative +3340,87,42,105,Positive +3341,92,110,101,Positive +3342,96,59,101,Negative +3343,98,58,99,Negative +3344,96,66,97,Negative +3345,85,123,103,Positive +3346,88,107,105,Positive +3347,97,125,98,Negative +3348,96,118,104,Positive +3349,90,46,97,Positive +3350,94,64,102,Positive +3351,94,68,95,Negative +3352,96,68,103,Negative +3353,94,125,102,Positive +3354,88,67,102,Positive +3355,97,104,103,Negative +3356,100,52,97,Negative +3357,97,104,104,Negative +3358,100,41,95,Negative +3359,93,86,95,Negative +3360,100,124,105,Negative +3361,100,74,95,Negative +3362,91,67,99,Negative +3363,86,96,103,Positive +3364,93,78,98,Negative +3365,89,111,96,Positive +3366,97,73,101,Negative +3367,90,72,105,Positive +3368,93,51,96,Negative +3369,89,117,97,Positive +3370,87,63,99,Positive +3371,98,64,98,Negative +3372,99,42,97,Negative +3373,89,75,99,Positive +3374,94,112,102,Positive +3375,94,48,97,Negative +3376,97,54,98,Negative +3377,85,76,97,Positive +3378,93,92,104,Positive +3379,92,124,105,Positive +3380,100,91,95,Negative +3381,97,104,99,Negative +3382,91,82,103,Positive +3383,93,101,98,Negative +3384,100,64,101,Negative +3385,91,98,97,Negative +3386,96,70,96,Negative +3387,98,49,99,Negative +3388,94,48,104,Positive +3389,90,120,96,Positive +3390,100,76,104,Negative +3391,98,104,101,Negative +3392,85,53,105,Positive +3393,85,89,96,Positive +3394,85,61,103,Positive +3395,91,91,100,Negative +3396,93,66,101,Positive +3397,95,101,97,Negative +3398,100,87,97,Negative +3399,90,69,95,Negative +3400,92,47,103,Positive +3401,96,116,98,Negative +3402,85,88,103,Positive +3403,89,82,95,Positive +3404,96,52,101,Negative +3405,87,105,99,Positive +3406,93,107,96,Negative +3407,96,130,102,Positive +3408,85,91,105,Positive +3409,91,70,100,Negative +3410,91,102,102,Positive +3411,98,85,96,Negative +3412,86,58,98,Positive +3413,98,79,103,Negative +3414,91,82,95,Negative +3415,86,41,99,Positive +3416,92,70,97,Negative +3417,98,107,96,Negative +3418,85,69,101,Positive +3419,99,126,104,Negative +3420,88,44,99,Positive +3421,86,101,100,Positive +3422,99,91,95,Negative +3423,91,111,104,Positive +3424,87,99,104,Positive +3425,85,97,100,Positive +3426,98,99,100,Negative +3427,97,87,96,Negative +3428,91,51,103,Positive +3429,87,81,102,Positive +3430,96,52,95,Negative +3431,88,59,102,Positive +3432,86,90,103,Positive +3433,98,78,105,Negative +3434,95,90,97,Negative +3435,100,99,103,Negative +3436,88,82,105,Positive +3437,100,89,105,Negative +3438,87,125,102,Positive +3439,98,123,100,Negative +3440,93,59,104,Positive +3441,95,105,101,Negative +3442,99,65,99,Negative +3443,91,88,101,Positive +3444,93,71,98,Negative +3445,88,55,102,Positive +3446,97,89,100,Negative +3447,92,109,99,Negative +3448,97,130,98,Negative +3449,87,41,105,Positive +3450,87,94,102,Positive +3451,90,51,95,Negative +3452,87,74,103,Positive +3453,99,54,99,Negative +3454,89,72,98,Positive +3455,98,114,103,Negative +3456,100,79,98,Negative +3457,95,100,99,Negative +3458,91,42,95,Positive +3459,100,61,102,Negative +3460,99,72,105,Negative +3461,86,105,104,Positive +3462,90,99,103,Positive +3463,86,120,95,Positive +3464,85,127,99,Positive +3465,99,127,98,Negative +3466,96,73,100,Negative +3467,94,87,96,Negative +3468,94,129,105,Positive +3469,97,44,96,Negative +3470,100,67,104,Negative +3471,91,124,95,Positive +3472,95,50,103,Negative +3473,89,75,97,Positive +3474,85,66,105,Positive +3475,85,126,102,Positive +3476,90,68,102,Positive +3477,97,63,104,Negative +3478,97,87,104,Negative +3479,92,71,98,Negative +3480,87,91,101,Positive +3481,89,123,101,Positive +3482,96,108,98,Negative +3483,86,60,95,Positive +3484,91,64,105,Positive +3485,87,105,102,Positive +3486,92,61,105,Positive +3487,85,94,102,Positive +3488,100,44,96,Negative +3489,88,119,103,Positive +3490,86,66,103,Positive +3491,97,71,96,Negative +3492,94,130,96,Negative +3493,97,103,103,Negative +3494,94,120,99,Negative +3495,94,106,105,Positive +3496,99,93,104,Negative +3497,92,116,99,Positive +3498,86,106,100,Positive +3499,100,127,98,Negative +3500,91,60,96,Negative +3501,88,120,104,Positive +3502,88,71,104,Positive +3503,97,47,104,Negative +3504,96,72,101,Negative +3505,92,99,101,Positive +3506,86,88,99,Positive +3507,85,44,104,Positive +3508,94,44,101,Positive +3509,92,95,105,Positive +3510,94,77,99,Negative +3511,93,62,96,Negative +3512,90,92,103,Positive +3513,97,66,96,Negative +3514,85,122,104,Positive +3515,100,43,95,Negative +3516,88,109,95,Positive +3517,85,107,105,Positive +3518,99,122,98,Negative +3519,92,88,97,Negative +3520,88,124,103,Positive +3521,97,96,97,Negative +3522,88,74,96,Positive +3523,87,113,95,Positive +3524,98,109,96,Negative +3525,90,44,105,Positive +3526,97,120,100,Negative +3527,94,129,95,Negative +3528,99,75,95,Negative +3529,85,99,98,Positive +3530,96,87,104,Negative +3531,96,70,101,Negative +3532,89,61,104,Positive +3533,85,120,100,Positive +3534,96,123,101,Positive +3535,92,50,101,Positive +3536,97,118,98,Negative +3537,95,41,101,Positive +3538,87,105,97,Positive +3539,87,49,105,Positive +3540,94,92,104,Positive +3541,93,124,102,Positive +3542,99,128,100,Negative +3543,99,70,104,Negative +3544,92,40,101,Positive +3545,93,74,95,Negative +3546,98,72,103,Negative +3547,88,87,96,Positive +3548,85,98,99,Positive +3549,98,121,95,Negative +3550,96,93,98,Negative +3551,100,61,98,Negative +3552,100,59,105,Negative +3553,93,113,97,Negative +3554,94,52,97,Negative +3555,99,91,98,Negative +3556,92,114,103,Positive +3557,86,71,95,Positive +3558,89,89,99,Positive +3559,91,72,95,Negative +3560,85,109,100,Positive +3561,100,84,101,Negative +3562,100,87,96,Negative +3563,95,60,103,Negative +3564,86,70,105,Positive +3565,96,106,105,Negative +3566,91,87,103,Positive +3567,95,69,95,Negative +3568,96,77,102,Negative +3569,97,63,104,Negative +3570,88,80,96,Positive +3571,85,43,96,Positive +3572,86,46,103,Positive +3573,87,42,103,Positive +3574,91,50,98,Negative +3575,100,64,96,Negative +3576,88,89,98,Positive +3577,88,42,97,Positive +3578,94,94,96,Negative +3579,96,60,97,Negative +3580,86,78,99,Positive +3581,93,66,97,Negative +3582,97,98,102,Negative +3583,100,43,99,Negative +3584,86,62,98,Positive +3585,85,107,102,Positive +3586,100,96,102,Negative +3587,87,121,105,Positive +3588,97,105,103,Negative +3589,96,85,103,Negative +3590,100,127,95,Negative +3591,88,98,104,Positive +3592,96,71,97,Negative +3593,87,117,95,Positive +3594,85,59,104,Positive +3595,94,55,105,Positive +3596,93,104,98,Negative +3597,92,78,105,Positive +3598,100,46,97,Negative +3599,98,112,96,Negative +3600,93,122,101,Positive +3601,85,74,98,Positive +3602,93,70,96,Negative +3603,86,123,103,Positive +3604,93,71,104,Positive +3605,92,51,104,Positive +3606,94,107,96,Negative +3607,94,55,95,Negative +3608,88,84,98,Positive +3609,98,101,103,Negative +3610,87,128,101,Positive +3611,100,125,97,Negative +3612,92,113,104,Positive +3613,98,108,98,Negative +3614,92,127,95,Positive +3615,93,72,99,Negative +3616,94,107,97,Negative +3617,96,69,99,Negative +3618,88,91,102,Positive +3619,99,73,95,Negative +3620,95,115,98,Negative +3621,95,91,99,Negative +3622,89,118,98,Positive +3623,92,69,101,Positive +3624,93,107,101,Positive +3625,90,94,99,Negative +3626,86,106,101,Positive +3627,92,85,97,Negative +3628,96,42,101,Positive +3629,92,87,98,Negative +3630,95,98,95,Negative +3631,90,65,95,Negative +3632,100,72,97,Negative +3633,88,41,101,Positive +3634,96,64,103,Negative +3635,98,82,97,Negative +3636,93,46,102,Positive +3637,87,86,98,Positive +3638,85,58,100,Positive +3639,99,100,101,Negative +3640,95,118,101,Positive +3641,96,54,105,Negative +3642,94,85,98,Negative +3643,99,120,99,Negative +3644,87,108,100,Positive +3645,91,117,104,Positive +3646,85,104,102,Positive +3647,94,106,101,Positive +3648,85,122,98,Positive +3649,92,73,101,Positive +3650,97,89,103,Negative +3651,93,67,96,Negative +3652,93,85,97,Negative +3653,96,44,95,Negative +3654,94,49,105,Positive +3655,88,56,97,Positive +3656,100,42,102,Negative +3657,94,79,104,Positive +3658,85,69,102,Positive +3659,86,52,100,Positive +3660,87,77,98,Positive +3661,94,116,105,Positive +3662,98,110,105,Negative +3663,100,92,101,Negative +3664,87,81,102,Positive +3665,98,77,100,Negative +3666,100,40,101,Negative +3667,90,103,105,Positive +3668,86,125,102,Positive +3669,92,89,99,Negative +3670,85,97,103,Positive +3671,89,67,96,Positive +3672,91,109,99,Negative +3673,97,117,95,Negative +3674,91,53,97,Negative +3675,100,94,95,Negative +3676,90,57,103,Positive +3677,99,91,100,Negative +3678,100,119,100,Negative +3679,87,73,97,Positive +3680,93,60,97,Negative +3681,99,104,104,Negative +3682,99,87,105,Negative +3683,97,96,104,Negative +3684,97,93,104,Negative +3685,99,90,98,Negative +3686,100,80,99,Negative +3687,89,64,103,Positive +3688,97,106,103,Negative +3689,99,92,99,Negative +3690,91,105,98,Negative +3691,95,123,101,Positive +3692,94,42,101,Positive +3693,93,63,104,Positive +3694,88,102,97,Positive +3695,100,50,96,Negative +3696,86,62,98,Positive +3697,98,49,98,Negative +3698,85,93,100,Positive +3699,87,68,96,Positive +3700,91,100,99,Negative +3701,86,89,95,Positive +3702,100,123,98,Negative +3703,88,117,105,Positive +3704,94,105,97,Negative +3705,100,51,101,Negative +3706,87,83,103,Positive +3707,93,113,103,Positive +3708,94,92,96,Negative +3709,98,53,100,Negative +3710,94,61,96,Negative +3711,100,54,105,Negative +3712,86,86,101,Positive +3713,95,45,100,Negative +3714,91,117,96,Positive +3715,86,123,102,Positive +3716,99,124,101,Negative +3717,95,114,100,Negative +3718,85,46,104,Positive +3719,85,59,98,Positive +3720,95,74,99,Negative +3721,100,71,97,Negative +3722,92,44,104,Positive +3723,87,120,102,Positive +3724,95,122,97,Negative +3725,87,60,105,Positive +3726,99,116,101,Negative +3727,89,89,103,Positive +3728,90,91,105,Positive +3729,96,65,98,Negative +3730,87,122,102,Positive +3731,89,61,105,Positive +3732,96,92,104,Negative +3733,85,130,101,Positive +3734,92,62,95,Negative +3735,96,107,96,Negative +3736,99,108,101,Negative +3737,88,97,102,Positive +3738,87,72,98,Positive +3739,93,78,100,Negative +3740,100,56,103,Negative +3741,91,88,97,Negative +3742,99,48,105,Negative +3743,93,88,101,Positive +3744,85,80,97,Positive +3745,89,46,95,Positive +3746,91,49,96,Positive +3747,90,115,101,Positive +3748,87,49,103,Positive +3749,98,48,99,Negative +3750,85,81,97,Positive +3751,88,44,97,Positive +3752,87,98,97,Positive +3753,88,42,101,Positive +3754,93,116,101,Positive +3755,100,121,103,Negative +3756,97,61,102,Negative +3757,86,61,98,Positive +3758,85,110,101,Positive +3759,89,46,105,Positive +3760,94,128,100,Negative +3761,90,113,98,Positive +3762,93,110,96,Negative +3763,98,64,98,Negative +3764,85,90,96,Positive +3765,91,68,99,Negative +3766,91,97,102,Positive +3767,94,128,105,Positive +3768,96,63,103,Negative +3769,94,90,105,Positive +3770,89,119,97,Positive +3771,85,118,100,Positive +3772,91,123,103,Positive +3773,87,116,101,Positive +3774,97,104,96,Negative +3775,87,88,100,Positive +3776,96,109,103,Negative +3777,85,117,98,Positive +3778,99,104,105,Negative +3779,95,78,101,Negative +3780,87,92,105,Positive +3781,97,113,95,Negative +3782,90,66,103,Positive +3783,95,93,99,Negative +3784,86,86,101,Positive +3785,87,47,103,Positive +3786,93,78,95,Negative +3787,92,46,102,Positive +3788,95,70,95,Negative +3789,98,109,102,Negative +3790,94,115,103,Positive +3791,87,71,96,Positive +3792,99,49,99,Negative +3793,95,95,96,Negative +3794,95,99,105,Negative +3795,86,68,100,Positive +3796,87,121,96,Positive +3797,99,96,105,Negative +3798,89,47,102,Positive +3799,100,109,95,Negative +3800,94,94,99,Negative +3801,88,107,103,Positive +3802,95,90,101,Negative +3803,98,122,101,Negative +3804,97,119,103,Negative +3805,89,119,96,Positive +3806,86,95,99,Positive +3807,100,79,101,Negative +3808,95,111,101,Positive +3809,91,41,99,Positive +3810,100,66,98,Negative +3811,91,74,97,Negative +3812,98,69,95,Negative +3813,95,79,99,Negative +3814,99,61,105,Negative +3815,86,130,105,Positive +3816,87,69,102,Positive +3817,97,102,102,Negative +3818,97,77,104,Negative +3819,92,117,105,Positive +3820,90,96,101,Positive +3821,98,60,99,Negative +3822,95,61,100,Negative +3823,85,103,99,Positive +3824,93,113,101,Positive +3825,99,59,99,Negative +3826,91,119,95,Positive +3827,97,77,97,Negative +3828,99,126,95,Negative +3829,94,129,99,Negative +3830,99,83,96,Negative +3831,88,117,105,Positive +3832,86,55,102,Positive +3833,89,51,102,Positive +3834,88,71,102,Positive +3835,88,54,105,Positive +3836,89,85,101,Positive +3837,98,100,101,Negative +3838,96,83,96,Negative +3839,100,58,95,Negative +3840,89,90,95,Positive +3841,93,50,103,Positive +3842,89,126,98,Positive +3843,97,74,101,Negative +3844,95,122,102,Positive +3845,95,95,102,Negative +3846,100,106,98,Negative +3847,88,84,100,Positive +3848,100,85,100,Negative +3849,86,82,97,Positive +3850,96,93,103,Negative +3851,98,50,100,Negative +3852,100,66,98,Negative +3853,90,85,100,Negative +3854,93,97,101,Positive +3855,99,108,104,Negative +3856,86,45,103,Positive +3857,95,104,98,Negative +3858,89,126,97,Positive +3859,92,103,95,Negative +3860,87,47,98,Positive +3861,90,118,100,Positive +3862,92,45,98,Positive +3863,87,75,104,Positive +3864,96,129,101,Positive +3865,95,76,103,Negative +3866,92,92,98,Negative +3867,100,55,101,Negative +3868,99,75,97,Negative +3869,95,100,102,Negative +3870,100,104,95,Negative +3871,87,97,102,Positive +3872,90,108,100,Negative +3873,85,41,101,Positive +3874,92,107,105,Positive +3875,99,100,97,Negative +3876,87,110,103,Positive +3877,85,118,99,Positive +3878,98,52,97,Negative +3879,99,77,99,Negative +3880,86,110,96,Positive +3881,97,99,98,Negative +3882,94,106,97,Negative +3883,92,58,97,Negative +3884,99,125,104,Negative +3885,97,68,101,Negative +3886,85,116,95,Positive +3887,87,99,105,Positive +3888,96,125,101,Positive +3889,86,77,104,Positive +3890,94,113,103,Positive +3891,87,125,103,Positive +3892,85,74,102,Positive +3893,89,128,105,Positive +3894,99,99,99,Negative +3895,99,123,105,Negative +3896,93,76,102,Positive +3897,86,62,96,Positive +3898,86,70,102,Positive +3899,99,51,98,Negative +3900,93,121,105,Positive +3901,99,95,101,Negative +3902,97,99,95,Negative +3903,97,86,100,Negative +3904,90,77,96,Negative +3905,85,96,102,Positive +3906,85,55,100,Positive +3907,99,106,100,Negative +3908,87,82,101,Positive +3909,91,53,105,Positive +3910,97,43,103,Negative +3911,96,85,104,Negative +3912,91,68,95,Negative +3913,93,77,97,Negative +3914,98,58,99,Negative +3915,85,75,99,Positive +3916,93,93,97,Negative +3917,95,109,95,Negative +3918,91,70,105,Positive +3919,87,101,96,Positive +3920,91,112,102,Positive +3921,95,69,104,Negative +3922,92,44,99,Positive +3923,100,65,104,Negative +3924,91,40,103,Positive +3925,95,77,96,Negative +3926,97,112,101,Negative +3927,90,44,104,Positive +3928,95,43,105,Positive +3929,95,64,95,Negative +3930,95,108,102,Negative +3931,93,99,96,Negative +3932,94,99,97,Negative +3933,91,110,102,Positive +3934,86,104,95,Positive +3935,98,116,99,Negative +3936,98,104,103,Negative +3937,91,41,105,Positive +3938,91,116,99,Positive +3939,92,111,97,Positive +3940,93,70,103,Positive +3941,99,74,103,Negative +3942,95,77,98,Negative +3943,90,54,101,Positive +3944,93,82,95,Negative +3945,88,109,100,Positive +3946,88,118,105,Positive +3947,100,52,101,Negative +3948,87,76,102,Positive +3949,94,55,103,Positive +3950,92,127,96,Positive +3951,97,67,104,Negative +3952,87,70,105,Positive +3953,95,74,103,Negative +3954,98,83,99,Negative +3955,90,60,101,Positive +3956,91,51,104,Positive +3957,85,52,98,Positive +3958,100,124,102,Negative +3959,97,89,101,Negative +3960,100,127,98,Negative +3961,87,71,101,Positive +3962,95,125,101,Positive +3963,97,127,104,Negative +3964,86,115,102,Positive +3965,92,81,95,Negative +3966,94,79,97,Negative +3967,100,98,95,Negative +3968,85,44,105,Positive +3969,92,54,95,Negative +3970,90,99,100,Negative +3971,93,96,95,Negative +3972,89,71,101,Positive +3973,90,94,97,Negative +3974,87,90,97,Positive +3975,86,65,103,Positive +3976,100,108,98,Negative +3977,86,48,100,Positive +3978,86,96,100,Positive +3979,96,104,97,Negative +3980,88,61,97,Positive +3981,91,114,97,Positive +3982,88,59,105,Positive +3983,91,55,103,Positive +3984,95,58,96,Negative +3985,92,87,97,Negative +3986,99,128,95,Negative +3987,93,105,97,Negative +3988,86,106,102,Positive +3989,91,86,105,Positive +3990,87,77,104,Positive +3991,92,127,104,Positive +3992,87,41,101,Positive +3993,90,118,98,Positive +3994,89,130,102,Positive +3995,87,60,97,Positive +3996,95,56,97,Negative +3997,85,81,100,Positive +3998,96,48,105,Positive +3999,95,66,97,Negative +4000,97,50,105,Negative +4001,100,112,97,Negative +4002,91,61,100,Negative +4003,97,96,105,Negative +4004,99,68,105,Negative +4005,99,62,100,Negative +4006,90,120,102,Positive +4007,98,69,95,Negative +4008,94,53,97,Negative +4009,96,45,100,Negative +4010,97,121,104,Negative +4011,99,117,105,Negative +4012,92,98,99,Negative +4013,98,58,99,Negative +4014,97,54,98,Negative +4015,86,118,98,Positive +4016,96,95,96,Negative +4017,95,47,95,Negative +4018,98,91,100,Negative +4019,95,46,100,Negative +4020,85,83,102,Positive +4021,98,103,99,Negative +4022,86,110,95,Positive +4023,91,110,99,Negative +4024,97,130,100,Negative +4025,97,97,103,Negative +4026,99,55,103,Negative +4027,96,115,98,Negative +4028,87,51,97,Positive +4029,97,85,96,Negative +4030,89,122,97,Positive +4031,93,46,99,Negative +4032,92,83,97,Negative +4033,97,60,103,Negative +4034,85,99,104,Positive +4035,92,51,98,Negative +4036,87,78,104,Positive +4037,91,48,98,Positive +4038,90,71,100,Negative +4039,98,113,99,Negative +4040,86,48,102,Positive +4041,96,50,103,Negative +4042,93,127,104,Positive +4043,100,70,102,Negative +4044,92,59,98,Negative +4045,99,120,99,Negative +4046,89,128,99,Positive +4047,96,104,99,Negative +4048,90,70,99,Negative +4049,91,68,96,Negative +4050,91,77,95,Negative +4051,90,93,97,Negative +4052,87,58,95,Positive +4053,87,75,101,Positive +4054,99,64,101,Negative +4055,100,85,99,Negative +4056,98,57,104,Negative +4057,85,69,99,Positive +4058,93,98,104,Positive +4059,89,93,99,Positive +4060,95,62,103,Negative +4061,90,80,97,Negative +4062,97,75,102,Negative +4063,93,44,102,Positive +4064,94,125,97,Negative +4065,94,89,103,Positive +4066,89,74,99,Positive +4067,94,79,102,Positive +4068,87,111,99,Positive +4069,85,95,100,Positive +4070,91,55,102,Positive +4071,95,56,99,Negative +4072,89,117,97,Positive +4073,96,82,102,Negative +4074,85,66,98,Positive +4075,88,111,95,Positive +4076,86,63,99,Positive +4077,95,82,104,Negative +4078,92,80,105,Positive +4079,99,72,100,Negative +4080,98,76,96,Negative +4081,86,48,104,Positive +4082,100,70,105,Negative +4083,90,83,96,Negative +4084,93,67,99,Negative +4085,90,92,99,Negative +4086,87,92,103,Positive +4087,92,93,98,Negative +4088,99,112,95,Negative +4089,98,57,99,Negative +4090,93,102,96,Negative +4091,100,105,100,Negative +4092,88,106,99,Positive +4093,96,96,99,Negative +4094,93,110,104,Positive +4095,87,42,99,Positive +4096,95,89,95,Negative +4097,97,44,103,Negative +4098,100,47,100,Negative +4099,91,107,96,Negative +4100,95,55,102,Negative +4101,90,96,104,Positive +4102,93,104,105,Positive +4103,97,88,102,Negative +4104,94,107,96,Negative +4105,89,112,105,Positive +4106,89,95,102,Positive +4107,95,80,96,Negative +4108,93,110,99,Negative +4109,91,123,95,Positive +4110,94,82,96,Negative +4111,96,117,98,Negative +4112,89,94,104,Positive +4113,95,77,96,Negative +4114,88,97,95,Positive +4115,85,68,96,Positive +4116,91,130,98,Positive +4117,92,107,105,Positive +4118,86,70,97,Positive +4119,100,90,103,Negative +4120,100,71,104,Negative +4121,92,111,100,Positive +4122,97,110,101,Negative +4123,97,113,105,Negative +4124,91,126,97,Positive +4125,88,63,95,Positive +4126,88,42,103,Positive +4127,100,69,99,Negative +4128,97,127,102,Negative +4129,94,96,96,Negative +4130,96,86,104,Negative +4131,92,119,102,Positive +4132,95,42,98,Negative +4133,97,119,103,Negative +4134,98,80,102,Negative +4135,91,115,105,Positive +4136,96,95,99,Negative +4137,100,62,99,Negative +4138,100,110,98,Negative +4139,91,43,97,Positive +4140,85,96,97,Positive +4141,88,82,99,Positive +4142,89,110,98,Positive +4143,93,128,103,Positive +4144,92,47,95,Positive +4145,87,67,102,Positive +4146,85,101,105,Positive +4147,98,67,98,Negative +4148,87,99,102,Positive +4149,95,65,96,Negative +4150,100,130,101,Negative +4151,100,41,97,Negative +4152,95,52,102,Negative +4153,96,126,103,Positive +4154,85,74,105,Positive +4155,90,84,98,Negative +4156,98,92,99,Negative +4157,90,74,98,Negative +4158,86,88,103,Positive +4159,92,113,101,Positive +4160,97,54,99,Negative +4161,96,83,98,Negative +4162,90,94,100,Negative +4163,87,126,105,Positive +4164,97,41,101,Negative +4165,99,44,102,Negative +4166,91,121,101,Positive +4167,89,58,101,Positive +4168,94,88,105,Positive +4169,96,84,96,Negative +4170,93,53,97,Negative +4171,100,66,100,Negative +4172,87,54,105,Positive +4173,98,48,101,Negative +4174,93,60,104,Positive +4175,97,56,102,Negative +4176,90,107,100,Negative +4177,85,129,104,Positive +4178,89,119,99,Positive +4179,85,46,96,Positive +4180,95,82,104,Negative +4181,91,59,105,Positive +4182,93,115,99,Negative +4183,95,61,100,Negative +4184,90,123,105,Positive +4185,100,90,100,Negative +4186,96,46,100,Negative +4187,100,129,101,Negative +4188,88,120,99,Positive +4189,92,89,99,Negative +4190,96,66,98,Negative +4191,92,66,102,Positive +4192,89,64,95,Positive +4193,91,118,98,Positive +4194,85,95,95,Positive +4195,88,93,97,Positive +4196,95,62,102,Negative +4197,95,56,101,Negative +4198,86,71,101,Positive +4199,99,52,98,Negative +4200,96,123,104,Positive +4201,87,50,99,Positive +4202,87,73,98,Positive +4203,92,91,104,Positive +4204,97,117,97,Negative +4205,89,83,105,Positive +4206,85,48,103,Positive +4207,88,110,98,Positive +4208,87,128,102,Positive +4209,88,93,99,Positive +4210,99,69,105,Negative +4211,94,43,98,Negative +4212,87,50,105,Positive +4213,88,69,95,Positive +4214,95,68,97,Negative +4215,94,62,95,Negative +4216,92,84,99,Negative +4217,95,59,99,Negative +4218,91,74,103,Positive +4219,90,101,104,Positive +4220,94,103,98,Negative +4221,97,130,103,Negative +4222,100,59,103,Negative +4223,99,121,95,Negative +4224,87,42,97,Positive +4225,86,82,103,Positive +4226,97,97,101,Negative +4227,89,124,104,Positive +4228,89,79,104,Positive +4229,92,81,102,Positive +4230,94,63,100,Negative +4231,90,69,98,Negative +4232,99,105,103,Negative +4233,88,123,99,Positive +4234,94,104,97,Negative +4235,85,62,99,Positive +4236,95,42,95,Negative +4237,94,129,100,Negative +4238,93,103,102,Positive +4239,89,117,100,Positive +4240,100,46,104,Negative +4241,87,64,97,Positive +4242,92,47,105,Positive +4243,96,84,95,Negative +4244,94,102,97,Negative +4245,100,103,99,Negative +4246,99,112,105,Negative +4247,87,101,97,Positive +4248,87,96,95,Positive +4249,100,130,97,Negative +4250,87,108,96,Positive +4251,99,66,103,Negative +4252,86,74,103,Positive +4253,86,111,98,Positive +4254,87,78,97,Positive +4255,95,86,99,Negative +4256,92,96,98,Negative +4257,92,95,98,Negative +4258,86,113,105,Positive +4259,96,128,101,Positive +4260,88,126,102,Positive +4261,100,72,100,Negative +4262,91,104,103,Positive +4263,87,95,99,Positive +4264,86,107,98,Positive +4265,95,78,98,Negative +4266,96,108,98,Negative +4267,90,66,97,Negative +4268,100,88,105,Negative +4269,90,87,96,Negative +4270,95,62,102,Negative +4271,90,64,98,Negative +4272,87,119,102,Positive +4273,96,42,97,Negative +4274,88,74,101,Positive +4275,91,125,99,Positive +4276,99,119,102,Negative +4277,86,43,98,Positive +4278,98,51,100,Negative +4279,98,111,99,Negative +4280,99,60,104,Negative +4281,87,96,95,Positive +4282,92,71,98,Negative +4283,87,117,99,Positive +4284,94,87,95,Negative +4285,87,106,104,Positive +4286,89,68,101,Positive +4287,95,58,99,Negative +4288,93,56,98,Negative +4289,96,129,99,Negative +4290,96,60,103,Negative +4291,92,71,99,Negative +4292,87,62,95,Positive +4293,96,114,104,Positive +4294,95,60,103,Negative +4295,100,81,101,Negative +4296,95,46,101,Positive +4297,91,75,105,Positive +4298,95,127,98,Negative +4299,93,73,99,Negative +4300,96,55,105,Negative +4301,95,82,102,Negative +4302,91,98,97,Negative +4303,97,69,95,Negative +4304,98,61,95,Negative +4305,85,56,104,Positive +4306,99,70,105,Negative +4307,89,70,100,Positive +4308,100,68,96,Negative +4309,86,80,101,Positive +4310,100,42,96,Negative +4311,95,50,99,Negative +4312,95,51,103,Negative +4313,95,104,101,Negative +4314,95,87,99,Negative +4315,97,59,101,Negative +4316,94,43,96,Negative +4317,93,110,99,Negative +4318,95,105,99,Negative +4319,95,113,101,Positive +4320,93,67,105,Positive +4321,94,46,98,Negative +4322,96,77,97,Negative +4323,89,129,105,Positive +4324,86,56,101,Positive +4325,88,128,99,Positive +4326,87,69,104,Positive +4327,92,44,99,Positive +4328,96,99,96,Negative +4329,91,52,102,Positive +4330,89,60,96,Positive +4331,93,115,98,Negative +4332,95,103,103,Negative +4333,89,68,98,Positive +4334,92,100,95,Negative +4335,99,56,103,Negative +4336,97,69,101,Negative +4337,90,104,102,Positive +4338,85,125,101,Positive +4339,86,125,95,Positive +4340,91,119,95,Positive +4341,90,123,96,Positive +4342,86,101,102,Positive +4343,87,45,100,Positive +4344,91,70,99,Negative +4345,99,77,97,Negative +4346,99,96,98,Negative +4347,85,97,96,Positive +4348,97,65,102,Negative +4349,87,91,95,Positive +4350,100,101,105,Negative +4351,94,73,102,Positive +4352,87,104,101,Positive +4353,99,100,101,Negative +4354,96,114,97,Negative +4355,88,111,104,Positive +4356,99,88,100,Negative +4357,97,98,97,Negative +4358,98,62,101,Negative +4359,90,64,105,Positive +4360,86,52,99,Positive +4361,97,72,96,Negative +4362,96,124,99,Negative +4363,98,85,101,Negative +4364,96,74,105,Negative +4365,89,51,98,Positive +4366,89,120,95,Positive +4367,85,55,96,Positive +4368,92,40,100,Positive +4369,87,105,102,Positive +4370,85,62,98,Positive +4371,87,122,105,Positive +4372,88,124,103,Positive +4373,98,58,103,Negative +4374,94,113,96,Negative +4375,85,69,98,Positive +4376,95,82,104,Negative +4377,99,111,98,Negative +4378,99,129,100,Negative +4379,95,90,98,Negative +4380,94,82,96,Negative +4381,87,54,104,Positive +4382,97,124,98,Negative +4383,93,43,102,Positive +4384,86,88,96,Positive +4385,89,85,99,Positive +4386,85,88,97,Positive +4387,95,110,103,Negative +4388,100,78,104,Negative +4389,91,110,96,Negative +4390,87,55,103,Positive +4391,91,127,103,Positive +4392,99,120,99,Negative +4393,87,101,102,Positive +4394,85,52,95,Positive +4395,91,126,105,Positive +4396,86,60,98,Positive +4397,90,71,95,Negative +4398,93,109,104,Positive +4399,85,74,97,Positive +4400,88,115,105,Positive +4401,94,60,100,Negative +4402,96,52,105,Negative +4403,98,98,101,Negative +4404,87,120,98,Positive +4405,93,129,95,Negative +4406,97,104,102,Negative +4407,100,72,103,Negative +4408,88,79,103,Positive +4409,95,104,98,Negative +4410,94,105,97,Negative +4411,97,128,102,Negative +4412,96,111,96,Negative +4413,90,116,98,Positive +4414,92,79,104,Positive +4415,90,92,98,Negative +4416,90,85,96,Negative +4417,88,99,95,Positive +4418,100,116,101,Negative +4419,88,76,105,Positive +4420,91,75,99,Negative +4421,88,114,102,Positive +4422,90,108,103,Positive +4423,92,108,105,Positive +4424,86,60,98,Positive +4425,87,103,103,Positive +4426,95,107,98,Negative +4427,92,83,100,Negative +4428,85,120,97,Positive +4429,100,60,96,Negative +4430,97,123,103,Negative +4431,89,112,103,Positive +4432,94,58,100,Negative +4433,86,120,95,Positive +4434,88,71,95,Positive +4435,85,43,104,Positive +4436,88,42,96,Positive +4437,99,118,95,Negative +4438,91,83,96,Negative +4439,93,126,101,Positive +4440,96,46,95,Negative +4441,97,123,99,Negative +4442,85,114,95,Positive +4443,99,68,99,Negative +4444,87,79,97,Positive +4445,91,61,95,Negative +4446,95,106,95,Negative +4447,91,90,97,Negative +4448,98,61,105,Negative +4449,89,59,98,Positive +4450,100,104,98,Negative +4451,87,96,102,Positive +4452,98,43,102,Negative +4453,88,128,99,Positive +4454,91,94,103,Positive +4455,92,42,100,Positive +4456,85,67,99,Positive +4457,93,49,101,Positive +4458,100,117,97,Negative +4459,94,110,95,Negative +4460,87,40,104,Positive +4461,99,50,97,Negative +4462,99,117,102,Negative +4463,87,112,99,Positive +4464,100,99,99,Negative +4465,92,124,95,Positive +4466,92,103,101,Positive +4467,92,108,97,Negative +4468,91,101,96,Negative +4469,92,92,100,Negative +4470,92,81,96,Negative +4471,91,42,101,Positive +4472,96,47,104,Positive +4473,99,106,105,Negative +4474,93,119,98,Negative +4475,97,81,98,Negative +4476,91,64,104,Positive +4477,100,45,101,Negative +4478,97,73,103,Negative +4479,100,114,98,Negative +4480,98,109,102,Negative +4481,100,48,98,Negative +4482,93,89,103,Positive +4483,92,84,95,Negative +4484,92,79,104,Positive +4485,93,55,96,Negative +4486,95,72,100,Negative +4487,88,77,105,Positive +4488,98,104,102,Negative +4489,92,94,97,Negative +4490,96,56,95,Negative +4491,97,107,95,Negative +4492,90,70,95,Negative +4493,96,89,105,Negative +4494,97,123,101,Negative +4495,92,98,101,Positive +4496,93,119,100,Negative +4497,98,79,101,Negative +4498,86,40,104,Positive +4499,94,65,98,Negative +4500,99,50,98,Negative +4501,92,62,103,Positive +4502,85,92,103,Positive +4503,93,65,96,Negative +4504,91,119,97,Positive +4505,90,64,101,Positive +4506,88,62,104,Positive +4507,90,96,103,Positive +4508,100,94,98,Negative +4509,91,108,103,Positive +4510,95,84,100,Negative +4511,100,107,104,Negative +4512,97,47,98,Negative +4513,100,81,99,Negative +4514,91,68,103,Positive +4515,98,61,104,Negative +4516,96,45,102,Positive +4517,98,67,105,Negative +4518,98,103,95,Negative +4519,88,96,95,Positive +4520,95,130,100,Negative +4521,95,106,102,Negative +4522,96,88,95,Negative +4523,93,46,103,Positive +4524,94,57,99,Negative +4525,95,110,98,Negative +4526,85,61,101,Positive +4527,88,85,101,Positive +4528,93,129,99,Negative +4529,91,123,102,Positive +4530,96,83,98,Negative +4531,93,60,95,Negative +4532,91,98,102,Positive +4533,95,49,95,Negative +4534,95,47,98,Negative +4535,93,101,95,Negative +4536,89,55,100,Positive +4537,97,110,95,Negative +4538,87,116,101,Positive +4539,97,43,104,Negative +4540,97,70,102,Negative +4541,90,64,99,Negative +4542,87,106,98,Positive +4543,95,49,104,Positive +4544,88,45,104,Positive +4545,95,92,102,Negative +4546,96,56,95,Negative +4547,90,42,96,Positive +4548,92,116,102,Positive +4549,86,77,97,Positive +4550,91,114,103,Positive +4551,99,129,100,Negative +4552,87,42,101,Positive +4553,94,116,103,Positive +4554,94,129,103,Positive +4555,86,91,98,Positive +4556,96,40,99,Negative +4557,86,127,96,Positive +4558,97,113,101,Negative +4559,95,57,104,Negative +4560,92,88,101,Positive +4561,88,73,97,Positive +4562,90,106,103,Positive +4563,100,115,100,Negative +4564,87,80,103,Positive +4565,90,66,100,Negative +4566,85,128,98,Positive +4567,89,85,105,Positive +4568,85,101,105,Positive +4569,98,118,99,Negative +4570,91,41,98,Positive +4571,95,77,95,Negative +4572,95,108,100,Negative +4573,89,72,98,Positive +4574,93,41,100,Negative +4575,85,79,98,Positive +4576,87,45,102,Positive +4577,85,73,97,Positive +4578,87,86,100,Positive +4579,91,106,99,Negative +4580,100,66,99,Negative +4581,90,99,104,Positive +4582,94,125,102,Positive +4583,98,104,95,Negative +4584,86,40,98,Positive +4585,96,75,96,Negative +4586,96,111,100,Negative +4587,89,89,101,Positive +4588,97,121,103,Negative +4589,88,118,100,Positive +4590,96,46,98,Negative +4591,100,58,97,Negative +4592,100,112,105,Negative +4593,98,42,95,Negative +4594,95,44,101,Positive +4595,93,45,95,Negative +4596,91,42,104,Positive +4597,94,108,101,Positive +4598,87,51,98,Positive +4599,94,66,102,Positive +4600,100,92,96,Negative +4601,90,128,95,Positive +4602,86,103,96,Positive +4603,88,59,104,Positive +4604,93,115,95,Negative +4605,100,107,96,Negative +4606,100,114,100,Negative +4607,91,110,98,Negative +4608,90,98,96,Negative +4609,91,63,95,Negative +4610,88,123,99,Positive +4611,90,46,96,Positive +4612,85,85,99,Positive +4613,87,74,99,Positive +4614,91,63,100,Negative +4615,89,118,104,Positive +4616,95,63,99,Negative +4617,92,44,101,Positive +4618,93,61,104,Positive +4619,85,101,97,Positive +4620,97,116,101,Negative +4621,88,123,103,Positive +4622,96,114,102,Positive +4623,100,126,98,Negative +4624,91,82,100,Negative +4625,86,105,103,Positive +4626,87,106,101,Positive +4627,98,118,102,Negative +4628,100,124,102,Negative +4629,96,100,105,Negative +4630,94,88,100,Negative +4631,85,75,100,Positive +4632,98,75,103,Negative +4633,93,126,105,Positive +4634,91,79,103,Positive +4635,96,121,96,Negative +4636,97,96,103,Negative +4637,96,122,103,Positive +4638,97,53,97,Negative +4639,96,56,95,Negative +4640,98,45,96,Negative +4641,88,113,98,Positive +4642,99,126,104,Negative +4643,93,57,95,Negative +4644,94,115,101,Positive +4645,96,113,103,Positive +4646,93,110,100,Negative +4647,88,46,104,Positive +4648,85,47,96,Positive +4649,98,116,99,Negative +4650,99,119,97,Negative +4651,98,51,99,Negative +4652,96,41,100,Negative +4653,100,57,105,Negative +4654,98,59,102,Negative +4655,88,118,99,Positive +4656,86,75,98,Positive +4657,87,94,101,Positive +4658,92,95,97,Negative +4659,95,129,101,Positive +4660,98,70,104,Negative +4661,97,113,105,Negative +4662,92,102,98,Negative +4663,96,93,105,Negative +4664,88,56,96,Positive +4665,87,45,95,Positive +4666,93,101,101,Positive +4667,100,107,98,Negative +4668,90,94,97,Negative +4669,91,121,103,Positive +4670,85,87,104,Positive +4671,96,76,102,Negative +4672,98,42,100,Negative +4673,99,83,95,Negative +4674,91,70,104,Positive +4675,91,68,103,Positive +4676,97,40,105,Negative +4677,99,101,95,Negative +4678,89,96,95,Positive +4679,94,86,96,Negative +4680,96,103,103,Negative +4681,86,105,105,Positive +4682,92,103,97,Negative +4683,98,61,100,Negative +4684,95,63,96,Negative +4685,86,106,103,Positive +4686,88,72,104,Positive +4687,93,95,98,Negative +4688,99,71,105,Negative +4689,91,92,99,Negative +4690,98,87,96,Negative +4691,100,59,99,Negative +4692,95,40,102,Positive +4693,99,61,103,Negative +4694,86,87,100,Positive +4695,90,115,102,Positive +4696,91,52,104,Positive +4697,92,79,96,Negative +4698,98,92,98,Negative +4699,100,97,99,Negative +4700,98,46,95,Negative +4701,92,63,100,Negative +4702,92,43,104,Positive +4703,94,113,103,Positive +4704,86,120,105,Positive +4705,99,109,99,Negative +4706,90,40,104,Positive +4707,96,42,103,Positive +4708,94,98,98,Negative +4709,97,66,103,Negative +4710,99,125,100,Negative +4711,87,65,98,Positive +4712,94,93,100,Negative +4713,93,124,105,Positive +4714,99,121,105,Negative +4715,100,44,101,Negative +4716,90,109,97,Negative +4717,89,58,104,Positive +4718,97,116,95,Negative +4719,100,99,101,Negative +4720,85,108,105,Positive +4721,99,57,100,Negative +4722,88,128,102,Positive +4723,86,116,103,Positive +4724,96,91,98,Negative +4725,91,81,96,Negative +4726,97,87,96,Negative +4727,93,79,104,Positive +4728,100,53,100,Negative +4729,91,77,95,Negative +4730,93,106,98,Negative +4731,89,62,95,Positive +4732,94,68,97,Negative +4733,98,117,100,Negative +4734,86,82,98,Positive +4735,90,96,95,Negative +4736,100,99,105,Negative +4737,93,67,97,Negative +4738,95,110,104,Negative +4739,100,53,104,Negative +4740,91,86,100,Negative +4741,99,85,95,Negative +4742,86,60,97,Positive +4743,92,122,98,Positive +4744,91,102,103,Positive +4745,94,91,104,Positive +4746,97,53,97,Negative +4747,95,65,98,Negative +4748,97,51,98,Negative +4749,99,103,102,Negative +4750,98,74,95,Negative +4751,96,58,98,Negative +4752,91,70,103,Positive +4753,91,115,97,Positive +4754,99,99,98,Negative +4755,93,57,101,Positive +4756,98,130,105,Negative +4757,91,103,99,Negative +4758,100,66,101,Negative +4759,85,85,95,Positive +4760,91,101,100,Negative +4761,94,105,102,Positive +4762,98,87,99,Negative +4763,97,86,99,Negative +4764,91,120,101,Positive +4765,93,111,103,Positive +4766,85,128,95,Positive +4767,96,96,102,Negative +4768,90,106,105,Positive +4769,99,83,100,Negative +4770,95,90,103,Negative +4771,92,123,96,Positive +4772,99,83,103,Negative +4773,85,105,105,Positive +4774,97,116,97,Negative +4775,88,68,104,Positive +4776,93,47,103,Positive +4777,87,41,95,Positive +4778,97,118,104,Negative +4779,88,101,101,Positive +4780,90,61,105,Positive +4781,95,41,97,Negative +4782,92,82,98,Negative +4783,86,40,95,Positive +4784,88,47,104,Positive +4785,87,77,96,Positive +4786,97,99,103,Negative +4787,88,55,96,Positive +4788,100,93,95,Negative +4789,90,74,98,Negative +4790,95,98,99,Negative +4791,98,107,99,Negative +4792,89,60,98,Positive +4793,93,42,102,Positive +4794,95,110,100,Negative +4795,89,86,101,Positive +4796,93,124,99,Negative +4797,94,96,95,Negative +4798,99,49,99,Negative +4799,88,65,98,Positive +4800,95,127,96,Negative +4801,92,123,104,Positive +4802,95,65,102,Negative +4803,100,56,101,Negative +4804,100,69,98,Negative +4805,95,80,98,Negative +4806,99,50,97,Negative +4807,97,84,104,Negative +4808,93,92,99,Negative +4809,92,100,99,Negative +4810,99,107,101,Negative +4811,92,121,102,Positive +4812,87,75,105,Positive +4813,88,124,99,Positive +4814,90,86,104,Positive +4815,91,69,95,Negative +4816,92,105,101,Positive +4817,89,104,99,Positive +4818,94,105,100,Negative +4819,89,55,98,Positive +4820,100,73,98,Negative +4821,89,101,105,Positive +4822,99,60,103,Negative +4823,98,43,100,Negative +4824,88,128,100,Positive +4825,99,130,97,Negative +4826,85,66,99,Positive +4827,96,107,96,Negative +4828,92,103,95,Negative +4829,95,130,105,Positive +4830,96,59,95,Negative +4831,92,120,105,Positive +4832,95,84,98,Negative +4833,90,42,105,Positive +4834,100,88,104,Negative +4835,100,119,100,Negative +4836,97,112,104,Negative +4837,97,81,99,Negative +4838,98,102,95,Negative +4839,90,114,103,Positive +4840,97,96,100,Negative +4841,97,64,95,Negative +4842,91,104,95,Negative +4843,100,74,104,Negative +4844,86,121,100,Positive +4845,92,65,97,Negative +4846,100,91,102,Negative +4847,94,73,103,Positive +4848,96,125,105,Positive +4849,88,80,95,Positive +4850,93,61,98,Negative +4851,93,72,102,Positive +4852,93,61,104,Positive +4853,93,71,103,Positive +4854,94,66,96,Negative +4855,94,62,105,Positive +4856,99,100,102,Negative +4857,88,61,100,Positive +4858,99,95,97,Negative +4859,92,53,103,Positive +4860,85,49,105,Positive +4861,97,65,105,Negative +4862,98,54,105,Negative +4863,93,109,103,Positive +4864,99,86,102,Negative +4865,87,56,97,Positive +4866,93,42,105,Positive +4867,87,85,97,Positive +4868,94,75,98,Negative +4869,96,66,103,Negative +4870,92,50,99,Negative +4871,93,120,97,Negative +4872,88,59,96,Positive +4873,100,130,95,Negative +4874,85,111,103,Positive +4875,93,107,99,Negative +4876,99,89,98,Negative +4877,96,115,104,Positive +4878,98,120,100,Negative +4879,99,49,103,Negative +4880,96,87,99,Negative +4881,100,113,104,Negative +4882,96,64,101,Negative +4883,97,127,101,Negative +4884,93,78,98,Negative +4885,90,104,97,Negative +4886,93,124,95,Negative +4887,91,63,96,Negative +4888,96,84,96,Negative +4889,86,70,100,Positive +4890,91,104,98,Negative +4891,91,91,97,Negative +4892,96,130,100,Negative +4893,87,92,103,Positive +4894,89,121,98,Positive +4895,94,101,100,Negative +4896,89,59,98,Positive +4897,95,89,105,Negative +4898,91,47,105,Positive +4899,99,61,96,Negative +4900,98,54,105,Negative +4901,93,82,102,Positive +4902,85,81,95,Positive +4903,89,105,97,Positive +4904,89,61,96,Positive +4905,98,113,105,Negative +4906,93,60,101,Positive +4907,93,65,105,Positive +4908,85,79,102,Positive +4909,98,99,100,Negative +4910,95,107,96,Negative +4911,97,70,98,Negative +4912,88,44,97,Positive +4913,88,116,101,Positive +4914,94,69,97,Negative +4915,89,110,102,Positive +4916,91,109,102,Positive +4917,89,88,102,Positive +4918,91,67,105,Positive +4919,91,121,98,Positive +4920,92,120,103,Positive +4921,94,51,102,Positive +4922,98,106,98,Negative +4923,97,69,98,Negative +4924,94,120,102,Positive +4925,92,113,104,Positive +4926,85,88,102,Positive +4927,89,130,101,Positive +4928,93,63,101,Positive +4929,97,58,104,Negative +4930,96,90,96,Negative +4931,90,80,101,Positive +4932,88,94,95,Positive +4933,98,121,103,Negative +4934,88,97,95,Positive +4935,88,112,103,Positive +4936,88,79,96,Positive +4937,97,61,97,Negative +4938,87,61,104,Positive +4939,93,62,105,Positive +4940,92,85,102,Positive +4941,90,110,105,Positive +4942,89,111,104,Positive +4943,87,107,102,Positive +4944,94,87,95,Negative +4945,100,64,103,Negative +4946,85,125,101,Positive +4947,92,70,99,Negative +4948,93,51,105,Positive +4949,98,63,102,Negative +4950,86,47,97,Positive +4951,99,99,100,Negative +4952,88,101,105,Positive +4953,94,63,102,Positive +4954,97,86,99,Negative +4955,86,67,96,Positive +4956,98,119,104,Negative +4957,100,52,96,Negative +4958,85,64,103,Positive +4959,90,96,95,Negative +4960,90,64,104,Positive +4961,97,46,99,Negative +4962,93,84,102,Positive +4963,100,88,95,Negative +4964,88,65,95,Positive +4965,87,120,103,Positive +4966,89,116,102,Positive +4967,98,124,98,Negative +4968,87,118,105,Positive +4969,98,113,96,Negative +4970,91,111,100,Positive +4971,93,85,101,Positive +4972,98,55,105,Negative +4973,88,101,102,Positive +4974,91,77,98,Negative +4975,100,87,97,Negative +4976,94,111,96,Negative +4977,89,81,103,Positive +4978,98,96,96,Negative +4979,90,108,97,Negative +4980,86,116,100,Positive +4981,98,61,96,Negative +4982,86,126,104,Positive +4983,86,60,102,Positive +4984,89,79,99,Positive +4985,86,126,104,Positive +4986,92,96,95,Negative +4987,92,48,101,Positive +4988,93,81,101,Positive +4989,85,51,100,Positive +4990,90,121,100,Positive +4991,92,103,101,Positive +4992,89,95,96,Positive +4993,88,73,98,Positive +4994,100,88,105,Negative +4995,100,74,95,Negative +4996,85,49,104,Positive +4997,89,58,96,Positive +4998,96,40,105,Positive +4999,88,78,105,Positive +5000,99,107,99,Negative +5001,88,113,100,Positive +5002,100,54,103,Negative +5003,92,53,101,Positive +5004,87,85,97,Positive +5005,86,54,95,Positive +5006,99,102,102,Negative +5007,86,129,97,Positive +5008,95,78,98,Negative +5009,87,63,105,Positive +5010,87,61,95,Positive +5011,98,107,98,Negative +5012,88,54,96,Positive +5013,100,50,100,Negative +5014,86,85,97,Positive +5015,90,79,105,Positive +5016,90,84,102,Positive +5017,88,97,105,Positive +5018,90,119,96,Positive +5019,93,50,104,Positive +5020,86,70,95,Positive +5021,90,85,96,Negative +5022,88,112,100,Positive +5023,85,107,99,Positive +5024,91,73,103,Positive +5025,98,52,95,Negative +5026,92,61,99,Negative +5027,99,102,95,Negative +5028,99,128,104,Negative +5029,85,100,95,Positive +5030,94,97,96,Negative +5031,87,109,104,Positive +5032,87,122,104,Positive +5033,87,83,101,Positive +5034,94,55,95,Negative +5035,98,42,96,Negative +5036,96,98,95,Negative +5037,90,66,105,Positive +5038,87,48,99,Positive +5039,96,66,104,Negative +5040,94,43,105,Positive +5041,90,112,99,Positive +5042,86,61,97,Positive +5043,94,44,103,Positive +5044,94,78,97,Negative +5045,95,126,100,Negative +5046,87,74,100,Positive +5047,91,40,101,Positive +5048,89,120,98,Positive +5049,94,119,97,Negative +5050,100,42,103,Negative +5051,86,68,95,Positive +5052,96,83,102,Negative +5053,86,118,102,Positive +5054,98,57,98,Negative +5055,100,40,103,Negative +5056,90,116,102,Positive +5057,89,74,102,Positive +5058,93,89,101,Positive +5059,96,126,101,Positive +5060,97,54,99,Negative +5061,92,45,105,Positive +5062,87,110,101,Positive +5063,96,77,101,Negative +5064,86,81,101,Positive +5065,100,44,104,Negative +5066,87,73,97,Positive +5067,98,43,105,Negative +5068,94,61,98,Negative +5069,99,59,104,Negative +5070,90,80,103,Positive +5071,97,67,103,Negative +5072,100,44,96,Negative +5073,95,112,102,Positive +5074,100,62,103,Negative +5075,98,40,105,Negative +5076,99,127,100,Negative +5077,98,93,102,Negative +5078,90,60,102,Positive +5079,94,80,97,Negative +5080,99,123,98,Negative +5081,97,49,100,Negative +5082,91,80,100,Negative +5083,85,116,104,Positive +5084,96,84,102,Negative +5085,94,126,95,Negative +5086,91,61,103,Positive +5087,99,48,102,Negative +5088,98,103,102,Negative +5089,89,83,102,Positive +5090,96,72,96,Negative +5091,93,115,104,Positive +5092,88,121,100,Positive +5093,98,66,104,Negative +5094,93,61,101,Positive +5095,87,71,104,Positive +5096,99,69,98,Negative +5097,85,49,104,Positive +5098,96,40,99,Negative +5099,100,96,97,Negative +5100,95,43,98,Negative +5101,93,54,101,Positive +5102,87,76,105,Positive +5103,97,101,100,Negative +5104,99,99,105,Negative +5105,90,67,103,Positive +5106,90,130,95,Positive +5107,100,116,99,Negative +5108,88,47,104,Positive +5109,100,110,105,Negative +5110,100,84,99,Negative +5111,85,55,100,Positive +5112,85,116,98,Positive +5113,93,98,95,Negative +5114,86,47,97,Positive +5115,88,126,104,Positive +5116,96,109,102,Negative +5117,86,49,95,Positive +5118,90,109,102,Positive +5119,96,59,101,Negative +5120,96,129,102,Positive +5121,86,89,100,Positive +5122,91,112,95,Positive +5123,91,75,102,Positive +5124,90,61,96,Negative +5125,93,44,95,Negative +5126,89,81,98,Positive +5127,97,130,102,Negative +5128,95,128,101,Positive +5129,95,103,96,Negative +5130,86,103,104,Positive +5131,98,47,103,Negative +5132,98,99,95,Negative +5133,93,43,97,Negative +5134,87,42,100,Positive +5135,96,66,100,Negative +5136,93,87,102,Positive +5137,99,114,104,Negative +5138,99,59,103,Negative +5139,85,100,105,Positive +5140,90,45,97,Positive +5141,92,117,105,Positive +5142,96,42,100,Negative +5143,99,65,95,Negative +5144,91,86,105,Positive +5145,89,122,98,Positive +5146,92,64,100,Negative +5147,87,79,96,Positive +5148,87,116,103,Positive +5149,90,124,95,Positive +5150,87,105,102,Positive +5151,94,121,105,Positive +5152,96,59,95,Negative +5153,86,100,96,Positive +5154,100,93,99,Negative +5155,91,42,102,Positive +5156,85,117,100,Positive +5157,99,109,102,Negative +5158,93,110,99,Negative +5159,91,78,105,Positive +5160,85,62,103,Positive +5161,92,115,101,Positive +5162,97,44,101,Negative +5163,95,58,96,Negative +5164,97,74,100,Negative +5165,87,81,95,Positive +5166,87,80,95,Positive +5167,88,80,105,Positive +5168,99,122,100,Negative +5169,98,99,105,Negative +5170,86,103,103,Positive +5171,97,117,99,Negative +5172,96,86,95,Negative +5173,86,51,102,Positive +5174,95,69,105,Negative +5175,93,126,95,Negative +5176,89,58,95,Positive +5177,86,43,96,Positive +5178,85,125,99,Positive +5179,100,52,104,Negative +5180,91,121,98,Positive +5181,88,42,98,Positive +5182,88,48,96,Positive +5183,95,99,98,Negative +5184,98,89,96,Negative +5185,93,127,102,Positive +5186,87,65,101,Positive +5187,97,117,97,Negative +5188,89,64,104,Positive +5189,86,81,99,Positive +5190,94,96,102,Positive +5191,97,118,105,Negative +5192,87,94,105,Positive +5193,100,85,105,Negative +5194,94,47,99,Negative +5195,99,79,105,Negative +5196,94,71,102,Positive +5197,96,105,99,Negative +5198,89,109,105,Positive +5199,91,68,101,Positive +5200,90,64,105,Positive +5201,100,83,101,Negative +5202,93,86,102,Positive +5203,96,47,99,Negative +5204,98,54,99,Negative +5205,92,116,103,Positive +5206,93,96,102,Positive +5207,85,130,95,Positive +5208,92,88,97,Negative +5209,91,74,95,Negative +5210,99,62,96,Negative +5211,95,110,99,Negative +5212,97,117,98,Negative +5213,85,66,102,Positive +5214,99,122,95,Negative +5215,87,54,102,Positive +5216,87,86,100,Positive +5217,88,78,101,Positive +5218,90,64,95,Negative +5219,93,50,103,Positive +5220,89,90,102,Positive +5221,97,130,95,Negative +5222,91,128,104,Positive +5223,100,91,102,Negative +5224,88,79,98,Positive +5225,91,113,97,Positive +5226,87,69,104,Positive +5227,97,105,102,Negative +5228,90,49,97,Positive +5229,97,70,100,Negative +5230,100,99,95,Negative +5231,89,121,99,Positive +5232,90,130,97,Positive +5233,93,50,104,Positive +5234,94,40,103,Positive +5235,85,79,97,Positive +5236,97,54,104,Negative +5237,96,108,99,Negative +5238,100,57,96,Negative +5239,100,50,99,Negative +5240,97,125,100,Negative +5241,100,92,105,Negative +5242,96,106,103,Negative +5243,97,130,101,Negative +5244,90,76,95,Negative +5245,88,114,103,Positive +5246,98,41,96,Negative +5247,100,59,95,Negative +5248,99,105,104,Negative +5249,97,129,101,Negative +5250,88,85,98,Positive +5251,91,106,97,Negative +5252,91,71,98,Negative +5253,90,109,102,Positive +5254,92,130,95,Positive +5255,85,52,102,Positive +5256,94,112,100,Negative +5257,90,71,98,Negative +5258,86,68,98,Positive +5259,90,56,96,Negative +5260,97,43,97,Negative +5261,100,75,95,Negative +5262,94,107,105,Positive +5263,90,59,103,Positive +5264,85,45,95,Positive +5265,93,96,104,Positive +5266,97,60,104,Negative +5267,91,95,103,Positive +5268,94,78,97,Negative +5269,95,122,99,Negative +5270,93,98,104,Positive +5271,85,122,104,Positive +5272,88,130,104,Positive +5273,99,45,102,Negative +5274,100,80,100,Negative +5275,87,101,104,Positive +5276,89,96,99,Positive +5277,86,86,100,Positive +5278,97,54,96,Negative +5279,90,84,98,Negative +5280,94,125,96,Negative +5281,86,69,97,Positive +5282,99,109,98,Negative +5283,87,54,95,Positive +5284,89,95,104,Positive +5285,85,40,104,Positive +5286,89,65,98,Positive +5287,88,101,101,Positive +5288,99,93,99,Negative +5289,98,94,101,Negative +5290,95,68,96,Negative +5291,95,122,100,Negative +5292,97,128,101,Negative +5293,93,110,105,Positive +5294,94,65,98,Negative +5295,96,87,99,Negative +5296,88,104,101,Positive +5297,89,42,96,Positive +5298,100,114,101,Negative +5299,94,61,102,Positive +5300,97,83,101,Negative +5301,91,130,102,Positive +5302,91,108,98,Negative +5303,99,83,99,Negative +5304,95,129,104,Positive +5305,89,105,101,Positive +5306,86,84,103,Positive +5307,96,47,98,Negative +5308,100,62,104,Negative +5309,92,95,103,Positive +5310,100,62,102,Negative +5311,99,83,95,Negative +5312,90,119,100,Positive +5313,98,50,99,Negative +5314,94,54,96,Negative +5315,90,40,102,Positive +5316,93,129,95,Negative +5317,87,99,96,Positive +5318,100,71,101,Negative +5319,92,105,100,Negative +5320,90,48,99,Positive +5321,100,90,96,Negative +5322,96,94,102,Negative +5323,93,41,102,Positive +5324,94,44,95,Negative +5325,88,120,100,Positive +5326,88,112,102,Positive +5327,87,58,97,Positive +5328,99,117,105,Negative +5329,99,123,100,Negative +5330,86,64,97,Positive +5331,98,40,98,Negative +5332,86,96,102,Positive +5333,85,109,103,Positive +5334,97,126,95,Negative +5335,87,44,105,Positive +5336,100,76,105,Negative +5337,92,108,102,Positive +5338,88,57,98,Positive +5339,97,76,101,Negative +5340,87,62,95,Positive +5341,85,106,96,Positive +5342,98,119,105,Negative +5343,92,100,100,Negative +5344,100,120,97,Negative +5345,95,81,104,Negative +5346,97,54,98,Negative +5347,92,84,99,Negative +5348,85,112,95,Positive +5349,88,48,95,Positive +5350,95,113,98,Negative +5351,96,66,96,Negative +5352,98,70,103,Negative +5353,89,78,96,Positive +5354,92,77,102,Positive +5355,89,75,103,Positive +5356,98,89,99,Negative +5357,93,103,95,Negative +5358,93,68,95,Negative +5359,91,119,96,Positive +5360,85,114,98,Positive +5361,95,110,100,Negative +5362,98,51,102,Negative +5363,98,41,104,Negative +5364,88,127,99,Positive +5365,91,68,105,Positive +5366,86,73,104,Positive +5367,91,102,101,Positive +5368,86,112,95,Positive +5369,88,100,100,Positive +5370,93,41,99,Negative +5371,96,72,96,Negative +5372,89,106,97,Positive +5373,97,89,102,Negative +5374,89,129,103,Positive +5375,95,86,95,Negative +5376,89,114,104,Positive +5377,92,118,101,Positive +5378,95,113,96,Negative +5379,87,81,105,Positive +5380,97,102,97,Negative +5381,96,51,99,Negative +5382,93,127,102,Positive +5383,93,101,95,Negative +5384,92,99,98,Negative +5385,93,98,96,Negative +5386,87,43,96,Positive +5387,93,44,98,Negative +5388,98,94,96,Negative +5389,92,46,104,Positive +5390,92,102,99,Negative +5391,94,84,95,Negative +5392,85,59,99,Positive +5393,98,118,100,Negative +5394,90,124,96,Positive +5395,88,99,102,Positive +5396,89,88,96,Positive +5397,95,68,101,Negative +5398,89,109,104,Positive +5399,99,74,100,Negative +5400,86,82,101,Positive +5401,96,58,97,Negative +5402,100,41,96,Negative +5403,89,84,103,Positive +5404,95,73,103,Negative +5405,85,81,97,Positive +5406,92,116,98,Positive +5407,91,47,104,Positive +5408,97,105,96,Negative +5409,95,103,96,Negative +5410,87,42,104,Positive +5411,95,111,95,Negative +5412,86,71,105,Positive +5413,100,64,103,Negative +5414,91,43,101,Positive +5415,88,40,98,Positive +5416,96,54,100,Negative +5417,98,43,103,Negative +5418,93,81,96,Negative +5419,95,117,103,Positive +5420,86,85,105,Positive +5421,98,64,105,Negative +5422,86,74,101,Positive +5423,85,57,98,Positive +5424,85,63,98,Positive +5425,98,54,95,Negative +5426,89,96,104,Positive +5427,87,110,105,Positive +5428,94,126,102,Positive +5429,92,109,95,Negative +5430,86,41,101,Positive +5431,92,69,96,Negative +5432,96,88,99,Negative +5433,91,72,101,Positive +5434,94,61,97,Negative +5435,100,102,96,Negative +5436,85,45,98,Positive +5437,98,97,104,Negative +5438,96,119,104,Positive +5439,93,120,98,Negative +5440,89,43,100,Positive +5441,97,78,97,Negative +5442,93,92,105,Positive +5443,89,127,95,Positive +5444,95,59,96,Negative +5445,86,50,95,Positive +5446,99,66,97,Negative +5447,89,76,102,Positive +5448,97,108,97,Negative +5449,94,121,104,Positive +5450,95,113,100,Negative +5451,88,88,103,Positive +5452,100,79,104,Negative +5453,100,78,98,Negative +5454,98,98,102,Negative +5455,97,65,104,Negative +5456,98,53,105,Negative +5457,94,114,97,Negative +5458,88,89,98,Positive +5459,89,56,105,Positive +5460,95,124,102,Positive +5461,85,85,104,Positive +5462,98,54,95,Negative +5463,98,130,105,Negative +5464,100,73,95,Negative +5465,91,95,99,Negative +5466,97,94,103,Negative +5467,88,41,96,Positive +5468,100,94,101,Negative +5469,98,79,97,Negative +5470,89,95,101,Positive +5471,85,120,101,Positive +5472,98,107,97,Negative +5473,95,49,100,Negative +5474,92,95,99,Negative +5475,91,43,101,Positive +5476,89,50,102,Positive +5477,95,111,102,Positive +5478,98,53,103,Negative +5479,87,55,100,Positive +5480,94,64,95,Negative +5481,85,128,98,Positive +5482,99,86,101,Negative +5483,98,66,104,Negative +5484,100,78,97,Negative +5485,100,54,103,Negative +5486,97,76,103,Negative +5487,98,46,101,Negative +5488,97,125,96,Negative +5489,92,121,102,Positive +5490,97,96,101,Negative +5491,90,52,95,Negative +5492,100,74,100,Negative +5493,98,52,97,Negative +5494,87,97,95,Positive +5495,95,129,101,Positive +5496,94,119,98,Negative +5497,92,102,96,Negative +5498,91,128,101,Positive +5499,100,130,105,Negative +5500,100,66,100,Negative +5501,98,82,95,Negative +5502,97,98,99,Negative +5503,94,66,104,Positive +5504,90,60,97,Negative +5505,89,90,98,Positive +5506,85,69,98,Positive +5507,92,111,104,Positive +5508,94,64,96,Negative +5509,97,45,99,Negative +5510,93,68,95,Negative +5511,88,109,97,Positive +5512,92,82,100,Negative +5513,90,112,105,Positive +5514,97,90,98,Negative +5515,85,102,101,Positive +5516,94,98,99,Negative +5517,92,70,100,Negative +5518,93,66,103,Positive +5519,88,129,104,Positive +5520,88,105,95,Positive +5521,100,42,105,Negative +5522,89,92,100,Positive +5523,92,85,98,Negative +5524,89,57,105,Positive +5525,85,66,100,Positive +5526,93,63,102,Positive +5527,86,125,98,Positive +5528,99,98,102,Negative +5529,98,91,101,Negative +5530,98,80,100,Negative +5531,87,58,97,Positive +5532,91,45,102,Positive +5533,94,51,101,Positive +5534,87,42,105,Positive +5535,92,78,96,Negative +5536,96,108,97,Negative +5537,91,58,95,Negative +5538,99,52,104,Negative +5539,88,60,95,Positive +5540,97,89,101,Negative +5541,98,61,100,Negative +5542,88,98,97,Positive +5543,97,47,98,Negative +5544,91,92,102,Positive +5545,96,57,105,Negative +5546,89,106,95,Positive +5547,100,94,100,Negative +5548,98,114,101,Negative +5549,93,114,99,Negative +5550,91,74,99,Negative +5551,92,42,99,Positive +5552,94,64,103,Positive +5553,100,125,104,Negative +5554,86,42,95,Positive +5555,96,92,105,Negative +5556,97,65,102,Negative +5557,88,100,103,Positive +5558,98,116,95,Negative +5559,97,42,98,Negative +5560,86,53,105,Positive +5561,98,123,100,Negative +5562,90,101,105,Positive +5563,92,86,97,Negative +5564,100,124,104,Negative +5565,96,64,104,Negative +5566,91,84,104,Positive +5567,86,65,98,Positive +5568,97,77,99,Negative +5569,98,91,96,Negative +5570,100,91,97,Negative +5571,100,90,95,Negative +5572,91,63,99,Negative +5573,91,110,105,Positive +5574,96,98,95,Negative +5575,97,54,95,Negative +5576,93,80,96,Negative +5577,96,93,98,Negative +5578,97,50,101,Negative +5579,97,58,99,Negative +5580,97,92,98,Negative +5581,86,54,98,Positive +5582,85,62,105,Positive +5583,100,90,95,Negative +5584,86,61,98,Positive +5585,87,52,96,Positive +5586,86,63,100,Positive +5587,98,114,101,Negative +5588,95,75,102,Negative +5589,97,72,104,Negative +5590,88,70,96,Positive +5591,88,116,100,Positive +5592,97,97,100,Negative +5593,90,73,100,Negative +5594,85,76,97,Positive +5595,85,86,96,Positive +5596,92,63,98,Negative +5597,94,50,95,Negative +5598,98,129,96,Negative +5599,95,54,95,Negative +5600,100,46,100,Negative +5601,96,42,99,Negative +5602,92,90,98,Negative +5603,96,49,101,Positive +5604,96,72,100,Negative +5605,100,94,102,Negative +5606,90,72,95,Negative +5607,94,48,98,Negative +5608,94,59,100,Negative +5609,97,40,100,Negative +5610,97,43,101,Negative +5611,86,47,104,Positive +5612,87,61,104,Positive +5613,97,43,95,Negative +5614,100,57,103,Negative +5615,94,53,99,Negative +5616,85,110,97,Positive +5617,89,65,104,Positive +5618,85,73,98,Positive +5619,96,70,102,Negative +5620,97,58,103,Negative +5621,89,74,104,Positive +5622,99,97,102,Negative +5623,99,46,98,Negative +5624,88,68,105,Positive +5625,97,126,104,Negative +5626,99,42,97,Negative +5627,99,82,96,Negative +5628,100,106,96,Negative +5629,85,110,96,Positive +5630,90,117,105,Positive +5631,92,43,105,Positive +5632,92,41,105,Positive +5633,98,85,101,Negative +5634,100,79,98,Negative +5635,93,45,96,Negative +5636,98,128,97,Negative +5637,99,61,103,Negative +5638,85,95,104,Positive +5639,92,102,103,Positive +5640,89,112,105,Positive +5641,94,103,97,Negative +5642,92,47,100,Positive +5643,98,75,99,Negative +5644,85,72,102,Positive +5645,89,110,102,Positive +5646,99,127,104,Negative +5647,94,41,98,Negative +5648,100,119,101,Negative +5649,93,94,98,Negative +5650,89,85,101,Positive +5651,88,68,101,Positive +5652,99,75,100,Negative +5653,92,110,102,Positive +5654,91,78,100,Negative +5655,95,94,95,Negative +5656,98,40,101,Negative +5657,97,42,104,Negative +5658,87,52,100,Positive +5659,98,121,103,Negative +5660,85,104,96,Positive +5661,97,99,99,Negative +5662,85,96,105,Positive +5663,92,59,102,Positive +5664,87,82,100,Positive +5665,90,100,97,Negative +5666,97,120,100,Negative +5667,85,42,103,Positive +5668,93,51,95,Negative +5669,93,41,104,Positive +5670,88,47,103,Positive +5671,87,88,103,Positive +5672,87,76,99,Positive +5673,87,72,99,Positive +5674,87,77,103,Positive +5675,97,102,105,Negative +5676,85,127,95,Positive +5677,92,120,98,Positive +5678,85,128,101,Positive +5679,90,102,101,Positive +5680,88,109,103,Positive +5681,100,83,96,Negative +5682,92,89,97,Negative +5683,92,92,103,Positive +5684,89,74,98,Positive +5685,90,75,95,Negative +5686,95,46,98,Negative +5687,92,93,100,Negative +5688,91,48,102,Positive +5689,98,91,101,Negative +5690,92,105,96,Negative +5691,92,114,105,Positive +5692,85,74,97,Positive +5693,94,51,105,Positive +5694,93,72,103,Positive +5695,93,87,99,Negative +5696,94,43,96,Negative +5697,88,115,100,Positive +5698,95,52,96,Negative +5699,91,70,96,Negative +5700,87,117,100,Positive +5701,97,107,104,Negative +5702,89,59,96,Positive +5703,90,51,97,Negative +5704,100,102,102,Negative +5705,90,55,105,Positive +5706,87,64,105,Positive +5707,91,63,103,Positive +5708,91,104,101,Positive +5709,100,108,96,Negative +5710,89,88,105,Positive +5711,85,73,102,Positive +5712,91,80,99,Negative +5713,86,62,99,Positive +5714,90,95,100,Negative +5715,94,40,105,Positive +5716,85,118,95,Positive +5717,89,100,104,Positive +5718,85,117,102,Positive +5719,86,81,103,Positive +5720,95,112,101,Positive +5721,95,62,104,Negative +5722,90,90,105,Positive +5723,88,60,97,Positive +5724,97,126,98,Negative +5725,89,56,98,Positive +5726,89,56,105,Positive +5727,99,113,101,Negative +5728,93,61,97,Negative +5729,97,65,104,Negative +5730,98,101,103,Negative +5731,86,80,98,Positive +5732,87,43,100,Positive +5733,99,128,105,Negative +5734,87,53,99,Positive +5735,90,52,97,Negative +5736,85,50,100,Positive +5737,95,79,104,Negative +5738,91,65,103,Positive +5739,86,51,96,Positive +5740,87,47,98,Positive +5741,88,45,105,Positive +5742,89,49,95,Positive +5743,92,97,103,Positive +5744,99,102,95,Negative +5745,92,80,102,Positive +5746,98,127,95,Negative +5747,96,114,102,Positive +5748,98,112,102,Negative +5749,98,42,102,Negative +5750,88,66,102,Positive +5751,93,67,96,Negative +5752,88,60,98,Positive +5753,97,67,101,Negative +5754,95,114,100,Negative +5755,87,106,95,Positive +5756,95,111,102,Positive +5757,91,72,97,Negative +5758,94,74,95,Negative +5759,93,54,99,Negative +5760,97,117,97,Negative +5761,90,117,99,Positive +5762,99,126,101,Negative +5763,94,74,97,Negative +5764,86,116,104,Positive +5765,96,61,95,Negative +5766,95,63,97,Negative +5767,93,67,105,Positive +5768,93,100,97,Negative +5769,87,66,104,Positive +5770,87,53,100,Positive +5771,91,116,103,Positive +5772,98,112,102,Negative +5773,98,67,98,Negative +5774,92,90,104,Positive +5775,90,64,95,Negative +5776,92,103,104,Positive +5777,100,57,99,Negative +5778,94,104,104,Positive +5779,86,49,103,Positive +5780,97,128,101,Negative +5781,99,80,99,Negative +5782,98,66,104,Negative +5783,90,51,100,Negative +5784,91,107,105,Positive +5785,93,105,102,Positive +5786,98,120,104,Negative +5787,88,109,104,Positive +5788,100,60,104,Negative +5789,98,127,105,Negative +5790,95,74,98,Negative +5791,97,126,101,Negative +5792,91,79,105,Positive +5793,100,123,104,Negative +5794,100,127,96,Negative +5795,96,127,98,Negative +5796,85,68,102,Positive +5797,90,84,95,Negative +5798,88,120,99,Positive +5799,88,57,101,Positive +5800,98,124,105,Negative +5801,99,117,97,Negative +5802,96,106,97,Negative +5803,89,85,105,Positive +5804,99,52,104,Negative +5805,100,110,95,Negative +5806,92,124,102,Positive +5807,86,116,98,Positive +5808,90,110,98,Negative +5809,98,41,105,Negative +5810,92,70,102,Positive +5811,89,76,101,Positive +5812,89,47,98,Positive +5813,100,56,98,Negative +5814,85,43,96,Positive +5815,86,130,101,Positive +5816,90,113,102,Positive +5817,93,59,98,Negative +5818,95,60,104,Negative +5819,86,53,95,Positive +5820,90,69,99,Negative +5821,96,107,98,Negative +5822,97,43,95,Negative +5823,86,127,98,Positive +5824,97,44,104,Negative +5825,99,73,101,Negative +5826,97,70,97,Negative +5827,98,99,103,Negative +5828,88,108,105,Positive +5829,87,96,105,Positive +5830,88,61,96,Positive +5831,86,92,105,Positive +5832,94,92,101,Positive +5833,91,80,96,Negative +5834,94,60,99,Negative +5835,91,68,101,Positive +5836,88,95,95,Positive +5837,90,130,96,Positive +5838,89,42,99,Positive +5839,85,123,101,Positive +5840,100,118,100,Negative +5841,86,102,100,Positive +5842,88,83,101,Positive +5843,95,101,103,Negative +5844,95,109,97,Negative +5845,99,76,103,Negative +5846,85,116,96,Positive +5847,96,46,97,Negative +5848,94,86,98,Negative +5849,98,121,103,Negative +5850,87,69,95,Positive +5851,85,72,95,Positive +5852,91,106,104,Positive +5853,90,102,104,Positive +5854,96,65,97,Negative +5855,98,69,97,Negative +5856,99,102,98,Negative +5857,99,49,103,Negative +5858,93,113,97,Negative +5859,85,96,99,Positive +5860,88,116,102,Positive +5861,85,110,99,Positive +5862,99,100,99,Negative +5863,92,122,98,Positive +5864,85,112,95,Positive +5865,86,106,104,Positive +5866,85,98,104,Positive +5867,94,127,100,Negative +5868,85,91,100,Positive +5869,91,87,100,Negative +5870,92,96,105,Positive +5871,99,67,98,Negative +5872,85,126,99,Positive +5873,97,126,101,Negative +5874,99,51,105,Negative +5875,97,48,99,Negative +5876,88,89,104,Positive +5877,92,108,96,Negative +5878,92,105,101,Positive +5879,85,73,102,Positive +5880,89,129,98,Positive +5881,88,69,95,Positive +5882,98,91,97,Negative +5883,91,61,105,Positive +5884,86,48,98,Positive +5885,98,113,99,Negative +5886,100,48,102,Negative +5887,87,80,101,Positive +5888,88,64,101,Positive +5889,97,103,100,Negative +5890,89,73,105,Positive +5891,90,99,96,Negative +5892,94,119,105,Positive +5893,91,110,104,Positive +5894,88,120,96,Positive +5895,95,95,98,Negative +5896,93,125,97,Negative +5897,90,82,98,Negative +5898,86,74,98,Positive +5899,99,85,105,Negative +5900,100,67,104,Negative +5901,90,60,96,Negative +5902,98,84,105,Negative +5903,87,115,104,Positive +5904,98,105,99,Negative +5905,86,77,99,Positive +5906,99,53,96,Negative +5907,90,98,100,Negative +5908,99,53,101,Negative +5909,92,81,105,Positive +5910,93,125,96,Negative +5911,92,130,104,Positive +5912,96,45,100,Negative +5913,93,56,102,Positive +5914,88,67,103,Positive +5915,85,65,100,Positive +5916,100,126,97,Negative +5917,89,83,95,Positive +5918,90,121,100,Positive +5919,93,94,99,Negative +5920,100,112,100,Negative +5921,99,80,98,Negative +5922,94,67,96,Negative +5923,86,46,101,Positive +5924,95,53,100,Negative +5925,85,60,104,Positive +5926,92,48,105,Positive +5927,95,114,104,Positive +5928,100,85,99,Negative +5929,100,42,105,Negative +5930,95,105,95,Negative +5931,85,105,102,Positive +5932,88,123,97,Positive +5933,99,75,101,Negative +5934,98,125,100,Negative +5935,94,124,104,Positive +5936,86,80,100,Positive +5937,100,57,103,Negative +5938,88,106,97,Positive +5939,85,54,102,Positive +5940,95,51,97,Negative +5941,95,85,102,Negative +5942,97,69,102,Negative +5943,93,128,98,Negative +5944,92,73,105,Positive +5945,87,68,96,Positive +5946,94,111,96,Negative +5947,90,46,100,Positive +5948,88,56,100,Positive +5949,91,47,99,Positive +5950,94,121,96,Negative +5951,93,76,104,Positive +5952,87,81,104,Positive +5953,87,45,101,Positive +5954,93,77,103,Positive +5955,92,74,99,Negative +5956,85,104,101,Positive +5957,99,63,102,Negative +5958,93,111,105,Positive +5959,98,114,104,Negative +5960,99,55,96,Negative +5961,98,62,97,Negative +5962,93,126,97,Negative +5963,91,40,98,Positive +5964,94,92,104,Positive +5965,95,74,95,Negative +5966,97,62,105,Negative +5967,91,76,99,Negative +5968,93,118,104,Positive +5969,87,108,100,Positive +5970,98,55,96,Negative +5971,92,83,103,Positive +5972,88,122,105,Positive +5973,94,65,95,Negative +5974,87,71,105,Positive +5975,85,80,100,Positive +5976,100,63,98,Negative +5977,94,42,102,Positive +5978,88,121,102,Positive +5979,89,129,98,Positive +5980,93,119,105,Positive +5981,97,93,103,Negative +5982,100,45,99,Negative +5983,93,102,105,Positive +5984,96,103,98,Negative +5985,99,106,103,Negative +5986,85,93,102,Positive +5987,88,96,103,Positive +5988,91,123,100,Positive +5989,93,85,98,Negative +5990,98,80,99,Negative +5991,87,83,103,Positive +5992,89,78,102,Positive +5993,87,88,104,Positive +5994,86,94,100,Positive +5995,100,70,104,Negative +5996,89,130,103,Positive +5997,97,109,99,Negative +5998,87,70,101,Positive +5999,96,47,105,Positive +6000,94,93,99,Negative +6001,97,63,105,Negative +6002,91,61,101,Positive +6003,90,66,95,Negative +6004,91,57,105,Positive +6005,98,57,96,Negative +6006,97,68,95,Negative +6007,99,76,105,Negative +6008,94,52,96,Negative +6009,94,91,103,Positive +6010,87,125,101,Positive +6011,97,117,98,Negative +6012,97,88,104,Negative +6013,92,103,100,Negative +6014,90,75,103,Positive +6015,90,46,95,Positive +6016,98,101,103,Negative +6017,87,40,105,Positive +6018,89,83,103,Positive +6019,93,76,96,Negative +6020,98,125,104,Negative +6021,95,60,101,Negative +6022,85,79,97,Positive +6023,96,60,101,Negative +6024,98,109,104,Negative +6025,86,129,97,Positive +6026,97,122,98,Negative +6027,86,101,102,Positive +6028,100,128,99,Negative +6029,90,73,95,Negative +6030,90,67,97,Negative +6031,98,87,99,Negative +6032,93,107,95,Negative +6033,99,126,97,Negative +6034,93,89,98,Negative +6035,88,57,105,Positive +6036,89,120,103,Positive +6037,97,45,105,Negative +6038,98,103,95,Negative +6039,85,85,99,Positive +6040,94,41,96,Negative +6041,99,81,101,Negative +6042,89,72,98,Positive +6043,89,90,99,Positive +6044,90,66,103,Positive +6045,93,94,98,Negative +6046,94,78,105,Positive +6047,86,43,99,Positive +6048,90,121,100,Positive +6049,85,115,96,Positive +6050,97,74,97,Negative +6051,97,104,96,Negative +6052,98,54,98,Negative +6053,85,121,97,Positive +6054,92,107,105,Positive +6055,89,95,101,Positive +6056,92,94,96,Negative +6057,92,59,105,Positive +6058,90,54,104,Positive +6059,92,46,98,Positive +6060,91,128,100,Positive +6061,85,95,98,Positive +6062,97,63,98,Negative +6063,89,128,95,Positive +6064,95,124,103,Positive +6065,91,60,96,Negative +6066,90,71,100,Negative +6067,85,65,95,Positive +6068,94,114,103,Positive +6069,97,85,103,Negative +6070,89,100,97,Positive +6071,95,90,103,Negative +6072,89,50,99,Positive +6073,99,51,100,Negative +6074,93,77,102,Positive +6075,86,95,98,Positive +6076,97,69,97,Negative +6077,91,115,101,Positive +6078,87,90,97,Positive +6079,97,110,95,Negative +6080,97,109,105,Negative +6081,86,103,104,Positive +6082,89,95,105,Positive +6083,88,107,95,Positive +6084,90,130,97,Positive +6085,92,58,105,Positive +6086,97,89,97,Negative +6087,98,129,102,Negative +6088,90,122,98,Positive +6089,96,120,103,Positive +6090,94,67,104,Positive +6091,99,60,105,Negative +6092,95,125,102,Positive +6093,100,97,102,Negative +6094,94,94,102,Positive +6095,87,111,101,Positive +6096,95,40,104,Positive +6097,86,63,105,Positive +6098,95,70,104,Negative +6099,87,77,100,Positive +6100,85,52,104,Positive +6101,87,77,99,Positive +6102,87,117,101,Positive +6103,94,77,95,Negative +6104,93,118,98,Negative +6105,95,111,102,Positive +6106,87,44,104,Positive +6107,87,97,98,Positive +6108,87,83,101,Positive +6109,85,125,102,Positive +6110,87,71,105,Positive +6111,85,83,105,Positive +6112,98,110,96,Negative +6113,89,79,102,Positive +6114,85,106,102,Positive +6115,99,104,99,Negative +6116,92,126,100,Positive +6117,86,103,103,Positive +6118,89,57,105,Positive +6119,90,52,98,Negative +6120,95,127,105,Positive +6121,88,68,104,Positive +6122,92,99,100,Negative +6123,86,115,103,Positive +6124,88,69,104,Positive +6125,88,85,104,Positive +6126,97,109,102,Negative +6127,98,56,98,Negative +6128,90,129,100,Positive +6129,93,67,99,Negative +6130,91,89,99,Negative +6131,95,107,105,Negative +6132,100,85,99,Negative +6133,87,97,105,Positive +6134,85,123,102,Positive +6135,97,104,100,Negative +6136,100,93,99,Negative +6137,96,82,95,Negative +6138,96,46,104,Positive +6139,100,73,97,Negative +6140,86,109,102,Positive +6141,97,69,103,Negative +6142,95,88,102,Negative +6143,91,103,105,Positive +6144,100,88,96,Negative +6145,86,67,96,Positive +6146,85,122,104,Positive +6147,96,40,97,Negative +6148,92,88,98,Negative +6149,93,112,99,Negative +6150,88,125,100,Positive +6151,94,52,100,Negative +6152,89,66,96,Positive +6153,90,114,98,Positive +6154,94,97,96,Negative +6155,94,58,95,Negative +6156,86,100,100,Positive +6157,95,108,100,Negative +6158,98,90,99,Negative +6159,96,117,101,Positive +6160,91,126,103,Positive +6161,98,108,104,Negative +6162,87,45,96,Positive +6163,99,46,100,Negative +6164,93,129,104,Positive +6165,86,76,96,Positive +6166,87,90,105,Positive +6167,86,124,99,Positive +6168,86,93,100,Positive +6169,93,93,97,Negative +6170,100,50,105,Negative +6171,87,49,97,Positive +6172,96,76,102,Negative +6173,95,75,104,Negative +6174,98,125,105,Negative +6175,96,66,95,Negative +6176,93,91,102,Positive +6177,95,95,101,Negative +6178,87,101,95,Positive +6179,91,64,100,Negative +6180,90,101,105,Positive +6181,93,108,99,Negative +6182,99,86,105,Negative +6183,87,45,104,Positive +6184,98,118,104,Negative +6185,92,72,95,Negative +6186,100,42,104,Negative +6187,85,46,103,Positive +6188,99,72,105,Negative +6189,85,85,99,Positive +6190,86,88,97,Positive +6191,98,104,101,Negative +6192,98,89,99,Negative +6193,92,120,98,Positive +6194,88,54,104,Positive +6195,96,44,104,Positive +6196,97,58,97,Negative +6197,85,116,104,Positive +6198,94,119,97,Negative +6199,89,87,95,Positive +6200,94,60,96,Negative +6201,90,129,105,Positive +6202,85,44,102,Positive +6203,95,116,105,Positive +6204,87,46,104,Positive +6205,100,59,104,Negative +6206,100,47,98,Negative +6207,92,98,97,Negative +6208,85,40,102,Positive +6209,97,118,104,Negative +6210,86,54,95,Positive +6211,86,56,105,Positive +6212,96,106,95,Negative +6213,98,84,105,Negative +6214,96,62,100,Negative +6215,86,64,103,Positive +6216,86,60,103,Positive +6217,96,127,102,Positive +6218,85,42,103,Positive +6219,96,73,95,Negative +6220,91,43,97,Positive +6221,96,97,101,Negative +6222,86,127,97,Positive +6223,86,102,105,Positive +6224,89,113,96,Positive +6225,85,81,98,Positive +6226,86,84,104,Positive +6227,88,95,100,Positive +6228,85,45,105,Positive +6229,96,110,102,Negative +6230,93,103,104,Positive +6231,91,109,104,Positive +6232,99,96,97,Negative +6233,88,129,99,Positive +6234,88,102,99,Positive +6235,94,45,99,Negative +6236,99,67,97,Negative +6237,88,99,100,Positive +6238,91,101,104,Positive +6239,93,46,105,Positive +6240,93,73,97,Negative +6241,97,101,100,Negative +6242,91,69,103,Positive +6243,87,66,99,Positive +6244,90,56,95,Negative +6245,97,57,101,Negative +6246,93,129,99,Negative +6247,100,69,104,Negative +6248,94,50,100,Negative +6249,100,62,96,Negative +6250,96,52,97,Negative +6251,98,49,100,Negative +6252,94,107,105,Positive +6253,90,66,103,Positive +6254,99,59,105,Negative +6255,99,125,99,Negative +6256,96,124,96,Negative +6257,87,77,95,Positive +6258,86,56,104,Positive +6259,90,98,95,Negative +6260,93,105,104,Positive +6261,92,81,96,Negative +6262,92,41,101,Positive +6263,98,76,101,Negative +6264,91,86,95,Negative +6265,85,71,105,Positive +6266,90,80,104,Positive +6267,90,118,103,Positive +6268,89,108,100,Positive +6269,95,130,100,Negative +6270,87,104,95,Positive +6271,96,120,95,Negative +6272,89,72,99,Positive +6273,98,106,103,Negative +6274,98,81,95,Negative +6275,89,80,97,Positive +6276,88,108,105,Positive +6277,93,110,100,Negative +6278,90,91,97,Negative +6279,85,77,99,Positive +6280,94,64,98,Negative +6281,88,114,101,Positive +6282,98,71,104,Negative +6283,87,110,99,Positive +6284,89,81,98,Positive +6285,96,96,100,Negative +6286,98,48,98,Negative +6287,90,50,95,Negative +6288,85,117,100,Positive +6289,85,113,103,Positive +6290,96,73,96,Negative +6291,96,105,98,Negative +6292,92,86,95,Negative +6293,87,67,99,Positive +6294,94,71,102,Positive +6295,92,130,95,Positive +6296,100,65,105,Negative +6297,87,63,95,Positive +6298,93,62,102,Positive +6299,85,80,96,Positive +6300,100,96,99,Negative +6301,97,121,105,Negative +6302,92,109,102,Positive +6303,100,68,101,Negative +6304,97,48,101,Negative +6305,90,72,101,Positive +6306,92,113,96,Positive +6307,90,88,103,Positive +6308,96,42,101,Positive +6309,99,67,95,Negative +6310,89,129,100,Positive +6311,91,117,104,Positive +6312,89,44,95,Positive +6313,87,67,98,Positive +6314,85,98,98,Positive +6315,99,126,100,Negative +6316,95,94,99,Negative +6317,98,84,105,Negative +6318,93,56,99,Negative +6319,99,68,99,Negative +6320,98,126,103,Negative +6321,98,63,95,Negative +6322,98,126,102,Negative +6323,100,93,101,Negative +6324,88,101,97,Positive +6325,95,70,105,Negative +6326,100,53,95,Negative +6327,90,123,105,Positive +6328,87,100,105,Positive +6329,91,124,104,Positive +6330,98,103,96,Negative +6331,96,74,98,Negative +6332,98,80,103,Negative +6333,86,77,104,Positive +6334,89,126,105,Positive +6335,99,77,96,Negative +6336,95,101,104,Negative +6337,88,62,97,Positive +6338,87,112,99,Positive +6339,87,69,103,Positive +6340,94,61,103,Positive +6341,94,84,102,Positive +6342,87,110,95,Positive +6343,89,64,103,Positive +6344,100,66,98,Negative +6345,86,103,104,Positive +6346,96,64,103,Negative +6347,87,54,96,Positive +6348,86,104,101,Positive +6349,98,67,105,Negative +6350,95,87,95,Negative +6351,100,75,104,Negative +6352,91,95,99,Negative +6353,96,121,97,Negative +6354,95,50,96,Negative +6355,99,129,104,Negative +6356,86,123,100,Positive +6357,95,97,99,Negative +6358,100,42,105,Negative +6359,94,101,98,Negative +6360,87,57,96,Positive +6361,90,130,101,Positive +6362,98,116,99,Negative +6363,85,130,96,Positive +6364,97,56,100,Negative +6365,94,104,101,Positive +6366,96,107,97,Negative +6367,97,99,96,Negative +6368,87,45,98,Positive +6369,97,124,99,Negative +6370,91,100,104,Positive +6371,85,47,103,Positive +6372,85,116,103,Positive +6373,88,83,105,Positive +6374,86,103,101,Positive +6375,87,95,98,Positive +6376,99,124,105,Negative +6377,90,86,102,Positive +6378,91,52,103,Positive +6379,89,65,97,Positive +6380,100,108,97,Negative +6381,92,45,104,Positive +6382,89,81,96,Positive +6383,94,84,104,Positive +6384,95,60,97,Negative +6385,87,50,96,Positive +6386,87,49,96,Positive +6387,98,92,102,Negative +6388,86,66,105,Positive +6389,98,122,96,Negative +6390,87,126,97,Positive +6391,89,124,96,Positive +6392,92,81,95,Negative +6393,100,58,95,Negative +6394,86,114,96,Positive +6395,85,54,99,Positive +6396,94,69,101,Positive +6397,95,101,101,Negative +6398,98,40,105,Negative +6399,86,87,101,Positive +6400,98,50,101,Negative +6401,98,124,97,Negative +6402,97,87,99,Negative +6403,100,108,101,Negative +6404,98,90,97,Negative +6405,90,95,96,Negative +6406,87,99,104,Positive +6407,88,63,102,Positive +6408,98,56,95,Negative +6409,92,58,100,Negative +6410,96,62,105,Negative +6411,97,69,101,Negative +6412,93,40,105,Positive +6413,92,40,96,Positive +6414,86,100,104,Positive +6415,86,129,104,Positive +6416,95,106,96,Negative +6417,99,120,95,Negative +6418,98,57,101,Negative +6419,86,71,102,Positive +6420,94,130,101,Positive +6421,96,70,101,Negative +6422,90,63,98,Negative +6423,98,73,105,Negative +6424,93,95,95,Negative +6425,93,87,99,Negative +6426,93,106,104,Positive +6427,87,69,104,Positive +6428,91,70,105,Positive +6429,96,114,99,Negative +6430,88,102,95,Positive +6431,87,80,102,Positive +6432,86,44,99,Positive +6433,99,40,98,Negative +6434,96,105,102,Negative +6435,88,93,99,Positive +6436,86,54,103,Positive +6437,88,96,105,Positive +6438,99,74,101,Negative +6439,85,60,101,Positive +6440,88,108,100,Positive +6441,95,107,98,Negative +6442,98,52,105,Negative +6443,86,80,97,Positive +6444,93,117,99,Negative +6445,96,119,96,Negative +6446,87,108,97,Positive +6447,87,120,103,Positive +6448,96,90,95,Negative +6449,91,121,97,Positive +6450,94,122,95,Negative +6451,88,113,97,Positive +6452,91,50,95,Negative +6453,97,113,96,Negative +6454,99,73,100,Negative +6455,100,88,104,Negative +6456,92,68,95,Negative +6457,95,108,100,Negative +6458,96,75,104,Negative +6459,95,49,105,Positive +6460,100,64,97,Negative +6461,86,65,100,Positive +6462,88,89,99,Positive +6463,99,112,96,Negative +6464,90,59,98,Negative +6465,100,81,105,Negative +6466,97,116,95,Negative +6467,85,57,99,Positive +6468,91,40,97,Positive +6469,96,124,99,Negative +6470,92,58,95,Negative +6471,85,113,101,Positive +6472,99,91,96,Negative +6473,96,81,101,Negative +6474,92,50,98,Negative +6475,100,57,96,Negative +6476,88,123,97,Positive +6477,90,120,98,Positive +6478,91,110,99,Negative +6479,98,98,101,Negative +6480,90,85,100,Negative +6481,99,98,103,Negative +6482,95,42,99,Negative +6483,91,114,99,Positive +6484,99,66,99,Negative +6485,100,47,99,Negative +6486,99,63,102,Negative +6487,94,101,97,Negative +6488,97,48,101,Negative +6489,87,47,100,Positive +6490,99,47,95,Negative +6491,95,87,101,Negative +6492,96,129,95,Negative +6493,89,118,100,Positive +6494,89,87,99,Positive +6495,96,110,96,Negative +6496,88,57,103,Positive +6497,100,84,105,Negative +6498,89,109,100,Positive +6499,92,67,98,Negative +6500,95,103,95,Negative +6501,87,101,99,Positive +6502,86,95,104,Positive +6503,98,41,104,Negative +6504,98,101,105,Negative +6505,97,66,95,Negative +6506,89,71,96,Positive +6507,89,117,100,Positive +6508,91,111,104,Positive +6509,85,103,101,Positive +6510,99,112,96,Negative +6511,100,70,102,Negative +6512,93,41,98,Negative +6513,93,99,97,Negative +6514,92,123,96,Positive +6515,93,58,99,Negative +6516,98,83,101,Negative +6517,91,45,97,Positive +6518,96,98,100,Negative +6519,93,68,96,Negative +6520,85,56,103,Positive +6521,96,106,97,Negative +6522,90,106,99,Negative +6523,86,97,103,Positive +6524,91,66,101,Positive +6525,99,114,101,Negative +6526,86,90,95,Positive +6527,97,85,97,Negative +6528,98,118,98,Negative +6529,91,55,95,Negative +6530,87,68,105,Positive +6531,89,76,98,Positive +6532,94,128,95,Negative +6533,92,98,105,Positive +6534,85,65,102,Positive +6535,85,125,99,Positive +6536,92,42,97,Positive +6537,94,108,103,Positive +6538,94,123,98,Negative +6539,89,75,99,Positive +6540,89,103,97,Positive +6541,89,48,101,Positive +6542,99,83,97,Negative +6543,85,43,96,Positive +6544,93,123,100,Negative +6545,97,59,105,Negative +6546,87,121,96,Positive +6547,93,61,97,Negative +6548,96,77,95,Negative +6549,97,92,98,Negative +6550,87,53,102,Positive +6551,95,129,105,Positive +6552,90,40,96,Positive +6553,89,65,99,Positive +6554,96,48,101,Positive +6555,96,63,95,Negative +6556,88,122,101,Positive +6557,87,64,105,Positive +6558,89,106,95,Positive +6559,91,41,95,Positive +6560,87,94,105,Positive +6561,100,108,98,Negative +6562,91,122,104,Positive +6563,96,47,102,Positive +6564,95,63,105,Negative +6565,86,54,101,Positive +6566,85,76,95,Positive +6567,94,123,95,Negative +6568,93,112,104,Positive +6569,85,89,99,Positive +6570,92,129,101,Positive +6571,88,78,98,Positive +6572,98,121,104,Negative +6573,97,80,100,Negative +6574,94,74,96,Negative +6575,92,92,98,Negative +6576,92,129,103,Positive +6577,90,111,101,Positive +6578,91,78,96,Negative +6579,87,89,96,Positive +6580,89,76,98,Positive +6581,94,104,105,Positive +6582,90,66,95,Negative +6583,88,130,100,Positive +6584,91,58,105,Positive +6585,91,71,96,Negative +6586,95,50,102,Negative +6587,92,120,96,Positive +6588,95,91,98,Negative +6589,93,101,102,Positive +6590,99,111,103,Negative +6591,87,42,98,Positive +6592,95,117,102,Positive +6593,93,102,98,Negative +6594,96,61,101,Negative +6595,99,62,102,Negative +6596,87,91,101,Positive +6597,92,92,103,Positive +6598,88,47,98,Positive +6599,95,120,102,Positive +6600,85,84,95,Positive +6601,91,44,98,Positive +6602,91,84,104,Positive +6603,97,55,98,Negative +6604,87,65,96,Positive +6605,88,121,103,Positive +6606,98,95,100,Negative +6607,95,100,102,Negative +6608,98,43,100,Negative +6609,99,52,95,Negative +6610,96,94,95,Negative +6611,86,63,101,Positive +6612,90,74,97,Negative +6613,94,66,105,Positive +6614,91,45,96,Positive +6615,88,59,99,Positive +6616,86,87,101,Positive +6617,89,50,103,Positive +6618,87,46,100,Positive +6619,92,82,97,Negative +6620,85,128,98,Positive +6621,88,91,98,Positive +6622,100,89,97,Negative +6623,91,48,105,Positive +6624,87,73,99,Positive +6625,88,64,98,Positive +6626,97,116,95,Negative +6627,96,41,104,Positive +6628,97,126,101,Negative +6629,98,106,98,Negative +6630,90,129,96,Positive +6631,89,107,96,Positive +6632,96,49,103,Positive +6633,98,86,105,Negative +6634,97,101,96,Negative +6635,87,88,101,Positive +6636,88,117,96,Positive +6637,93,97,102,Positive +6638,98,50,104,Negative +6639,87,50,102,Positive +6640,86,84,103,Positive +6641,94,116,97,Negative +6642,98,89,104,Negative +6643,98,48,99,Negative +6644,95,63,100,Negative +6645,90,100,98,Negative +6646,87,71,104,Positive +6647,85,102,102,Positive +6648,92,124,97,Positive +6649,97,108,100,Negative +6650,88,130,105,Positive +6651,85,113,99,Positive +6652,92,114,105,Positive +6653,97,57,97,Negative +6654,85,91,104,Positive +6655,95,86,95,Negative +6656,93,108,101,Positive +6657,89,92,96,Positive +6658,100,88,96,Negative +6659,91,99,102,Positive +6660,91,47,101,Positive +6661,90,127,99,Positive +6662,87,105,105,Positive +6663,87,49,99,Positive +6664,88,101,105,Positive +6665,91,68,102,Positive +6666,96,108,101,Negative +6667,97,127,97,Negative +6668,97,95,95,Negative +6669,97,127,97,Negative +6670,100,114,95,Negative +6671,99,87,97,Negative +6672,86,108,103,Positive +6673,91,67,105,Positive +6674,89,106,95,Positive +6675,88,97,97,Positive +6676,92,107,104,Positive +6677,85,127,101,Positive +6678,96,58,104,Negative +6679,90,104,95,Negative +6680,93,84,103,Positive +6681,96,94,101,Negative +6682,97,117,95,Negative +6683,100,111,95,Negative +6684,93,88,103,Positive +6685,92,127,100,Positive +6686,90,67,97,Negative +6687,85,129,100,Positive +6688,90,49,99,Positive +6689,87,91,102,Positive +6690,97,62,99,Negative +6691,93,114,95,Negative +6692,85,95,97,Positive +6693,95,98,98,Negative +6694,98,124,102,Negative +6695,88,55,100,Positive +6696,93,113,105,Positive +6697,85,111,103,Positive +6698,100,54,104,Negative +6699,98,62,99,Negative +6700,95,77,98,Negative +6701,93,46,105,Positive +6702,93,58,102,Positive +6703,85,108,104,Positive +6704,90,98,99,Negative +6705,96,119,98,Negative +6706,99,53,96,Negative +6707,90,81,95,Negative +6708,93,91,97,Negative +6709,100,84,103,Negative +6710,93,72,95,Negative +6711,99,116,98,Negative +6712,95,109,98,Negative +6713,93,117,101,Positive +6714,96,121,98,Negative +6715,87,42,104,Positive +6716,91,117,96,Positive +6717,87,76,100,Positive +6718,96,98,100,Negative +6719,96,42,98,Negative +6720,100,55,99,Negative +6721,90,73,97,Negative +6722,88,77,96,Positive +6723,96,105,101,Negative +6724,86,90,104,Positive +6725,87,121,98,Positive +6726,91,42,105,Positive +6727,91,77,105,Positive +6728,96,72,96,Negative +6729,99,110,104,Negative +6730,95,107,104,Negative +6731,94,79,103,Positive +6732,90,84,98,Negative +6733,90,42,103,Positive +6734,98,54,105,Negative +6735,85,82,105,Positive +6736,97,48,99,Negative +6737,97,42,99,Negative +6738,86,96,105,Positive +6739,89,43,104,Positive +6740,88,129,98,Positive +6741,93,77,103,Positive +6742,89,80,103,Positive +6743,100,69,95,Negative +6744,99,124,105,Negative +6745,87,52,98,Positive +6746,89,84,96,Positive +6747,87,122,105,Positive +6748,87,80,99,Positive +6749,85,85,103,Positive +6750,87,108,104,Positive +6751,85,83,97,Positive +6752,94,105,97,Negative +6753,94,57,99,Negative +6754,94,85,103,Positive +6755,98,95,101,Negative +6756,86,82,98,Positive +6757,93,72,95,Negative +6758,93,91,104,Positive +6759,95,52,95,Negative +6760,98,42,104,Negative +6761,99,65,100,Negative +6762,95,90,104,Negative +6763,93,73,98,Negative +6764,90,61,97,Negative +6765,85,48,105,Positive +6766,97,112,99,Negative +6767,93,68,98,Negative +6768,98,106,102,Negative +6769,90,121,97,Positive +6770,95,104,98,Negative +6771,89,58,95,Positive +6772,99,86,103,Negative +6773,88,107,100,Positive +6774,92,88,96,Negative +6775,92,76,95,Negative +6776,88,81,98,Positive +6777,93,87,102,Positive +6778,93,47,103,Positive +6779,91,114,98,Positive +6780,86,102,98,Positive +6781,86,68,104,Positive +6782,90,84,100,Negative +6783,87,89,102,Positive +6784,100,53,97,Negative +6785,96,84,101,Negative +6786,95,47,102,Positive +6787,85,96,101,Positive +6788,88,73,98,Positive +6789,97,128,97,Negative +6790,93,58,101,Positive +6791,90,126,104,Positive +6792,98,86,97,Negative +6793,95,53,100,Negative +6794,96,124,102,Positive +6795,98,120,103,Negative +6796,100,130,101,Negative +6797,100,128,103,Negative +6798,91,45,95,Positive +6799,90,115,98,Positive +6800,96,58,95,Negative +6801,99,90,100,Negative +6802,86,103,95,Positive +6803,85,120,103,Positive +6804,96,48,103,Positive +6805,92,74,95,Negative +6806,98,88,95,Negative +6807,95,90,96,Negative +6808,86,120,99,Positive +6809,95,118,101,Positive +6810,99,96,100,Negative +6811,98,92,97,Negative +6812,97,79,104,Negative +6813,91,65,99,Negative +6814,95,65,105,Negative +6815,86,98,100,Positive +6816,100,129,99,Negative +6817,90,113,99,Positive +6818,85,95,97,Positive +6819,94,105,100,Negative +6820,96,43,96,Negative +6821,98,120,99,Negative +6822,86,107,101,Positive +6823,92,118,104,Positive +6824,97,70,98,Negative +6825,91,127,104,Positive +6826,86,107,102,Positive +6827,85,41,98,Positive +6828,92,78,105,Positive +6829,92,64,95,Negative +6830,95,110,97,Negative +6831,92,47,105,Positive +6832,90,99,100,Negative +6833,99,118,105,Negative +6834,94,46,96,Negative +6835,90,82,99,Negative +6836,93,90,96,Negative +6837,95,74,105,Negative +6838,93,45,97,Negative +6839,89,107,103,Positive +6840,87,106,102,Positive +6841,96,66,105,Negative +6842,88,103,97,Positive +6843,94,41,101,Positive +6844,98,105,96,Negative +6845,96,106,97,Negative +6846,99,62,101,Negative +6847,99,83,95,Negative +6848,91,94,98,Negative +6849,96,95,96,Negative +6850,97,51,101,Negative +6851,89,65,97,Positive +6852,98,110,98,Negative +6853,92,62,95,Negative +6854,98,87,98,Negative +6855,95,113,104,Positive +6856,100,124,95,Negative +6857,87,75,99,Positive +6858,97,106,96,Negative +6859,87,85,102,Positive +6860,87,44,95,Positive +6861,96,110,102,Negative +6862,97,114,102,Negative +6863,91,61,103,Positive +6864,96,121,98,Negative +6865,97,128,97,Negative +6866,100,72,102,Negative +6867,89,94,98,Positive +6868,90,42,105,Positive +6869,96,104,98,Negative +6870,86,106,95,Positive +6871,93,46,99,Negative +6872,93,90,103,Positive +6873,93,115,99,Negative +6874,89,109,102,Positive +6875,85,88,96,Positive +6876,93,65,95,Negative +6877,85,124,99,Positive +6878,86,119,98,Positive +6879,99,95,96,Negative +6880,99,45,99,Negative +6881,99,125,100,Negative +6882,93,78,103,Positive +6883,98,104,105,Negative +6884,91,78,99,Negative +6885,95,110,96,Negative +6886,96,123,98,Negative +6887,90,55,105,Positive +6888,92,78,99,Negative +6889,86,43,95,Positive +6890,89,110,97,Positive +6891,85,81,96,Positive +6892,91,119,104,Positive +6893,88,57,104,Positive +6894,89,106,105,Positive +6895,95,57,97,Negative +6896,100,117,99,Negative +6897,88,43,97,Positive +6898,96,46,102,Positive +6899,92,128,104,Positive +6900,98,122,97,Negative +6901,88,128,101,Positive +6902,93,70,103,Positive +6903,97,63,102,Negative +6904,94,75,104,Positive +6905,88,101,98,Positive +6906,100,67,99,Negative +6907,85,47,96,Positive +6908,96,80,95,Negative +6909,88,41,99,Positive +6910,97,101,105,Negative +6911,95,41,100,Negative +6912,90,121,97,Positive +6913,99,97,100,Negative +6914,89,51,101,Positive +6915,91,42,104,Positive +6916,88,74,102,Positive +6917,96,74,102,Negative +6918,97,74,95,Negative +6919,99,88,99,Negative +6920,90,113,97,Positive +6921,92,125,101,Positive +6922,99,78,101,Negative +6923,91,108,103,Positive +6924,88,106,95,Positive +6925,86,125,98,Positive +6926,92,52,99,Negative +6927,97,77,96,Negative +6928,85,119,104,Positive +6929,85,97,95,Positive +6930,94,56,97,Negative +6931,93,83,104,Positive +6932,87,96,95,Positive +6933,91,122,97,Positive +6934,90,88,102,Positive +6935,90,80,98,Negative +6936,93,84,103,Positive +6937,92,125,101,Positive +6938,95,105,101,Negative +6939,92,115,97,Positive +6940,86,83,103,Positive +6941,96,67,102,Negative +6942,92,112,103,Positive +6943,89,45,98,Positive +6944,87,92,104,Positive +6945,96,113,100,Negative +6946,96,75,95,Negative +6947,85,46,100,Positive +6948,85,120,99,Positive +6949,94,109,105,Positive +6950,98,87,101,Negative +6951,93,115,101,Positive +6952,90,126,95,Positive +6953,96,96,105,Negative +6954,97,75,98,Negative +6955,94,100,98,Negative +6956,96,68,97,Negative +6957,96,67,104,Negative +6958,95,78,103,Negative +6959,88,58,105,Positive +6960,99,97,95,Negative +6961,93,67,103,Positive +6962,91,42,101,Positive +6963,90,47,99,Positive +6964,100,48,99,Negative +6965,97,86,98,Negative +6966,89,47,103,Positive +6967,98,120,100,Negative +6968,89,56,102,Positive +6969,96,97,97,Negative +6970,98,116,102,Negative +6971,90,41,104,Positive +6972,98,91,104,Negative +6973,99,77,96,Negative +6974,95,74,96,Negative +6975,88,120,97,Positive +6976,85,52,98,Positive +6977,100,59,95,Negative +6978,100,101,101,Negative +6979,87,44,98,Positive +6980,93,107,96,Negative +6981,89,102,99,Positive +6982,92,93,98,Negative +6983,96,59,100,Negative +6984,96,70,101,Negative +6985,86,54,103,Positive +6986,98,123,103,Negative +6987,93,117,101,Positive +6988,93,124,105,Positive +6989,86,91,98,Positive +6990,86,83,102,Positive +6991,86,83,104,Positive +6992,97,121,95,Negative +6993,99,93,105,Negative +6994,90,113,96,Positive +6995,90,114,97,Positive +6996,96,47,96,Negative +6997,94,107,100,Negative +6998,92,54,97,Negative +6999,85,71,97,Positive +7000,96,79,100,Negative +7001,98,99,98,Negative +7002,88,82,97,Positive +7003,96,112,105,Positive +7004,97,116,95,Negative +7005,98,91,95,Negative +7006,87,94,101,Positive +7007,95,40,97,Negative +7008,93,44,96,Negative +7009,85,107,99,Positive +7010,98,127,95,Negative +7011,96,64,103,Negative +7012,91,88,98,Negative +7013,86,70,99,Positive +7014,92,40,102,Positive +7015,96,109,98,Negative +7016,92,108,96,Negative +7017,97,69,100,Negative +7018,99,55,103,Negative +7019,98,103,99,Negative +7020,93,61,103,Positive +7021,93,78,102,Positive +7022,91,84,99,Negative +7023,88,50,103,Positive +7024,89,105,97,Positive +7025,90,78,97,Negative +7026,88,123,100,Positive +7027,99,92,105,Negative +7028,90,67,103,Positive +7029,90,68,104,Positive +7030,90,90,105,Positive +7031,100,103,105,Negative +7032,97,121,99,Negative +7033,86,124,100,Positive +7034,98,68,104,Negative +7035,97,97,104,Negative +7036,89,112,100,Positive +7037,87,95,104,Positive +7038,98,97,105,Negative +7039,88,90,98,Positive +7040,85,125,97,Positive +7041,92,65,96,Negative +7042,90,69,101,Positive +7043,100,67,96,Negative +7044,100,120,98,Negative +7045,93,109,104,Positive +7046,86,94,105,Positive +7047,85,41,105,Positive +7048,88,57,104,Positive +7049,89,103,98,Positive +7050,99,98,99,Negative +7051,97,103,97,Negative +7052,94,45,100,Negative +7053,95,72,100,Negative +7054,100,127,96,Negative +7055,98,86,105,Negative +7056,92,109,98,Negative +7057,96,96,105,Negative +7058,89,68,100,Positive +7059,99,77,97,Negative +7060,86,117,104,Positive +7061,99,78,100,Negative +7062,96,99,104,Negative +7063,94,71,100,Negative +7064,98,90,99,Negative +7065,87,123,101,Positive +7066,85,126,104,Positive +7067,91,81,96,Negative +7068,97,114,96,Negative +7069,88,130,96,Positive +7070,86,93,96,Positive +7071,99,115,98,Negative +7072,97,64,105,Negative +7073,93,80,95,Negative +7074,94,118,95,Negative +7075,94,121,96,Negative +7076,100,115,95,Negative +7077,97,107,105,Negative +7078,99,70,98,Negative +7079,89,128,98,Positive +7080,93,83,103,Positive +7081,98,77,105,Negative +7082,100,126,102,Negative +7083,85,72,97,Positive +7084,91,97,96,Negative +7085,94,127,95,Negative +7086,94,83,103,Positive +7087,89,57,102,Positive +7088,93,121,99,Negative +7089,85,79,105,Positive +7090,100,115,101,Negative +7091,93,120,103,Positive +7092,88,81,97,Positive +7093,94,83,99,Negative +7094,90,42,101,Positive +7095,95,61,99,Negative +7096,98,94,95,Negative +7097,98,49,99,Negative +7098,98,121,97,Negative +7099,93,40,102,Positive +7100,99,44,100,Negative +7101,85,67,97,Positive +7102,88,67,100,Positive +7103,91,76,102,Positive +7104,86,78,96,Positive +7105,91,129,99,Positive +7106,92,106,103,Positive +7107,98,75,95,Negative +7108,86,123,104,Positive +7109,94,126,99,Negative +7110,93,126,95,Negative +7111,97,67,100,Negative +7112,85,104,103,Positive +7113,95,41,96,Negative +7114,94,42,100,Negative +7115,99,54,99,Negative +7116,94,96,97,Negative +7117,95,96,98,Negative +7118,99,68,97,Negative +7119,94,50,97,Negative +7120,85,54,98,Positive +7121,89,119,97,Positive +7122,85,95,104,Positive +7123,95,129,103,Positive +7124,97,126,99,Negative +7125,97,71,98,Negative +7126,100,62,104,Negative +7127,87,72,102,Positive +7128,100,111,103,Negative +7129,95,123,103,Positive +7130,98,59,105,Negative +7131,98,129,99,Negative +7132,89,69,96,Positive +7133,100,63,104,Negative +7134,96,70,104,Negative +7135,94,102,104,Positive +7136,88,83,104,Positive +7137,97,74,97,Negative +7138,96,89,103,Negative +7139,88,71,95,Positive +7140,85,41,105,Positive +7141,98,81,103,Negative +7142,85,65,101,Positive +7143,86,118,98,Positive +7144,91,118,97,Positive +7145,99,117,103,Negative +7146,87,97,100,Positive +7147,96,117,104,Positive +7148,89,56,100,Positive +7149,97,125,102,Negative +7150,91,81,101,Positive +7151,85,81,101,Positive +7152,90,115,95,Positive +7153,97,125,97,Negative +7154,89,126,105,Positive +7155,100,42,102,Negative +7156,98,97,96,Negative +7157,99,107,99,Negative +7158,95,93,95,Negative +7159,87,110,99,Positive +7160,85,90,102,Positive +7161,85,73,96,Positive +7162,99,62,103,Negative +7163,90,47,99,Positive +7164,100,113,102,Negative +7165,85,49,97,Positive +7166,86,79,96,Positive +7167,97,91,97,Negative +7168,92,119,95,Positive +7169,89,69,101,Positive +7170,100,110,99,Negative +7171,90,96,95,Negative +7172,92,120,95,Positive +7173,91,111,97,Positive +7174,99,112,102,Negative +7175,90,118,105,Positive +7176,96,41,104,Positive +7177,96,76,104,Negative +7178,100,100,104,Negative +7179,92,113,95,Positive +7180,87,46,99,Positive +7181,98,100,103,Negative +7182,95,125,105,Positive +7183,96,52,97,Negative +7184,90,104,101,Positive +7185,95,78,105,Negative +7186,93,124,96,Negative +7187,97,82,100,Negative +7188,88,117,105,Positive +7189,86,121,97,Positive +7190,97,72,102,Negative +7191,96,125,97,Negative +7192,100,117,97,Negative +7193,86,52,105,Positive +7194,91,60,96,Negative +7195,89,51,100,Positive +7196,97,99,98,Negative +7197,85,54,104,Positive +7198,96,91,96,Negative +7199,93,68,104,Positive +7200,97,111,99,Negative +7201,93,56,97,Negative +7202,98,46,101,Negative +7203,92,88,99,Negative +7204,91,47,98,Positive +7205,100,84,97,Negative +7206,96,86,101,Negative +7207,85,98,100,Positive +7208,95,83,101,Negative +7209,95,129,97,Negative +7210,99,55,97,Negative +7211,95,81,105,Negative +7212,89,81,104,Positive +7213,87,127,96,Positive +7214,91,89,99,Negative +7215,91,110,103,Positive +7216,90,83,101,Positive +7217,85,126,100,Positive +7218,95,70,104,Negative +7219,97,106,97,Negative +7220,94,85,96,Negative +7221,98,118,103,Negative +7222,92,111,101,Positive +7223,90,96,95,Negative +7224,92,76,103,Positive +7225,85,112,95,Positive +7226,85,98,103,Positive +7227,91,117,98,Positive +7228,94,79,97,Negative +7229,85,113,100,Positive +7230,85,54,105,Positive +7231,96,94,102,Negative +7232,85,114,99,Positive +7233,94,99,95,Negative +7234,92,124,98,Positive +7235,93,83,102,Positive +7236,96,58,101,Negative +7237,100,43,99,Negative +7238,96,107,96,Negative +7239,92,86,102,Positive +7240,88,105,100,Positive +7241,89,125,103,Positive +7242,88,47,97,Positive +7243,97,87,101,Negative +7244,92,78,99,Negative +7245,96,106,98,Negative +7246,90,66,100,Negative +7247,100,80,97,Negative +7248,86,112,102,Positive +7249,97,46,103,Negative +7250,99,50,100,Negative +7251,95,115,99,Negative +7252,100,102,97,Negative +7253,86,49,101,Positive +7254,92,115,102,Positive +7255,85,86,105,Positive +7256,94,105,96,Negative +7257,97,51,104,Negative +7258,97,126,103,Negative +7259,85,125,98,Positive +7260,92,50,96,Negative +7261,93,58,97,Negative +7262,86,96,97,Positive +7263,90,59,105,Positive +7264,92,80,99,Negative +7265,95,61,104,Negative +7266,94,122,96,Negative +7267,96,72,98,Negative +7268,86,67,104,Positive +7269,98,75,96,Negative +7270,90,89,100,Negative +7271,85,54,104,Positive +7272,93,47,103,Positive +7273,91,88,102,Positive +7274,91,93,103,Positive +7275,93,119,101,Positive +7276,100,55,105,Negative +7277,91,115,98,Positive +7278,95,93,100,Negative +7279,89,80,105,Positive +7280,92,48,98,Positive +7281,92,113,103,Positive +7282,92,49,99,Positive +7283,86,125,99,Positive +7284,90,121,99,Positive +7285,92,104,99,Negative +7286,94,106,97,Negative +7287,91,41,100,Positive +7288,88,95,103,Positive +7289,95,44,103,Positive +7290,89,41,97,Positive +7291,97,90,95,Negative +7292,85,116,96,Positive +7293,87,101,95,Positive +7294,96,56,98,Negative +7295,87,105,95,Positive +7296,92,74,95,Negative +7297,96,109,103,Negative +7298,96,57,104,Negative +7299,88,91,97,Positive +7300,94,43,96,Negative +7301,90,127,101,Positive +7302,88,88,98,Positive +7303,94,97,100,Negative +7304,89,65,104,Positive +7305,86,87,99,Positive +7306,95,70,105,Negative +7307,94,122,104,Positive +7308,95,41,105,Positive +7309,91,107,105,Positive +7310,90,121,100,Positive +7311,89,109,102,Positive +7312,86,123,96,Positive +7313,85,54,97,Positive +7314,97,124,98,Negative +7315,88,110,97,Positive +7316,97,128,104,Negative +7317,91,102,98,Negative +7318,100,105,101,Negative +7319,96,129,103,Positive +7320,93,74,99,Negative +7321,96,115,104,Positive +7322,86,89,102,Positive +7323,98,69,103,Negative +7324,91,100,103,Positive +7325,90,65,105,Positive +7326,86,104,103,Positive +7327,100,93,101,Negative +7328,89,84,97,Positive +7329,89,64,98,Positive +7330,92,84,102,Positive +7331,89,64,95,Positive +7332,90,96,101,Positive +7333,87,78,103,Positive +7334,87,94,98,Positive +7335,88,97,101,Positive +7336,98,91,96,Negative +7337,100,68,105,Negative +7338,100,44,96,Negative +7339,86,58,95,Positive +7340,88,79,105,Positive +7341,100,102,105,Negative +7342,97,42,99,Negative +7343,100,49,96,Negative +7344,92,96,101,Positive +7345,87,51,103,Positive +7346,88,45,103,Positive +7347,95,105,102,Negative +7348,98,69,96,Negative +7349,90,128,105,Positive +7350,92,71,95,Negative +7351,86,67,98,Positive +7352,91,71,100,Negative +7353,96,58,95,Negative +7354,100,123,97,Negative +7355,87,68,99,Positive +7356,100,56,96,Negative +7357,96,45,101,Positive +7358,95,109,102,Negative +7359,94,69,100,Negative +7360,92,95,102,Positive +7361,87,42,97,Positive +7362,98,79,101,Negative +7363,92,71,97,Negative +7364,95,72,104,Negative +7365,89,126,103,Positive +7366,99,107,100,Negative +7367,97,89,101,Negative +7368,91,40,100,Positive +7369,90,69,96,Negative +7370,100,69,104,Negative +7371,98,42,105,Negative +7372,97,88,104,Negative +7373,94,50,102,Positive +7374,95,85,100,Negative +7375,99,81,97,Negative +7376,98,109,96,Negative +7377,99,125,100,Negative +7378,91,53,97,Negative +7379,95,44,102,Positive +7380,89,58,102,Positive +7381,97,54,104,Negative +7382,94,63,98,Negative +7383,93,115,105,Positive +7384,93,96,102,Positive +7385,89,112,97,Positive +7386,97,94,97,Negative +7387,86,122,98,Positive +7388,89,102,97,Positive +7389,85,60,99,Positive +7390,89,50,98,Positive +7391,86,110,97,Positive +7392,95,68,95,Negative +7393,94,129,98,Negative +7394,95,75,97,Negative +7395,98,67,102,Negative +7396,89,130,102,Positive +7397,88,78,105,Positive +7398,96,86,96,Negative +7399,99,120,103,Negative +7400,97,62,105,Negative +7401,88,101,104,Positive +7402,92,62,101,Positive +7403,100,95,99,Negative +7404,98,129,98,Negative +7405,90,95,95,Negative +7406,93,82,105,Positive +7407,88,69,95,Positive +7408,90,100,99,Negative +7409,93,109,100,Negative +7410,99,122,101,Negative +7411,92,118,101,Positive +7412,87,63,102,Positive +7413,94,55,101,Positive +7414,88,40,98,Positive +7415,89,60,97,Positive +7416,98,93,101,Negative +7417,97,44,98,Negative +7418,93,64,102,Positive +7419,96,90,101,Negative +7420,87,53,104,Positive +7421,94,92,103,Positive +7422,90,51,99,Negative +7423,89,50,99,Positive +7424,91,87,103,Positive +7425,98,65,104,Negative +7426,89,56,104,Positive +7427,86,84,95,Positive +7428,89,115,96,Positive +7429,91,115,105,Positive +7430,93,67,101,Positive +7431,94,96,103,Positive +7432,94,100,95,Negative +7433,91,53,100,Negative +7434,85,76,104,Positive +7435,97,45,99,Negative +7436,88,97,99,Positive +7437,92,68,102,Positive +7438,90,70,103,Positive +7439,86,42,101,Positive +7440,92,46,103,Positive +7441,97,93,99,Negative +7442,98,123,104,Negative +7443,91,73,102,Positive +7444,95,102,105,Negative +7445,96,58,96,Negative +7446,91,101,104,Positive +7447,87,95,105,Positive +7448,89,102,100,Positive +7449,100,63,105,Negative +7450,93,59,104,Positive +7451,86,50,98,Positive +7452,94,70,99,Negative +7453,92,42,95,Positive +7454,86,114,99,Positive +7455,100,87,104,Negative +7456,99,102,95,Negative +7457,95,117,105,Positive +7458,95,119,96,Negative +7459,100,64,99,Negative +7460,96,66,96,Negative +7461,89,44,100,Positive +7462,94,117,104,Positive +7463,88,106,105,Positive +7464,93,66,97,Negative +7465,98,97,103,Negative +7466,90,105,103,Positive +7467,93,74,95,Negative +7468,92,78,99,Negative +7469,96,88,99,Negative +7470,96,41,105,Positive +7471,91,71,97,Negative +7472,95,53,101,Negative +7473,93,111,104,Positive +7474,99,42,102,Negative +7475,87,52,96,Positive +7476,92,59,103,Positive +7477,100,95,97,Negative +7478,96,70,96,Negative +7479,89,90,95,Positive +7480,93,67,95,Negative +7481,97,44,98,Negative +7482,90,130,99,Positive +7483,85,50,99,Positive +7484,96,115,97,Negative +7485,98,116,103,Negative +7486,95,84,100,Negative +7487,100,86,98,Negative +7488,88,81,104,Positive +7489,89,115,97,Positive +7490,94,54,103,Positive +7491,97,98,99,Negative +7492,92,82,101,Positive +7493,87,49,95,Positive +7494,98,45,98,Negative +7495,88,125,96,Positive +7496,96,99,99,Negative +7497,91,64,97,Negative +7498,90,130,103,Positive +7499,100,48,98,Negative +7500,98,119,102,Negative +7501,94,114,96,Negative +7502,96,120,98,Negative +7503,92,58,101,Positive +7504,86,52,105,Positive +7505,86,66,95,Positive +7506,85,90,98,Positive +7507,94,88,98,Negative +7508,91,74,99,Negative +7509,100,57,103,Negative +7510,94,103,103,Positive +7511,85,104,95,Positive +7512,89,94,103,Positive +7513,97,89,102,Negative +7514,95,123,104,Positive +7515,92,130,102,Positive +7516,90,53,103,Positive +7517,93,108,95,Negative +7518,97,81,96,Negative +7519,99,126,99,Negative +7520,85,82,105,Positive +7521,98,112,100,Negative +7522,91,49,105,Positive +7523,95,89,101,Negative +7524,95,75,101,Negative +7525,91,89,99,Negative +7526,92,102,101,Positive +7527,85,88,96,Positive +7528,94,77,101,Positive +7529,89,130,100,Positive +7530,87,128,102,Positive +7531,97,86,100,Negative +7532,97,45,101,Negative +7533,98,41,97,Negative +7534,97,74,102,Negative +7535,94,102,105,Positive +7536,99,45,96,Negative +7537,95,75,103,Negative +7538,85,49,103,Positive +7539,93,46,96,Negative +7540,90,47,102,Positive +7541,87,127,98,Positive +7542,96,50,97,Negative +7543,85,130,97,Positive +7544,86,52,97,Positive +7545,93,50,103,Positive +7546,92,45,101,Positive +7547,86,106,95,Positive +7548,88,69,104,Positive +7549,96,65,98,Negative +7550,92,101,104,Positive +7551,91,130,105,Positive +7552,97,50,105,Negative +7553,98,89,100,Negative +7554,92,76,100,Negative +7555,93,70,100,Negative +7556,93,119,105,Positive +7557,85,113,97,Positive +7558,97,55,100,Negative +7559,86,96,98,Positive +7560,94,93,98,Negative +7561,96,94,100,Negative +7562,89,111,99,Positive +7563,88,98,100,Positive +7564,100,129,95,Negative +7565,95,64,104,Negative +7566,99,127,98,Negative +7567,85,55,103,Positive +7568,97,71,98,Negative +7569,89,44,97,Positive +7570,97,78,99,Negative +7571,85,69,95,Positive +7572,85,56,99,Positive +7573,96,80,97,Negative +7574,85,75,103,Positive +7575,100,56,97,Negative +7576,92,102,97,Negative +7577,87,73,103,Positive +7578,85,53,105,Positive +7579,96,78,95,Negative +7580,97,50,98,Negative +7581,99,92,99,Negative +7582,85,117,97,Positive +7583,85,71,101,Positive +7584,86,62,97,Positive +7585,92,103,95,Negative +7586,98,42,104,Negative +7587,90,91,102,Positive +7588,90,102,103,Positive +7589,90,105,100,Negative +7590,95,102,103,Negative +7591,93,124,104,Positive +7592,99,87,102,Negative +7593,86,55,95,Positive +7594,91,129,98,Positive +7595,95,128,103,Positive +7596,93,43,105,Positive +7597,94,76,97,Negative +7598,94,120,99,Negative +7599,91,43,99,Positive +7600,92,60,104,Positive +7601,88,57,96,Positive +7602,97,129,95,Negative +7603,89,55,96,Positive +7604,96,79,102,Negative +7605,93,44,99,Negative +7606,96,66,95,Negative +7607,93,119,98,Negative +7608,91,42,101,Positive +7609,93,112,103,Positive +7610,98,46,98,Negative +7611,94,128,97,Negative +7612,86,61,105,Positive +7613,87,108,104,Positive +7614,89,63,103,Positive +7615,86,119,100,Positive +7616,90,86,97,Negative +7617,92,75,100,Negative +7618,98,64,98,Negative +7619,87,127,97,Positive +7620,86,51,96,Positive +7621,90,105,103,Positive +7622,92,68,101,Positive +7623,88,110,97,Positive +7624,100,68,103,Negative +7625,91,97,101,Positive +7626,95,49,100,Negative +7627,89,121,99,Positive +7628,99,70,96,Negative +7629,95,61,95,Negative +7630,87,60,105,Positive +7631,100,53,98,Negative +7632,99,98,96,Negative +7633,86,86,96,Positive +7634,95,75,104,Negative +7635,94,47,99,Negative +7636,92,90,103,Positive +7637,94,75,95,Negative +7638,88,82,104,Positive +7639,99,92,99,Negative +7640,92,54,101,Positive +7641,86,47,95,Positive +7642,94,64,102,Positive +7643,89,87,104,Positive +7644,89,120,95,Positive +7645,95,104,102,Negative +7646,96,51,101,Negative +7647,92,59,101,Positive +7648,86,75,100,Positive +7649,89,47,104,Positive +7650,95,117,96,Negative +7651,92,40,96,Positive +7652,98,55,99,Negative +7653,91,58,102,Positive +7654,99,50,101,Negative +7655,88,100,105,Positive +7656,91,81,100,Negative +7657,92,62,105,Positive +7658,99,76,105,Negative +7659,94,118,102,Positive +7660,88,62,104,Positive +7661,87,73,101,Positive +7662,98,63,98,Negative +7663,96,104,95,Negative +7664,88,110,99,Positive +7665,87,121,99,Positive +7666,91,41,104,Positive +7667,91,117,98,Positive +7668,95,87,97,Negative +7669,92,80,102,Positive +7670,89,69,100,Positive +7671,86,69,103,Positive +7672,98,69,100,Negative +7673,89,82,96,Positive +7674,99,103,101,Negative +7675,91,109,98,Negative +7676,97,125,97,Negative +7677,99,99,97,Negative +7678,87,124,105,Positive +7679,99,80,99,Negative +7680,96,71,104,Negative +7681,95,61,101,Negative +7682,88,99,100,Positive +7683,94,122,95,Negative +7684,95,44,98,Negative +7685,97,115,95,Negative +7686,86,68,99,Positive +7687,95,120,104,Positive +7688,86,120,95,Positive +7689,98,77,103,Negative +7690,87,109,102,Positive +7691,88,96,98,Positive +7692,97,61,100,Negative +7693,87,52,99,Positive +7694,89,105,102,Positive +7695,91,111,97,Positive +7696,92,113,105,Positive +7697,94,59,100,Negative +7698,95,93,95,Negative +7699,98,77,98,Negative +7700,95,86,105,Negative +7701,89,109,97,Positive +7702,97,108,98,Negative +7703,89,103,99,Positive +7704,94,125,104,Positive +7705,94,48,104,Positive +7706,98,43,103,Negative +7707,97,123,97,Negative +7708,98,125,99,Negative +7709,88,62,97,Positive +7710,94,94,97,Negative +7711,96,57,102,Negative +7712,98,124,97,Negative +7713,95,63,100,Negative +7714,95,80,104,Negative +7715,94,51,104,Positive +7716,96,99,96,Negative +7717,100,118,98,Negative +7718,96,73,101,Negative +7719,89,89,98,Positive +7720,91,62,98,Negative +7721,88,67,105,Positive +7722,90,71,105,Positive +7723,90,96,96,Negative +7724,91,117,99,Positive +7725,87,76,96,Positive +7726,85,86,105,Positive +7727,93,84,102,Positive +7728,94,128,99,Negative +7729,94,68,96,Negative +7730,88,100,98,Positive +7731,92,120,102,Positive +7732,91,68,104,Positive +7733,86,77,104,Positive +7734,92,53,104,Positive +7735,94,106,96,Negative +7736,96,58,104,Negative +7737,85,69,102,Positive +7738,93,96,100,Negative +7739,90,77,96,Negative +7740,88,57,98,Positive +7741,91,79,95,Negative +7742,96,119,104,Positive +7743,89,54,96,Positive +7744,96,76,97,Negative +7745,98,78,99,Negative +7746,100,130,97,Negative +7747,97,82,96,Negative +7748,95,127,99,Negative +7749,87,130,105,Positive +7750,98,105,104,Negative +7751,97,74,101,Negative +7752,100,72,102,Negative +7753,97,123,105,Negative +7754,85,58,102,Positive +7755,93,130,104,Positive +7756,88,111,95,Positive +7757,95,64,104,Negative +7758,92,121,104,Positive +7759,98,95,97,Negative +7760,94,107,95,Negative +7761,86,93,101,Positive +7762,95,94,103,Negative +7763,90,130,102,Positive +7764,100,73,101,Negative +7765,95,106,96,Negative +7766,93,88,103,Positive +7767,97,61,105,Negative +7768,100,107,97,Negative +7769,93,98,103,Positive +7770,92,53,98,Negative +7771,99,54,104,Negative +7772,99,130,101,Negative +7773,94,117,103,Positive +7774,91,130,97,Positive +7775,87,125,95,Positive +7776,89,47,99,Positive +7777,96,129,99,Negative +7778,99,54,105,Negative +7779,95,85,102,Negative +7780,96,101,105,Negative +7781,98,74,102,Negative +7782,98,79,98,Negative +7783,91,116,98,Positive +7784,93,95,101,Positive +7785,100,87,99,Negative +7786,95,58,100,Negative +7787,96,130,103,Positive +7788,99,105,95,Negative +7789,92,61,102,Positive +7790,98,97,100,Negative +7791,100,89,98,Negative +7792,97,104,99,Negative +7793,85,97,99,Positive +7794,94,92,104,Positive +7795,90,56,104,Positive +7796,97,82,97,Negative +7797,98,102,100,Negative +7798,89,94,96,Positive +7799,89,81,103,Positive +7800,94,79,96,Negative +7801,93,63,99,Negative +7802,86,83,101,Positive +7803,85,47,99,Positive +7804,100,77,103,Negative +7805,100,56,100,Negative +7806,87,49,96,Positive +7807,97,84,95,Negative +7808,94,64,95,Negative +7809,87,83,96,Positive +7810,99,114,102,Negative +7811,92,59,96,Negative +7812,98,89,101,Negative +7813,91,114,102,Positive +7814,89,86,102,Positive +7815,94,75,101,Positive +7816,99,65,102,Negative +7817,97,115,99,Negative +7818,91,45,105,Positive +7819,91,54,101,Positive +7820,95,119,95,Negative +7821,87,52,95,Positive +7822,99,46,96,Negative +7823,96,79,104,Negative +7824,98,63,99,Negative +7825,91,41,101,Positive +7826,97,63,98,Negative +7827,93,81,96,Negative +7828,92,57,105,Positive +7829,100,125,95,Negative +7830,94,114,104,Positive +7831,94,67,105,Positive +7832,86,95,98,Positive +7833,97,68,100,Negative +7834,97,92,100,Negative +7835,99,78,102,Negative +7836,88,63,96,Positive +7837,86,69,97,Positive +7838,94,90,101,Positive +7839,97,84,96,Negative +7840,99,101,96,Negative +7841,87,105,103,Positive +7842,91,118,99,Positive +7843,97,100,97,Negative +7844,98,97,103,Negative +7845,92,61,98,Negative +7846,91,68,103,Positive +7847,99,76,97,Negative +7848,95,49,100,Negative +7849,99,62,105,Negative +7850,85,54,98,Positive +7851,89,68,104,Positive +7852,89,77,97,Positive +7853,99,54,104,Negative +7854,100,45,97,Negative +7855,86,51,96,Positive +7856,98,40,100,Negative +7857,94,73,95,Negative +7858,91,106,101,Positive +7859,98,100,102,Negative +7860,85,91,98,Positive +7861,94,66,102,Positive +7862,100,129,105,Negative +7863,88,75,102,Positive +7864,85,93,95,Positive +7865,93,67,100,Negative +7866,85,110,99,Positive +7867,86,56,102,Positive +7868,89,89,101,Positive +7869,99,50,101,Negative +7870,92,98,102,Positive +7871,88,76,103,Positive +7872,87,112,100,Positive +7873,95,110,99,Negative +7874,96,113,99,Negative +7875,89,76,99,Positive +7876,89,126,98,Positive +7877,89,78,99,Positive +7878,87,52,100,Positive +7879,94,93,105,Positive +7880,95,59,97,Negative +7881,89,68,95,Positive +7882,99,80,99,Negative +7883,88,74,103,Positive +7884,85,104,100,Positive +7885,96,57,98,Negative +7886,94,63,101,Positive +7887,97,100,96,Negative +7888,91,115,104,Positive +7889,100,45,99,Negative +7890,85,74,103,Positive +7891,92,55,96,Negative +7892,88,118,103,Positive +7893,90,70,101,Positive +7894,100,45,104,Negative +7895,92,117,95,Positive +7896,87,45,101,Positive +7897,88,80,104,Positive +7898,92,124,103,Positive +7899,93,64,98,Negative +7900,87,78,100,Positive +7901,94,40,96,Negative +7902,91,69,102,Positive +7903,87,52,99,Positive +7904,91,123,98,Positive +7905,86,111,101,Positive +7906,90,123,104,Positive +7907,99,74,101,Negative +7908,87,84,98,Positive +7909,96,114,98,Negative +7910,98,79,103,Negative +7911,100,52,104,Negative +7912,96,123,95,Negative +7913,96,112,103,Positive +7914,99,70,99,Negative +7915,87,66,104,Positive +7916,99,95,100,Negative +7917,94,77,102,Positive +7918,97,53,97,Negative +7919,93,44,95,Negative +7920,93,77,98,Negative +7921,94,87,99,Negative +7922,92,97,99,Negative +7923,90,58,99,Negative +7924,87,47,98,Positive +7925,90,90,97,Negative +7926,96,82,95,Negative +7927,87,121,104,Positive +7928,93,108,99,Negative +7929,100,70,96,Negative +7930,85,107,102,Positive +7931,94,100,97,Negative +7932,92,47,103,Positive +7933,92,109,98,Negative +7934,91,70,99,Negative +7935,98,63,99,Negative +7936,93,79,100,Negative +7937,99,82,96,Negative +7938,85,89,98,Positive +7939,95,63,102,Negative +7940,97,125,104,Negative +7941,93,111,97,Negative +7942,93,95,103,Positive +7943,98,81,105,Negative +7944,88,63,99,Positive +7945,90,69,104,Positive +7946,99,66,95,Negative +7947,85,84,96,Positive +7948,90,67,99,Negative +7949,92,98,104,Positive +7950,92,127,96,Positive +7951,90,81,95,Negative +7952,90,123,104,Positive +7953,89,119,99,Positive +7954,85,52,97,Positive +7955,97,88,96,Negative +7956,85,104,102,Positive +7957,96,71,98,Negative +7958,89,44,103,Positive +7959,86,80,97,Positive +7960,93,67,96,Negative +7961,96,89,104,Negative +7962,86,46,101,Positive +7963,97,69,97,Negative +7964,89,90,103,Positive +7965,98,95,96,Negative +7966,85,60,98,Positive +7967,96,53,101,Negative +7968,91,112,99,Positive +7969,87,80,104,Positive +7970,91,49,101,Positive +7971,87,56,95,Positive +7972,95,49,105,Positive +7973,87,44,104,Positive +7974,92,80,98,Negative +7975,92,84,96,Negative +7976,93,101,99,Negative +7977,91,123,100,Positive +7978,97,82,102,Negative +7979,87,53,104,Positive +7980,96,55,97,Negative +7981,85,85,105,Positive +7982,97,108,96,Negative +7983,89,63,105,Positive +7984,100,101,97,Negative +7985,96,88,105,Negative +7986,95,106,105,Negative +7987,92,44,101,Positive +7988,91,129,97,Positive +7989,87,50,99,Positive +7990,94,107,104,Positive +7991,95,69,103,Negative +7992,98,80,105,Negative +7993,100,80,103,Negative +7994,90,74,101,Positive +7995,85,44,102,Positive +7996,98,62,102,Negative +7997,91,65,97,Negative +7998,86,63,100,Positive +7999,94,99,100,Negative +8000,99,120,102,Negative +8001,95,127,104,Positive +8002,87,118,99,Positive +8003,98,103,96,Negative +8004,100,122,95,Negative +8005,87,93,98,Positive +8006,90,111,97,Positive +8007,85,108,102,Positive +8008,98,82,105,Negative +8009,92,40,100,Positive +8010,95,111,98,Negative +8011,99,102,105,Negative +8012,86,122,96,Positive +8013,93,68,105,Positive +8014,98,121,97,Negative +8015,92,78,103,Positive +8016,98,44,97,Negative +8017,92,44,95,Positive +8018,92,105,105,Positive +8019,92,73,95,Negative +8020,100,105,105,Negative +8021,94,101,96,Negative +8022,98,48,105,Negative +8023,94,80,96,Negative +8024,93,51,105,Positive +8025,97,110,97,Negative +8026,85,78,103,Positive +8027,91,40,104,Positive +8028,89,93,100,Positive +8029,88,49,103,Positive +8030,99,42,103,Negative +8031,87,114,99,Positive +8032,96,96,99,Negative +8033,87,92,101,Positive +8034,86,73,97,Positive +8035,98,91,97,Negative +8036,93,63,101,Positive +8037,90,78,97,Negative +8038,100,48,103,Negative +8039,95,102,100,Negative +8040,94,67,105,Positive +8041,100,54,96,Negative +8042,95,115,104,Positive +8043,99,40,100,Negative +8044,100,44,104,Negative +8045,91,67,103,Positive +8046,96,72,101,Negative +8047,94,127,96,Negative +8048,87,126,105,Positive +8049,92,65,102,Positive +8050,86,123,102,Positive +8051,87,81,104,Positive +8052,95,84,97,Negative +8053,96,69,98,Negative +8054,85,120,102,Positive +8055,88,90,101,Positive +8056,87,96,98,Positive +8057,93,81,103,Positive +8058,87,85,98,Positive +8059,91,57,98,Negative +8060,88,87,98,Positive +8061,94,124,98,Negative +8062,95,72,101,Negative +8063,85,54,105,Positive +8064,95,58,95,Negative +8065,95,86,100,Negative +8066,100,121,98,Negative +8067,88,64,99,Positive +8068,93,58,102,Positive +8069,99,47,97,Negative +8070,90,121,104,Positive +8071,98,78,96,Negative +8072,87,40,96,Positive +8073,99,121,104,Negative +8074,89,41,97,Positive +8075,85,67,105,Positive +8076,86,98,103,Positive +8077,100,62,96,Negative +8078,88,63,102,Positive +8079,91,124,96,Positive +8080,91,124,97,Positive +8081,96,42,99,Negative +8082,87,127,97,Positive +8083,85,68,100,Positive +8084,92,92,100,Negative +8085,89,56,96,Positive +8086,99,54,100,Negative +8087,98,85,98,Negative +8088,85,105,95,Positive +8089,91,72,101,Positive +8090,92,99,98,Negative +8091,91,84,105,Positive +8092,93,60,97,Negative +8093,92,81,103,Positive +8094,97,96,97,Negative +8095,97,94,102,Negative +8096,96,66,95,Negative +8097,100,45,98,Negative +8098,86,80,104,Positive +8099,92,114,97,Positive +8100,86,40,105,Positive +8101,91,46,105,Positive +8102,96,126,97,Negative +8103,94,98,104,Positive +8104,85,93,100,Positive +8105,97,60,97,Negative +8106,99,128,101,Negative +8107,89,91,104,Positive +8108,94,78,99,Negative +8109,96,90,102,Negative +8110,94,127,98,Negative +8111,88,63,103,Positive +8112,85,105,97,Positive +8113,93,108,95,Negative +8114,93,52,103,Positive +8115,87,43,102,Positive +8116,90,116,98,Positive +8117,95,71,104,Negative +8118,98,54,98,Negative +8119,86,96,95,Positive +8120,98,40,102,Negative +8121,100,80,102,Negative +8122,96,79,97,Negative +8123,99,66,95,Negative +8124,86,44,103,Positive +8125,90,77,105,Positive +8126,94,79,96,Negative +8127,88,63,97,Positive +8128,96,118,98,Negative +8129,93,89,98,Negative +8130,97,91,96,Negative +8131,85,41,96,Positive +8132,87,128,102,Positive +8133,88,56,95,Positive +8134,92,90,104,Positive +8135,97,56,103,Negative +8136,93,83,101,Positive +8137,93,101,100,Negative +8138,98,40,97,Negative +8139,99,46,103,Negative +8140,89,58,102,Positive +8141,95,112,101,Positive +8142,99,47,97,Negative +8143,91,91,95,Negative +8144,87,66,96,Positive +8145,92,96,102,Positive +8146,97,65,101,Negative +8147,98,107,96,Negative +8148,97,110,102,Negative +8149,88,87,103,Positive +8150,91,71,97,Negative +8151,85,113,105,Positive +8152,98,62,97,Negative +8153,91,56,104,Positive +8154,90,111,97,Positive +8155,89,122,101,Positive +8156,99,81,102,Negative +8157,90,45,95,Positive +8158,99,63,101,Negative +8159,97,70,98,Negative +8160,94,67,98,Negative +8161,90,88,102,Positive +8162,90,103,98,Negative +8163,89,82,98,Positive +8164,86,103,97,Positive +8165,97,68,101,Negative +8166,96,108,102,Negative +8167,99,99,102,Negative +8168,93,43,96,Negative +8169,99,112,101,Negative +8170,88,117,105,Positive +8171,100,44,103,Negative +8172,99,125,98,Negative +8173,88,117,95,Positive +8174,98,55,97,Negative +8175,86,101,95,Positive +8176,91,112,100,Positive +8177,95,59,105,Negative +8178,95,94,97,Negative +8179,89,106,97,Positive +8180,96,89,95,Negative +8181,87,63,103,Positive +8182,95,124,101,Positive +8183,90,93,95,Negative +8184,98,66,95,Negative +8185,99,76,95,Negative +8186,99,59,96,Negative +8187,98,114,97,Negative +8188,95,125,102,Positive +8189,88,41,95,Positive +8190,96,124,105,Positive +8191,97,42,99,Negative +8192,94,71,105,Positive +8193,87,66,104,Positive +8194,91,121,100,Positive +8195,90,95,100,Negative +8196,94,115,97,Negative +8197,100,72,96,Negative +8198,97,109,105,Negative +8199,100,49,103,Negative +8200,96,82,97,Negative +8201,86,46,96,Positive +8202,87,66,105,Positive +8203,85,108,101,Positive +8204,97,92,105,Negative +8205,98,56,103,Negative +8206,91,107,97,Negative +8207,98,47,100,Negative +8208,87,129,100,Positive +8209,89,124,104,Positive +8210,86,47,97,Positive +8211,87,43,95,Positive +8212,94,75,102,Positive +8213,97,52,101,Negative +8214,89,95,99,Positive +8215,98,44,99,Negative +8216,85,122,105,Positive +8217,95,48,104,Positive +8218,100,69,101,Negative +8219,92,110,102,Positive +8220,93,62,103,Positive +8221,86,79,101,Positive +8222,98,115,102,Negative +8223,91,69,104,Positive +8224,99,40,105,Negative +8225,90,82,103,Positive +8226,89,43,105,Positive +8227,95,103,102,Negative +8228,93,82,97,Negative +8229,90,92,98,Negative +8230,88,42,101,Positive +8231,95,65,97,Negative +8232,99,105,102,Negative +8233,92,75,97,Negative +8234,91,75,99,Negative +8235,97,57,97,Negative +8236,94,92,99,Negative +8237,85,117,97,Positive +8238,86,123,98,Positive +8239,93,60,102,Positive +8240,95,129,95,Negative +8241,96,42,98,Negative +8242,98,66,101,Negative +8243,89,80,95,Positive +8244,85,124,101,Positive +8245,91,59,104,Positive +8246,86,71,97,Positive +8247,86,77,103,Positive +8248,100,76,100,Negative +8249,85,120,105,Positive +8250,96,105,105,Negative +8251,94,85,100,Negative +8252,91,76,105,Positive +8253,98,67,102,Negative +8254,93,88,102,Positive +8255,94,91,103,Positive +8256,87,62,100,Positive +8257,98,75,105,Negative +8258,93,56,96,Negative +8259,92,59,101,Positive +8260,88,66,102,Positive +8261,88,116,97,Positive +8262,85,122,104,Positive +8263,97,52,98,Negative +8264,93,41,99,Negative +8265,86,111,98,Positive +8266,89,125,99,Positive +8267,96,97,102,Negative +8268,86,97,100,Positive +8269,88,72,104,Positive +8270,88,95,105,Positive +8271,90,65,105,Positive +8272,98,96,95,Negative +8273,85,82,102,Positive +8274,89,81,103,Positive +8275,86,63,105,Positive +8276,93,99,102,Positive +8277,96,88,102,Negative +8278,85,79,104,Positive +8279,94,126,97,Negative +8280,87,45,103,Positive +8281,85,53,102,Positive +8282,89,115,96,Positive +8283,90,124,101,Positive +8284,90,98,105,Positive +8285,94,121,98,Negative +8286,92,93,99,Negative +8287,89,71,101,Positive +8288,91,69,103,Positive +8289,85,93,95,Positive +8290,96,105,105,Negative +8291,99,79,99,Negative +8292,86,121,101,Positive +8293,88,73,100,Positive +8294,98,80,105,Negative +8295,85,91,98,Positive +8296,100,53,99,Negative +8297,88,91,104,Positive +8298,89,96,102,Positive +8299,98,107,100,Negative +8300,98,43,100,Negative +8301,100,97,99,Negative +8302,98,86,97,Negative +8303,92,53,103,Positive +8304,94,60,101,Positive +8305,91,65,102,Positive +8306,88,124,100,Positive +8307,94,115,102,Positive +8308,88,117,101,Positive +8309,87,109,95,Positive +8310,96,95,99,Negative +8311,94,73,99,Negative +8312,93,78,105,Positive +8313,90,76,97,Negative +8314,95,55,96,Negative +8315,100,63,103,Negative +8316,98,40,102,Negative +8317,98,54,95,Negative +8318,95,65,95,Negative +8319,88,75,103,Positive +8320,100,44,98,Negative +8321,89,97,99,Positive +8322,94,122,95,Negative +8323,92,100,101,Positive +8324,96,106,96,Negative +8325,100,119,104,Negative +8326,100,87,102,Negative +8327,100,80,95,Negative +8328,96,76,105,Negative +8329,95,102,102,Negative +8330,86,100,104,Positive +8331,94,60,103,Positive +8332,89,54,95,Positive +8333,96,84,96,Negative +8334,96,40,99,Negative +8335,87,82,97,Positive +8336,88,53,105,Positive +8337,99,119,98,Negative +8338,99,49,104,Negative +8339,86,61,97,Positive +8340,98,90,100,Negative +8341,95,79,97,Negative +8342,93,98,98,Negative +8343,86,87,95,Positive +8344,94,115,102,Positive +8345,86,84,101,Positive +8346,87,40,95,Positive +8347,94,111,104,Positive +8348,87,49,100,Positive +8349,98,62,100,Negative +8350,90,76,98,Negative +8351,97,118,103,Negative +8352,87,81,98,Positive +8353,93,90,100,Negative +8354,93,56,97,Negative +8355,85,49,102,Positive +8356,96,106,105,Negative +8357,88,76,101,Positive +8358,89,90,100,Positive +8359,95,46,101,Positive +8360,96,70,97,Negative +8361,96,93,98,Negative +8362,96,85,95,Negative +8363,90,94,97,Negative +8364,93,113,96,Negative +8365,88,120,100,Positive +8366,90,116,102,Positive +8367,87,64,98,Positive +8368,100,70,103,Negative +8369,100,58,95,Negative +8370,100,112,95,Negative +8371,96,105,98,Negative +8372,91,127,99,Positive +8373,89,45,102,Positive +8374,85,43,99,Positive +8375,86,66,105,Positive +8376,87,48,95,Positive +8377,97,70,98,Negative +8378,95,106,96,Negative +8379,93,109,96,Negative +8380,87,129,104,Positive +8381,88,122,99,Positive +8382,85,43,103,Positive +8383,94,129,101,Positive +8384,90,74,101,Positive +8385,85,90,95,Positive +8386,93,69,101,Positive +8387,92,51,97,Negative +8388,95,98,95,Negative +8389,87,81,96,Positive +8390,96,93,96,Negative +8391,99,83,104,Negative +8392,89,46,96,Positive +8393,97,112,103,Negative +8394,99,103,95,Negative +8395,93,130,100,Negative +8396,87,119,101,Positive +8397,85,42,102,Positive +8398,92,46,97,Positive +8399,97,47,103,Negative +8400,93,67,95,Negative +8401,97,114,100,Negative +8402,88,125,98,Positive +8403,89,48,104,Positive +8404,89,112,98,Positive +8405,100,83,97,Negative +8406,94,105,105,Positive +8407,93,74,97,Negative +8408,94,99,101,Positive +8409,87,48,97,Positive +8410,91,121,100,Positive +8411,91,56,103,Positive +8412,92,107,103,Positive +8413,100,73,102,Negative +8414,85,70,95,Positive +8415,89,84,105,Positive +8416,99,130,100,Negative +8417,86,44,102,Positive +8418,90,123,103,Positive +8419,98,58,98,Negative +8420,89,56,104,Positive +8421,87,96,99,Positive +8422,85,68,101,Positive +8423,97,125,102,Negative +8424,93,67,98,Negative +8425,90,103,95,Negative +8426,90,61,95,Negative +8427,92,90,95,Negative +8428,96,70,102,Negative +8429,87,58,100,Positive +8430,100,71,101,Negative +8431,89,120,96,Positive +8432,92,107,102,Positive +8433,93,118,100,Negative +8434,92,81,96,Negative +8435,86,104,95,Positive +8436,89,80,105,Positive +8437,92,117,98,Positive +8438,91,101,103,Positive +8439,98,120,97,Negative +8440,87,123,99,Positive +8441,97,62,99,Negative +8442,98,71,96,Negative +8443,98,46,105,Negative +8444,89,95,102,Positive +8445,91,46,100,Positive +8446,86,47,104,Positive +8447,93,101,98,Negative +8448,87,45,99,Positive +8449,96,53,96,Negative +8450,95,77,96,Negative +8451,87,44,102,Positive +8452,97,92,97,Negative +8453,89,49,99,Positive +8454,92,122,95,Positive +8455,92,69,100,Negative +8456,88,119,99,Positive +8457,90,86,105,Positive +8458,98,118,103,Negative +8459,100,55,100,Negative +8460,85,122,97,Positive +8461,90,111,105,Positive +8462,92,96,96,Negative +8463,94,83,102,Positive +8464,99,81,99,Negative +8465,85,86,95,Positive +8466,87,58,101,Positive +8467,88,83,99,Positive +8468,90,94,103,Positive +8469,95,74,100,Negative +8470,100,80,95,Negative +8471,89,69,104,Positive +8472,100,59,95,Negative +8473,96,62,98,Negative +8474,87,53,103,Positive +8475,90,75,102,Positive +8476,100,116,95,Negative +8477,100,78,102,Negative +8478,97,80,95,Negative +8479,88,102,100,Positive +8480,86,128,95,Positive +8481,95,120,97,Negative +8482,92,66,95,Negative +8483,87,41,97,Positive +8484,86,65,99,Positive +8485,85,75,99,Positive +8486,91,53,101,Positive +8487,97,99,96,Negative +8488,100,110,100,Negative +8489,91,88,104,Positive +8490,99,116,102,Negative +8491,92,46,99,Positive +8492,96,127,105,Positive +8493,100,80,97,Negative +8494,95,105,101,Negative +8495,89,52,95,Positive +8496,99,74,96,Negative +8497,94,109,97,Negative +8498,92,94,99,Negative +8499,91,80,99,Negative +8500,91,98,104,Positive +8501,98,95,97,Negative +8502,94,83,105,Positive +8503,87,114,105,Positive +8504,97,104,96,Negative +8505,85,120,98,Positive +8506,99,53,100,Negative +8507,93,70,104,Positive +8508,98,69,98,Negative +8509,90,114,99,Positive +8510,86,97,95,Positive +8511,89,59,102,Positive +8512,91,100,97,Negative +8513,99,109,100,Negative +8514,86,49,102,Positive +8515,90,124,95,Positive +8516,94,96,95,Negative +8517,91,49,96,Positive +8518,95,94,96,Negative +8519,88,88,98,Positive +8520,92,126,101,Positive +8521,86,63,104,Positive +8522,92,90,100,Negative +8523,87,79,100,Positive +8524,93,46,101,Positive +8525,87,92,102,Positive +8526,89,41,98,Positive +8527,100,71,102,Negative +8528,86,40,97,Positive +8529,89,119,96,Positive +8530,99,102,103,Negative +8531,99,106,105,Negative +8532,96,111,96,Negative +8533,90,75,103,Positive +8534,94,69,96,Negative +8535,91,88,96,Negative +8536,97,50,102,Negative +8537,94,70,98,Negative +8538,90,112,102,Positive +8539,86,128,103,Positive +8540,98,81,102,Negative +8541,91,68,101,Positive +8542,85,61,105,Positive +8543,97,110,104,Negative +8544,85,75,95,Positive +8545,100,108,97,Negative +8546,90,95,101,Positive +8547,86,65,104,Positive +8548,96,86,95,Negative +8549,89,127,101,Positive +8550,100,121,101,Negative +8551,87,95,100,Positive +8552,87,115,103,Positive +8553,93,116,98,Negative +8554,99,95,96,Negative +8555,95,108,96,Negative +8556,100,76,99,Negative +8557,100,69,99,Negative +8558,93,50,101,Positive +8559,95,93,104,Negative +8560,96,85,95,Negative +8561,92,106,101,Positive +8562,85,92,105,Positive +8563,94,74,104,Positive +8564,99,102,97,Negative +8565,85,107,104,Positive +8566,96,85,96,Negative +8567,87,97,95,Positive +8568,91,47,101,Positive +8569,86,93,103,Positive +8570,91,95,102,Positive +8571,96,124,100,Negative +8572,97,81,98,Negative +8573,86,113,96,Positive +8574,86,129,104,Positive +8575,85,55,98,Positive +8576,97,99,100,Negative +8577,88,88,102,Positive +8578,98,61,105,Negative +8579,96,122,105,Positive +8580,95,86,95,Negative +8581,100,128,96,Negative +8582,93,107,102,Positive +8583,90,101,100,Negative +8584,92,103,102,Positive +8585,91,53,102,Positive +8586,100,74,104,Negative +8587,97,125,105,Negative +8588,99,70,100,Negative +8589,94,107,103,Positive +8590,92,110,103,Positive +8591,89,109,103,Positive +8592,97,100,103,Negative +8593,86,74,101,Positive +8594,94,44,101,Positive +8595,87,60,96,Positive +8596,90,51,97,Negative +8597,93,40,102,Positive +8598,97,66,99,Negative +8599,98,78,96,Negative +8600,97,113,101,Negative +8601,99,73,97,Negative +8602,85,91,95,Positive +8603,88,109,104,Positive +8604,93,56,100,Negative +8605,96,75,105,Negative +8606,92,119,96,Positive +8607,87,117,103,Positive +8608,91,83,96,Negative +8609,92,72,95,Negative +8610,94,102,105,Positive +8611,95,93,105,Negative +8612,97,56,97,Negative +8613,90,57,96,Negative +8614,95,106,97,Negative +8615,90,51,97,Negative +8616,99,95,96,Negative +8617,85,72,101,Positive +8618,88,90,102,Positive +8619,96,93,98,Negative +8620,91,48,105,Positive +8621,89,63,100,Positive +8622,88,101,99,Positive +8623,93,65,103,Positive +8624,87,73,99,Positive +8625,92,65,101,Positive +8626,86,84,102,Positive +8627,86,73,95,Positive +8628,91,118,101,Positive +8629,97,97,103,Negative +8630,85,89,104,Positive +8631,94,60,101,Positive +8632,98,92,103,Negative +8633,88,95,102,Positive +8634,100,95,96,Negative +8635,88,113,101,Positive +8636,91,91,104,Positive +8637,94,65,104,Positive +8638,92,84,95,Negative +8639,98,123,105,Negative +8640,97,61,105,Negative +8641,85,46,102,Positive +8642,87,125,97,Positive +8643,96,64,96,Negative +8644,96,119,100,Negative +8645,91,74,104,Positive +8646,91,87,95,Negative +8647,86,57,97,Positive +8648,96,63,104,Negative +8649,87,66,98,Positive +8650,99,94,97,Negative +8651,100,102,96,Negative +8652,92,87,95,Negative +8653,89,48,101,Positive +8654,91,95,95,Negative +8655,93,129,97,Negative +8656,95,129,103,Positive +8657,94,80,100,Negative +8658,100,69,100,Negative +8659,85,105,96,Positive +8660,94,81,95,Negative +8661,90,92,97,Negative +8662,91,47,99,Positive +8663,86,127,100,Positive +8664,100,78,105,Negative +8665,95,47,102,Positive +8666,96,112,96,Negative +8667,87,129,96,Positive +8668,88,85,96,Positive +8669,94,89,103,Positive +8670,92,83,97,Negative +8671,89,53,101,Positive +8672,97,45,98,Negative +8673,94,41,97,Negative +8674,91,67,95,Negative +8675,95,120,98,Negative +8676,97,55,103,Negative +8677,98,94,97,Negative +8678,94,81,99,Negative +8679,91,108,95,Negative +8680,85,109,105,Positive +8681,97,126,95,Negative +8682,99,99,98,Negative +8683,95,78,103,Negative +8684,87,56,96,Positive +8685,89,111,105,Positive +8686,91,116,105,Positive +8687,94,49,95,Negative +8688,89,94,95,Positive +8689,99,49,97,Negative +8690,86,120,98,Positive +8691,92,98,102,Positive +8692,87,101,105,Positive +8693,95,70,98,Negative +8694,94,54,97,Negative +8695,100,90,95,Negative +8696,91,87,98,Negative +8697,94,128,98,Negative +8698,98,60,101,Negative +8699,91,81,99,Negative +8700,99,97,98,Negative +8701,91,82,99,Negative +8702,100,85,98,Negative +8703,95,124,99,Negative +8704,90,95,104,Positive +8705,91,47,99,Positive +8706,95,86,104,Negative +8707,86,50,103,Positive +8708,100,59,102,Negative +8709,95,53,99,Negative +8710,89,121,102,Positive +8711,87,43,102,Positive +8712,86,40,98,Positive +8713,88,113,103,Positive +8714,92,127,105,Positive +8715,91,90,98,Negative +8716,100,128,103,Negative +8717,89,67,96,Positive +8718,96,54,101,Negative +8719,91,98,100,Negative +8720,87,46,104,Positive +8721,94,112,105,Positive +8722,86,43,95,Positive +8723,85,79,103,Positive +8724,95,108,103,Negative +8725,96,47,101,Positive +8726,92,42,96,Positive +8727,95,110,101,Negative +8728,87,86,95,Positive +8729,85,107,105,Positive +8730,91,87,104,Positive +8731,86,92,104,Positive +8732,88,42,95,Positive +8733,95,50,104,Negative +8734,87,63,100,Positive +8735,98,54,95,Negative +8736,93,82,104,Positive +8737,98,48,99,Negative +8738,96,67,103,Negative +8739,100,50,98,Negative +8740,93,86,95,Negative +8741,99,80,99,Negative +8742,85,126,100,Positive +8743,85,46,97,Positive +8744,93,62,101,Positive +8745,85,80,96,Positive +8746,85,49,99,Positive +8747,94,57,102,Positive +8748,85,56,100,Positive +8749,90,43,101,Positive +8750,91,41,100,Positive +8751,100,84,99,Negative +8752,100,101,95,Negative +8753,91,44,105,Positive +8754,93,114,103,Positive +8755,93,77,100,Negative +8756,88,108,99,Positive +8757,94,130,101,Positive +8758,99,69,99,Negative +8759,97,73,100,Negative +8760,99,108,100,Negative +8761,92,61,100,Negative +8762,95,62,105,Negative +8763,88,48,101,Positive +8764,85,70,103,Positive +8765,89,72,103,Positive +8766,100,130,102,Negative +8767,99,88,96,Negative +8768,94,44,98,Negative +8769,86,127,103,Positive +8770,85,122,105,Positive +8771,89,41,95,Positive +8772,98,87,101,Negative +8773,100,97,103,Negative +8774,85,43,105,Positive +8775,85,125,105,Positive +8776,89,44,97,Positive +8777,85,44,95,Positive +8778,86,60,98,Positive +8779,86,104,96,Positive +8780,100,126,99,Negative +8781,91,84,103,Positive +8782,93,105,100,Negative +8783,86,43,100,Positive +8784,90,56,105,Positive +8785,97,83,100,Negative +8786,88,54,102,Positive +8787,85,64,96,Positive +8788,99,127,101,Negative +8789,93,41,103,Positive +8790,87,75,97,Positive +8791,90,46,99,Positive +8792,99,51,97,Negative +8793,99,93,98,Negative +8794,87,70,100,Positive +8795,87,122,99,Positive +8796,94,41,105,Positive +8797,94,130,95,Negative +8798,100,82,101,Negative +8799,89,114,104,Positive +8800,100,57,100,Negative +8801,91,45,97,Positive +8802,95,96,103,Negative +8803,89,96,103,Positive +8804,88,99,95,Positive +8805,93,47,100,Negative +8806,87,46,95,Positive +8807,99,79,101,Negative +8808,95,43,103,Positive +8809,94,96,96,Negative +8810,93,83,99,Negative +8811,95,84,102,Negative +8812,88,40,105,Positive +8813,85,126,99,Positive +8814,88,41,105,Positive +8815,95,40,102,Positive +8816,89,67,96,Positive +8817,100,116,103,Negative +8818,86,129,99,Positive +8819,88,50,97,Positive +8820,94,54,104,Positive +8821,98,101,99,Negative +8822,96,121,105,Positive +8823,88,86,95,Positive +8824,99,79,97,Negative +8825,99,85,99,Negative +8826,94,72,105,Positive +8827,88,121,99,Positive +8828,90,106,99,Negative +8829,96,66,103,Negative +8830,89,50,105,Positive +8831,85,89,99,Positive +8832,98,102,100,Negative +8833,98,122,100,Negative +8834,98,100,95,Negative +8835,94,67,95,Negative +8836,90,72,103,Positive +8837,85,72,96,Positive +8838,98,85,96,Negative +8839,94,99,103,Positive +8840,97,102,98,Negative +8841,89,80,95,Positive +8842,89,125,103,Positive +8843,97,104,105,Negative +8844,94,102,104,Positive +8845,87,67,104,Positive +8846,90,54,100,Negative +8847,99,70,101,Negative +8848,92,52,103,Positive +8849,99,104,99,Negative +8850,86,98,95,Positive +8851,85,83,105,Positive +8852,86,99,104,Positive +8853,85,82,102,Positive +8854,100,116,100,Negative +8855,86,66,104,Positive +8856,96,88,103,Negative +8857,87,127,102,Positive +8858,91,45,104,Positive +8859,95,57,102,Negative +8860,86,77,104,Positive +8861,92,55,96,Negative +8862,93,85,103,Positive +8863,97,107,102,Negative +8864,93,53,97,Negative +8865,88,119,104,Positive +8866,89,127,105,Positive +8867,92,130,99,Positive +8868,87,125,97,Positive +8869,100,81,103,Negative +8870,86,97,103,Positive +8871,98,104,97,Negative +8872,90,51,97,Negative +8873,94,62,97,Negative +8874,100,58,99,Negative +8875,86,119,96,Positive +8876,91,122,97,Positive +8877,89,113,95,Positive +8878,92,86,103,Positive +8879,99,94,100,Negative +8880,95,60,98,Negative +8881,88,82,104,Positive +8882,89,40,105,Positive +8883,92,96,101,Positive +8884,88,100,103,Positive +8885,90,124,101,Positive +8886,100,53,100,Negative +8887,100,106,97,Negative +8888,96,47,104,Positive +8889,87,62,102,Positive +8890,100,125,98,Negative +8891,97,115,99,Negative +8892,92,64,96,Negative +8893,86,95,103,Positive +8894,89,100,96,Positive +8895,95,130,95,Negative +8896,85,106,97,Positive +8897,85,50,101,Positive +8898,97,76,101,Negative +8899,94,84,104,Positive +8900,97,47,97,Negative +8901,86,66,103,Positive +8902,93,68,97,Negative +8903,97,77,96,Negative +8904,93,117,102,Positive +8905,95,92,98,Negative +8906,90,74,98,Negative +8907,94,106,97,Negative +8908,94,93,97,Negative +8909,99,126,104,Negative +8910,86,67,99,Positive +8911,95,95,100,Negative +8912,98,50,101,Negative +8913,91,107,100,Negative +8914,88,75,100,Positive +8915,98,41,97,Negative +8916,93,105,99,Negative +8917,94,116,99,Negative +8918,100,118,98,Negative +8919,98,54,105,Negative +8920,92,40,102,Positive +8921,95,85,97,Negative +8922,90,46,95,Positive +8923,92,66,101,Positive +8924,97,46,100,Negative +8925,86,54,103,Positive +8926,94,116,96,Negative +8927,99,63,101,Negative +8928,98,114,96,Negative +8929,98,68,99,Negative +8930,85,50,99,Positive +8931,90,106,102,Positive +8932,88,58,95,Positive +8933,94,129,105,Positive +8934,85,110,103,Positive +8935,96,77,102,Negative +8936,97,62,98,Negative +8937,86,127,105,Positive +8938,86,81,98,Positive +8939,89,72,101,Positive +8940,86,71,100,Positive +8941,91,65,101,Positive +8942,90,123,103,Positive +8943,92,105,99,Negative +8944,100,48,105,Negative +8945,95,101,105,Negative +8946,94,91,103,Positive +8947,86,83,100,Positive +8948,94,71,105,Positive +8949,93,61,97,Negative +8950,99,61,98,Negative +8951,96,128,100,Negative +8952,95,121,100,Negative +8953,92,59,97,Negative +8954,87,89,95,Positive +8955,89,77,99,Positive +8956,100,100,100,Negative +8957,91,63,104,Positive +8958,93,94,100,Negative +8959,94,65,104,Positive +8960,94,70,97,Negative +8961,98,48,97,Negative +8962,92,76,100,Negative +8963,98,110,105,Negative +8964,97,75,99,Negative +8965,85,97,102,Positive +8966,85,111,105,Positive +8967,90,45,99,Positive +8968,92,57,102,Positive +8969,86,110,102,Positive +8970,94,63,98,Negative +8971,87,57,98,Positive +8972,91,49,102,Positive +8973,86,113,95,Positive +8974,88,96,99,Positive +8975,93,128,101,Positive +8976,95,127,103,Positive +8977,89,56,104,Positive +8978,89,127,102,Positive +8979,97,68,95,Negative +8980,98,58,104,Negative +8981,95,121,97,Negative +8982,86,104,102,Positive +8983,100,128,103,Negative +8984,96,80,101,Negative +8985,85,104,101,Positive +8986,94,62,105,Positive +8987,88,107,98,Positive +8988,93,71,105,Positive +8989,99,113,99,Negative +8990,100,102,95,Negative +8991,94,118,104,Positive +8992,96,99,100,Negative +8993,91,97,98,Negative +8994,91,93,97,Negative +8995,97,129,105,Negative +8996,88,60,97,Positive +8997,86,118,97,Positive +8998,87,107,97,Positive +8999,90,104,95,Negative +9000,86,95,104,Positive +9001,87,55,102,Positive +9002,96,123,97,Negative +9003,95,55,97,Negative +9004,95,71,99,Negative +9005,96,95,100,Negative +9006,87,129,96,Positive +9007,97,82,104,Negative +9008,97,94,104,Negative +9009,94,87,100,Negative +9010,90,67,98,Negative +9011,95,41,102,Positive +9012,100,59,103,Negative +9013,89,89,101,Positive +9014,90,97,100,Negative +9015,86,75,97,Positive +9016,87,115,100,Positive +9017,87,86,96,Positive +9018,99,88,104,Negative +9019,98,102,102,Negative +9020,93,125,97,Negative +9021,97,65,97,Negative +9022,85,123,102,Positive +9023,99,89,95,Negative +9024,99,64,97,Negative +9025,92,86,105,Positive +9026,92,115,95,Positive +9027,93,128,96,Negative +9028,97,121,100,Negative +9029,93,117,99,Negative +9030,90,60,95,Negative +9031,98,70,99,Negative +9032,100,120,99,Negative +9033,94,122,102,Positive +9034,97,83,98,Negative +9035,89,88,104,Positive +9036,90,108,100,Negative +9037,96,100,98,Negative +9038,90,114,104,Positive +9039,87,130,102,Positive +9040,98,92,97,Negative +9041,90,69,104,Positive +9042,98,92,97,Negative +9043,95,105,102,Negative +9044,100,117,100,Negative +9045,89,105,103,Positive +9046,94,105,97,Negative +9047,87,87,104,Positive +9048,96,92,104,Negative +9049,95,112,98,Negative +9050,89,77,99,Positive +9051,87,114,104,Positive +9052,92,109,97,Negative +9053,90,100,100,Negative +9054,96,80,105,Negative +9055,100,49,96,Negative +9056,90,52,99,Negative +9057,90,82,98,Negative +9058,97,113,102,Negative +9059,96,109,95,Negative +9060,94,117,100,Negative +9061,97,111,97,Negative +9062,94,82,96,Negative +9063,87,98,100,Positive +9064,93,93,101,Positive +9065,93,79,105,Positive +9066,100,96,103,Negative +9067,94,114,95,Negative +9068,87,96,101,Positive +9069,99,69,100,Negative +9070,88,108,99,Positive +9071,85,79,103,Positive +9072,86,58,104,Positive +9073,100,66,105,Negative +9074,88,91,100,Positive +9075,91,122,103,Positive +9076,91,68,104,Positive +9077,93,94,96,Negative +9078,87,50,95,Positive +9079,86,65,97,Positive +9080,89,50,104,Positive +9081,97,50,104,Negative +9082,91,90,97,Negative +9083,98,88,95,Negative +9084,95,69,96,Negative +9085,92,87,100,Negative +9086,89,93,98,Positive +9087,100,49,101,Negative +9088,94,109,104,Positive +9089,86,50,105,Positive +9090,85,44,97,Positive +9091,89,100,105,Positive +9092,95,41,99,Negative +9093,89,71,104,Positive +9094,97,52,103,Negative +9095,86,130,104,Positive +9096,87,117,96,Positive +9097,90,115,101,Positive +9098,97,52,101,Negative +9099,98,83,98,Negative +9100,88,71,97,Positive +9101,86,68,104,Positive +9102,90,77,95,Negative +9103,97,54,95,Negative +9104,86,107,97,Positive +9105,95,110,99,Negative +9106,86,100,98,Positive +9107,90,89,98,Negative +9108,94,69,103,Positive +9109,85,79,95,Positive +9110,94,67,97,Negative +9111,87,94,99,Positive +9112,99,113,95,Negative +9113,85,77,101,Positive +9114,99,126,102,Negative +9115,95,89,102,Negative +9116,97,75,96,Negative +9117,95,107,102,Negative +9118,89,43,105,Positive +9119,86,50,99,Positive +9120,92,110,97,Negative +9121,93,46,102,Positive +9122,99,105,96,Negative +9123,85,52,101,Positive +9124,93,91,104,Positive +9125,85,77,99,Positive +9126,89,67,98,Positive +9127,94,73,98,Negative +9128,100,40,101,Negative +9129,91,94,97,Negative +9130,93,64,104,Positive +9131,99,65,102,Negative +9132,95,108,102,Negative +9133,97,119,103,Negative +9134,93,128,102,Positive +9135,96,89,99,Negative +9136,85,71,102,Positive +9137,91,113,105,Positive +9138,88,48,100,Positive +9139,100,110,97,Negative +9140,85,51,102,Positive +9141,96,89,103,Negative +9142,89,93,103,Positive +9143,95,129,95,Negative +9144,91,115,103,Positive +9145,93,68,99,Negative +9146,97,69,97,Negative +9147,95,43,104,Positive +9148,92,120,99,Positive +9149,94,53,102,Positive +9150,96,55,98,Negative +9151,97,109,105,Negative +9152,88,92,100,Positive +9153,95,61,105,Negative +9154,89,103,105,Positive +9155,96,52,95,Negative +9156,99,94,100,Negative +9157,92,48,97,Positive +9158,89,90,103,Positive +9159,100,65,105,Negative +9160,98,100,99,Negative +9161,92,52,98,Negative +9162,97,52,100,Negative +9163,94,65,96,Negative +9164,89,55,101,Positive +9165,89,73,95,Positive +9166,86,79,100,Positive +9167,95,41,101,Positive +9168,91,119,105,Positive +9169,96,83,96,Negative +9170,86,115,99,Positive +9171,96,120,96,Negative +9172,92,130,96,Positive +9173,100,58,104,Negative +9174,86,86,104,Positive +9175,93,64,102,Positive +9176,90,121,98,Positive +9177,98,42,103,Negative +9178,94,76,98,Negative +9179,98,125,99,Negative +9180,97,43,99,Negative +9181,98,83,100,Negative +9182,90,56,104,Positive +9183,96,66,104,Negative +9184,93,81,96,Negative +9185,99,79,102,Negative +9186,96,129,102,Positive +9187,98,97,98,Negative +9188,86,43,96,Positive +9189,100,117,100,Negative +9190,93,96,95,Negative +9191,99,50,105,Negative +9192,97,126,101,Negative +9193,97,82,102,Negative +9194,87,117,104,Positive +9195,88,49,104,Positive +9196,93,90,97,Negative +9197,90,43,97,Positive +9198,93,100,98,Negative +9199,100,86,102,Negative +9200,94,61,98,Negative +9201,95,130,103,Positive +9202,85,113,99,Positive +9203,88,43,95,Positive +9204,100,81,100,Negative +9205,98,86,102,Negative +9206,93,106,103,Positive +9207,91,101,102,Positive +9208,90,94,100,Negative +9209,97,90,104,Negative +9210,98,85,104,Negative +9211,96,96,97,Negative +9212,93,51,97,Negative +9213,98,62,100,Negative +9214,85,66,98,Positive +9215,89,113,98,Positive +9216,100,59,97,Negative +9217,100,86,100,Negative +9218,96,66,105,Negative +9219,88,116,97,Positive +9220,85,57,99,Positive +9221,90,60,97,Negative +9222,99,51,102,Negative +9223,90,127,96,Positive +9224,99,57,98,Negative +9225,86,77,95,Positive +9226,96,60,98,Negative +9227,91,113,98,Positive +9228,95,50,99,Negative +9229,90,92,104,Positive +9230,92,40,103,Positive +9231,96,77,98,Negative +9232,97,76,100,Negative +9233,85,74,104,Positive +9234,85,74,102,Positive +9235,91,53,102,Positive +9236,90,105,96,Negative +9237,85,122,97,Positive +9238,100,103,97,Negative +9239,92,58,97,Negative +9240,99,119,96,Negative +9241,91,42,97,Positive +9242,94,60,105,Positive +9243,85,82,105,Positive +9244,93,98,100,Negative +9245,89,57,100,Positive +9246,98,68,101,Negative +9247,90,76,96,Negative +9248,100,90,100,Negative +9249,100,83,100,Negative +9250,96,84,104,Negative +9251,98,80,97,Negative +9252,92,73,101,Positive +9253,93,112,105,Positive +9254,88,44,102,Positive +9255,95,101,103,Negative +9256,86,48,105,Positive +9257,94,130,104,Positive +9258,93,82,100,Negative +9259,93,84,102,Positive +9260,88,79,97,Positive +9261,88,122,104,Positive +9262,94,45,98,Negative +9263,92,40,95,Positive +9264,95,47,95,Negative +9265,86,121,99,Positive +9266,100,122,104,Negative +9267,89,98,105,Positive +9268,92,52,97,Negative +9269,98,76,98,Negative +9270,89,93,104,Positive +9271,88,122,105,Positive +9272,94,95,102,Positive +9273,96,124,97,Negative +9274,98,61,105,Negative +9275,88,61,103,Positive +9276,96,112,97,Negative +9277,100,112,95,Negative +9278,85,65,95,Positive +9279,85,122,101,Positive +9280,94,55,105,Positive +9281,87,93,99,Positive +9282,99,107,102,Negative +9283,91,50,103,Positive +9284,92,101,99,Negative +9285,93,76,102,Positive +9286,86,46,102,Positive +9287,85,112,104,Positive +9288,92,62,99,Negative +9289,88,118,100,Positive +9290,98,61,105,Negative +9291,92,110,102,Positive +9292,92,98,96,Negative +9293,97,104,101,Negative +9294,94,65,103,Positive +9295,97,72,100,Negative +9296,88,115,103,Positive +9297,92,113,98,Positive +9298,96,122,103,Positive +9299,87,126,95,Positive +9300,98,67,97,Negative +9301,98,125,101,Negative +9302,91,93,103,Positive +9303,94,54,95,Negative +9304,87,122,104,Positive +9305,91,126,100,Positive +9306,98,80,100,Negative +9307,95,104,104,Negative +9308,98,91,105,Negative +9309,88,90,96,Positive +9310,98,60,99,Negative +9311,87,64,100,Positive +9312,93,130,99,Negative +9313,95,120,98,Negative +9314,91,54,103,Positive +9315,89,94,101,Positive +9316,87,112,99,Positive +9317,93,72,103,Positive +9318,100,76,100,Negative +9319,95,119,101,Positive +9320,90,125,95,Positive +9321,100,78,103,Negative +9322,95,100,104,Negative +9323,89,119,101,Positive +9324,96,83,97,Negative +9325,97,54,103,Negative +9326,89,65,103,Positive +9327,96,66,96,Negative +9328,99,41,104,Negative +9329,92,65,102,Positive +9330,91,45,96,Positive +9331,87,77,97,Positive +9332,91,46,95,Positive +9333,85,95,105,Positive +9334,89,63,105,Positive +9335,99,52,103,Negative +9336,90,109,97,Negative +9337,95,93,99,Negative +9338,91,55,103,Positive +9339,89,96,98,Positive +9340,97,115,102,Negative +9341,86,55,98,Positive +9342,99,104,99,Negative +9343,90,90,95,Negative +9344,93,77,105,Positive +9345,86,55,96,Positive +9346,87,112,103,Positive +9347,98,48,98,Negative +9348,94,62,98,Negative +9349,89,87,103,Positive +9350,99,121,103,Negative +9351,99,46,97,Negative +9352,98,89,100,Negative +9353,93,68,95,Negative +9354,85,66,104,Positive +9355,99,115,99,Negative +9356,97,83,104,Negative +9357,96,68,99,Negative +9358,92,102,98,Negative +9359,92,62,101,Positive +9360,89,59,97,Positive +9361,87,121,100,Positive +9362,97,74,99,Negative +9363,89,92,100,Positive +9364,91,81,98,Negative +9365,88,130,100,Positive +9366,99,42,98,Negative +9367,89,81,104,Positive +9368,87,86,97,Positive +9369,85,44,95,Positive +9370,89,119,99,Positive +9371,89,57,99,Positive +9372,96,126,101,Positive +9373,85,113,95,Positive +9374,86,84,96,Positive +9375,93,113,98,Negative +9376,97,101,101,Negative +9377,90,130,98,Positive +9378,100,95,97,Negative +9379,92,95,97,Negative +9380,92,111,95,Positive +9381,85,46,98,Positive +9382,87,42,98,Positive +9383,91,80,95,Negative +9384,94,79,103,Positive +9385,94,116,100,Negative +9386,90,75,102,Positive +9387,89,99,99,Positive +9388,97,46,98,Negative +9389,92,53,96,Negative +9390,88,62,96,Positive +9391,100,56,95,Negative +9392,92,62,96,Negative +9393,92,58,105,Positive +9394,92,119,95,Positive +9395,100,119,95,Negative +9396,86,123,101,Positive +9397,94,79,105,Positive +9398,86,87,102,Positive +9399,90,102,105,Positive +9400,88,63,101,Positive +9401,98,93,104,Negative +9402,86,68,105,Positive +9403,99,55,104,Negative +9404,90,83,95,Negative +9405,87,55,101,Positive +9406,96,53,97,Negative +9407,99,112,101,Negative +9408,99,79,97,Negative +9409,94,66,101,Positive +9410,89,83,104,Positive +9411,96,70,103,Negative +9412,87,80,101,Positive +9413,94,58,104,Positive +9414,100,120,97,Negative +9415,99,42,105,Negative +9416,100,70,99,Negative +9417,85,118,101,Positive +9418,94,59,104,Positive +9419,91,121,104,Positive +9420,94,84,95,Negative +9421,89,107,102,Positive +9422,97,87,96,Negative +9423,89,124,98,Positive +9424,93,76,100,Negative +9425,88,56,98,Positive +9426,92,71,95,Negative +9427,85,108,100,Positive +9428,99,116,97,Negative +9429,89,97,96,Positive +9430,98,115,98,Negative +9431,99,63,97,Negative +9432,92,66,101,Positive +9433,98,128,97,Negative +9434,89,82,99,Positive +9435,97,67,98,Negative +9436,86,65,95,Positive +9437,90,126,103,Positive +9438,100,77,105,Negative +9439,99,73,98,Negative +9440,88,48,104,Positive +9441,96,44,101,Positive +9442,89,84,102,Positive +9443,97,117,102,Negative +9444,90,125,105,Positive +9445,99,107,104,Negative +9446,98,55,98,Negative +9447,92,55,101,Positive +9448,89,61,95,Positive +9449,93,42,105,Positive +9450,100,72,104,Negative +9451,86,79,103,Positive +9452,98,45,100,Negative +9453,96,52,100,Negative +9454,95,118,98,Negative +9455,96,69,105,Negative +9456,96,99,104,Negative +9457,88,61,99,Positive +9458,87,48,101,Positive +9459,91,59,102,Positive +9460,87,42,98,Positive +9461,91,111,100,Positive +9462,86,43,100,Positive +9463,93,69,105,Positive +9464,92,54,101,Positive +9465,89,63,101,Positive +9466,90,111,101,Positive +9467,92,51,100,Negative +9468,88,129,103,Positive +9469,92,62,100,Negative +9470,88,93,96,Positive +9471,97,70,96,Negative +9472,91,106,99,Negative +9473,98,128,99,Negative +9474,91,110,97,Negative +9475,85,80,101,Positive +9476,86,129,95,Positive +9477,97,111,96,Negative +9478,87,42,101,Positive +9479,85,109,101,Positive +9480,90,92,98,Negative +9481,87,45,97,Positive +9482,94,89,100,Negative +9483,96,40,101,Positive +9484,93,108,103,Positive +9485,85,56,99,Positive +9486,95,83,96,Negative +9487,88,67,102,Positive +9488,93,113,103,Positive +9489,97,92,95,Negative +9490,86,54,102,Positive +9491,85,106,105,Positive +9492,97,116,96,Negative +9493,97,128,104,Negative +9494,96,113,100,Negative +9495,89,74,97,Positive +9496,85,105,97,Positive +9497,87,127,105,Positive +9498,97,45,98,Negative +9499,99,57,103,Negative +9500,97,94,100,Negative +9501,92,127,103,Positive +9502,96,129,95,Negative +9503,95,95,99,Negative +9504,99,115,102,Negative +9505,86,77,101,Positive +9506,100,40,96,Negative +9507,96,60,101,Negative +9508,89,72,100,Positive +9509,94,67,98,Negative +9510,90,105,96,Negative +9511,100,129,100,Negative +9512,91,89,95,Negative +9513,91,89,100,Negative +9514,87,103,98,Positive +9515,87,110,103,Positive +9516,97,58,97,Negative +9517,98,70,102,Negative +9518,94,61,104,Positive +9519,88,83,103,Positive +9520,87,51,104,Positive +9521,94,104,101,Positive +9522,96,116,103,Positive +9523,92,73,103,Positive +9524,91,109,104,Positive +9525,96,60,102,Negative +9526,87,72,97,Positive +9527,100,77,98,Negative +9528,91,110,101,Positive +9529,92,120,98,Positive +9530,99,119,102,Negative +9531,93,105,100,Negative +9532,85,73,96,Positive +9533,96,88,104,Negative +9534,88,53,104,Positive +9535,96,100,96,Negative +9536,98,51,100,Negative +9537,100,107,98,Negative +9538,86,99,103,Positive +9539,99,99,99,Negative +9540,87,64,99,Positive +9541,95,103,100,Negative +9542,94,105,98,Negative +9543,97,114,105,Negative +9544,97,74,96,Negative +9545,89,97,105,Positive +9546,95,100,105,Negative +9547,98,53,95,Negative +9548,91,59,95,Negative +9549,94,113,97,Negative +9550,100,68,97,Negative +9551,97,98,99,Negative +9552,94,98,102,Positive +9553,89,40,96,Positive +9554,93,84,103,Positive +9555,93,100,101,Positive +9556,90,93,100,Negative +9557,90,110,100,Negative +9558,89,79,101,Positive +9559,87,101,101,Positive +9560,87,52,97,Positive +9561,95,85,102,Negative +9562,86,80,97,Positive +9563,96,98,103,Negative +9564,95,65,96,Negative +9565,94,127,101,Positive +9566,92,46,95,Positive +9567,89,102,101,Positive +9568,87,42,101,Positive +9569,93,107,95,Negative +9570,89,82,99,Positive +9571,98,67,97,Negative +9572,86,97,103,Positive +9573,89,72,95,Positive +9574,95,68,102,Negative +9575,92,42,101,Positive +9576,94,119,98,Negative +9577,94,60,100,Negative +9578,88,67,101,Positive +9579,95,45,104,Positive +9580,98,59,96,Negative +9581,96,115,97,Negative +9582,99,117,100,Negative +9583,87,68,99,Positive +9584,98,62,103,Negative +9585,99,53,101,Negative +9586,88,44,101,Positive +9587,91,75,100,Negative +9588,97,92,100,Negative +9589,94,123,103,Positive +9590,100,87,101,Negative +9591,91,85,95,Negative +9592,98,47,102,Negative +9593,97,85,96,Negative +9594,97,41,96,Negative +9595,94,42,97,Negative +9596,98,122,96,Negative +9597,92,125,101,Positive +9598,90,128,97,Positive +9599,87,116,95,Positive +9600,89,78,104,Positive +9601,91,126,98,Positive +9602,99,86,105,Negative +9603,98,106,100,Negative +9604,93,109,97,Negative +9605,94,86,102,Positive +9606,97,99,99,Negative +9607,85,44,98,Positive +9608,90,125,104,Positive +9609,86,88,105,Positive +9610,95,92,95,Negative +9611,90,115,101,Positive +9612,95,103,98,Negative +9613,86,110,95,Positive +9614,88,98,104,Positive +9615,93,56,105,Positive +9616,94,114,95,Negative +9617,97,44,105,Negative +9618,90,123,97,Positive +9619,87,92,97,Positive +9620,99,103,98,Negative +9621,87,44,105,Positive +9622,97,101,96,Negative +9623,99,67,104,Negative +9624,88,42,97,Positive +9625,87,50,102,Positive +9626,97,57,99,Negative +9627,90,102,103,Positive +9628,91,72,100,Negative +9629,95,106,100,Negative +9630,86,41,99,Positive +9631,98,88,103,Negative +9632,87,49,102,Positive +9633,92,99,105,Positive +9634,86,99,96,Positive +9635,89,124,100,Positive +9636,96,94,104,Negative +9637,92,106,96,Negative +9638,85,78,101,Positive +9639,95,95,96,Negative +9640,99,94,96,Negative +9641,96,115,100,Negative +9642,94,55,104,Positive +9643,97,107,101,Negative +9644,98,73,102,Negative +9645,86,95,105,Positive +9646,97,53,98,Negative +9647,92,42,100,Positive +9648,86,40,95,Positive +9649,97,120,98,Negative +9650,94,123,103,Positive +9651,99,56,100,Negative +9652,89,83,102,Positive +9653,98,69,98,Negative +9654,92,74,99,Negative +9655,87,96,104,Positive +9656,97,102,96,Negative +9657,99,95,101,Negative +9658,98,112,105,Negative +9659,91,105,97,Negative +9660,93,111,105,Positive +9661,100,69,100,Negative +9662,87,43,100,Positive +9663,87,70,100,Positive +9664,90,108,96,Negative +9665,92,122,100,Positive +9666,90,90,95,Negative +9667,91,105,101,Positive +9668,98,50,105,Negative +9669,89,94,103,Positive +9670,91,47,102,Positive +9671,90,45,104,Positive +9672,87,106,98,Positive +9673,93,66,102,Positive +9674,91,62,104,Positive +9675,97,49,95,Negative +9676,93,127,103,Positive +9677,95,90,98,Negative +9678,89,121,95,Positive +9679,89,123,96,Positive +9680,92,125,99,Positive +9681,85,89,103,Positive +9682,92,106,99,Negative +9683,93,61,103,Positive +9684,92,64,102,Positive +9685,99,105,95,Negative +9686,89,77,101,Positive +9687,90,62,98,Negative +9688,96,68,105,Negative +9689,85,85,102,Positive +9690,95,54,101,Negative +9691,95,55,96,Negative +9692,86,105,99,Positive +9693,90,111,97,Positive +9694,100,71,95,Negative +9695,87,53,105,Positive +9696,88,61,96,Positive +9697,85,64,100,Positive +9698,86,115,98,Positive +9699,88,128,103,Positive +9700,85,118,105,Positive +9701,89,113,98,Positive +9702,91,129,100,Positive +9703,89,98,95,Positive +9704,97,103,96,Negative +9705,89,56,102,Positive +9706,88,118,97,Positive +9707,93,107,102,Positive +9708,88,95,105,Positive +9709,98,123,103,Negative +9710,98,82,105,Negative +9711,92,112,96,Positive +9712,98,130,100,Negative +9713,85,92,101,Positive +9714,92,92,98,Negative +9715,85,123,104,Positive +9716,87,129,104,Positive +9717,98,45,100,Negative +9718,99,77,104,Negative +9719,89,61,104,Positive +9720,87,114,103,Positive +9721,87,47,103,Positive +9722,85,125,105,Positive +9723,92,86,104,Positive +9724,100,43,99,Negative +9725,95,46,100,Negative +9726,87,125,99,Positive +9727,92,93,103,Positive +9728,91,110,105,Positive +9729,85,109,102,Positive +9730,91,48,105,Positive +9731,99,102,99,Negative +9732,93,93,95,Negative +9733,90,50,104,Positive +9734,97,126,105,Negative +9735,98,77,101,Negative +9736,99,63,95,Negative +9737,89,41,95,Positive +9738,96,129,104,Positive +9739,88,41,98,Positive +9740,96,50,95,Negative +9741,96,86,104,Negative +9742,97,43,103,Negative +9743,100,63,104,Negative +9744,87,124,96,Positive +9745,85,87,98,Positive +9746,99,99,98,Negative +9747,88,55,98,Positive +9748,87,71,99,Positive +9749,88,109,98,Positive +9750,94,68,105,Positive +9751,89,124,100,Positive +9752,88,43,96,Positive +9753,85,118,104,Positive +9754,89,108,104,Positive +9755,98,101,102,Negative +9756,90,82,103,Positive +9757,91,46,99,Positive +9758,100,91,102,Negative +9759,93,47,103,Positive +9760,88,55,99,Positive +9761,85,65,101,Positive +9762,89,92,100,Positive +9763,95,77,103,Negative +9764,96,69,96,Negative +9765,85,81,95,Positive +9766,95,73,102,Negative +9767,88,56,95,Positive +9768,86,96,96,Positive +9769,97,73,102,Negative +9770,90,40,96,Positive +9771,90,66,96,Negative +9772,88,57,100,Positive +9773,92,99,103,Positive +9774,92,72,96,Negative +9775,89,54,104,Positive +9776,93,109,101,Positive +9777,99,114,101,Negative +9778,87,122,99,Positive +9779,96,80,105,Negative +9780,89,88,103,Positive +9781,90,71,105,Positive +9782,92,78,103,Positive +9783,89,129,104,Positive +9784,96,95,97,Negative +9785,100,125,105,Negative +9786,87,94,104,Positive +9787,98,91,102,Negative +9788,96,86,101,Negative +9789,98,107,98,Negative +9790,92,42,96,Positive +9791,98,104,101,Negative +9792,93,87,99,Negative +9793,99,99,105,Negative +9794,94,53,98,Negative +9795,97,55,102,Negative +9796,91,90,99,Negative +9797,99,78,103,Negative +9798,90,72,103,Positive +9799,100,112,101,Negative +9800,88,107,97,Positive +9801,85,45,104,Positive +9802,94,88,105,Positive +9803,90,48,105,Positive +9804,98,130,102,Negative +9805,91,110,101,Positive +9806,99,115,102,Negative +9807,85,118,104,Positive +9808,100,111,104,Negative +9809,98,123,101,Negative +9810,97,95,101,Negative +9811,86,117,102,Positive +9812,92,44,96,Positive +9813,95,78,104,Negative +9814,94,126,100,Negative +9815,88,61,104,Positive +9816,85,84,100,Positive +9817,95,123,101,Positive +9818,88,87,95,Positive +9819,95,40,100,Negative +9820,99,40,99,Negative +9821,89,98,95,Positive +9822,99,101,96,Negative +9823,89,87,104,Positive +9824,100,48,95,Negative +9825,90,74,97,Negative +9826,87,42,99,Positive +9827,86,88,96,Positive +9828,96,101,100,Negative +9829,90,126,103,Positive +9830,100,92,101,Negative +9831,95,129,101,Positive +9832,97,61,99,Negative +9833,87,108,95,Positive +9834,91,69,95,Negative +9835,87,57,95,Positive +9836,85,44,100,Positive +9837,98,81,105,Negative +9838,98,121,95,Negative +9839,93,67,105,Positive +9840,92,119,96,Positive +9841,91,87,105,Positive +9842,94,91,95,Negative +9843,98,118,101,Negative +9844,95,83,97,Negative +9845,93,53,104,Positive +9846,100,125,102,Negative +9847,96,41,101,Positive +9848,92,57,100,Negative +9849,92,90,100,Negative +9850,95,102,99,Negative +9851,97,93,99,Negative +9852,94,49,104,Positive +9853,96,129,102,Positive +9854,97,96,105,Negative +9855,98,106,101,Negative +9856,93,110,101,Positive +9857,98,122,105,Negative +9858,92,81,97,Negative +9859,85,102,96,Positive +9860,96,51,105,Negative +9861,89,102,99,Positive +9862,99,63,100,Negative +9863,88,49,104,Positive +9864,91,111,104,Positive +9865,92,125,99,Positive +9866,97,120,95,Negative +9867,99,78,97,Negative +9868,95,98,103,Negative +9869,85,100,96,Positive +9870,97,41,104,Negative +9871,97,69,101,Negative +9872,85,71,103,Positive +9873,99,44,101,Negative +9874,94,100,101,Positive +9875,91,110,105,Positive +9876,94,40,95,Negative +9877,92,50,97,Negative +9878,98,42,101,Negative +9879,90,84,95,Negative +9880,97,108,102,Negative +9881,90,98,101,Positive +9882,86,115,105,Positive +9883,90,54,103,Positive +9884,91,102,96,Negative +9885,88,120,95,Positive +9886,99,61,95,Negative +9887,92,64,103,Positive +9888,94,116,100,Negative +9889,95,93,100,Negative +9890,89,98,102,Positive +9891,98,98,98,Negative +9892,100,41,95,Negative +9893,92,127,96,Positive +9894,95,53,96,Negative +9895,87,73,96,Positive +9896,89,47,102,Positive +9897,96,59,103,Negative +9898,88,100,98,Positive +9899,89,110,97,Positive +9900,88,45,102,Positive +9901,96,69,103,Negative +9902,87,86,97,Positive +9903,86,95,100,Positive +9904,87,48,100,Positive +9905,100,73,96,Negative +9906,100,69,103,Negative +9907,96,43,99,Negative +9908,92,124,95,Positive +9909,100,58,95,Negative +9910,96,119,96,Negative +9911,96,97,96,Negative +9912,98,84,105,Negative +9913,98,59,95,Negative +9914,100,51,100,Negative +9915,96,106,95,Negative +9916,93,103,98,Negative +9917,97,127,97,Negative +9918,85,118,98,Positive +9919,90,122,105,Positive +9920,92,52,100,Negative +9921,100,44,97,Negative +9922,98,59,95,Negative +9923,96,117,96,Negative +9924,85,108,99,Positive +9925,100,60,104,Negative +9926,98,68,96,Negative +9927,88,49,98,Positive +9928,98,113,100,Negative +9929,86,43,99,Positive +9930,88,48,101,Positive +9931,93,71,99,Negative +9932,98,103,95,Negative +9933,87,60,96,Positive +9934,90,52,97,Negative +9935,91,67,99,Negative +9936,86,69,101,Positive +9937,96,45,99,Negative +9938,89,65,98,Positive +9939,90,76,98,Negative +9940,92,120,100,Positive +9941,90,70,99,Negative +9942,91,109,103,Positive +9943,95,72,103,Negative +9944,86,130,102,Positive +9945,97,112,95,Negative +9946,88,53,102,Positive +9947,85,90,105,Positive +9948,98,106,99,Negative +9949,96,112,104,Positive +9950,98,106,105,Negative +9951,89,84,96,Positive +9952,94,90,99,Negative +9953,92,84,98,Negative +9954,95,109,95,Negative +9955,89,57,102,Positive +9956,90,104,105,Positive +9957,92,103,102,Positive +9958,89,43,99,Positive +9959,87,119,101,Positive +9960,89,89,102,Positive +9961,88,71,101,Positive +9962,96,94,102,Negative +9963,85,97,102,Positive +9964,88,86,100,Positive +9965,100,109,98,Negative +9966,89,95,98,Positive +9967,95,114,95,Negative +9968,98,96,98,Negative +9969,100,46,102,Negative +9970,97,111,95,Negative +9971,86,92,105,Positive +9972,98,123,96,Negative +9973,92,106,104,Positive +9974,90,100,102,Positive +9975,93,48,95,Negative +9976,85,87,100,Positive +9977,94,118,95,Negative +9978,88,52,101,Positive +9979,94,108,101,Positive +9980,88,93,100,Positive +9981,90,91,97,Negative +9982,95,43,95,Negative +9983,85,56,100,Positive +9984,87,71,102,Positive +9985,87,125,101,Positive +9986,98,110,95,Negative +9987,92,68,96,Negative +9988,93,42,97,Negative +9989,90,116,103,Positive +9990,93,62,96,Negative +9991,95,116,95,Negative +9992,95,41,96,Negative +9993,98,125,100,Negative +9994,100,42,96,Negative +9995,95,124,97,Negative +9996,88,70,100,Positive +9997,99,56,105,Negative +9998,92,49,98,Positive +9999,85,52,99,Positive \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid_trad.csv b/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid_trad.csv new file mode 100644 index 00000000..5f0980c6 --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/input/dataset-covid-csv/dataset_covid_trad.csv @@ -0,0 +1,10001 @@ +ID,Oxigenação,Frequência Cardíaca,Temperatura,Resultado +0,98,65,95,Negativo +1,96,92,95,Negativo +2,95,92,99,Negativo +3,97,56,96,Negativo +4,88,94,98,Positivo +5,94,100,103,Positivo +6,88,81,104,Positivo +7,91,79,95,Negativo +8,93,59,101,Positivo +9,86,117,99,Positivo +10,94,75,95,Negativo +11,98,46,96,Negativo +12,86,85,98,Positivo +13,90,55,101,Positivo +14,93,67,97,Negativo +15,89,66,97,Positivo +16,89,121,99,Positivo +17,94,111,96,Negativo +18,97,120,98,Negativo +19,93,108,104,Positivo +20,96,114,98,Negativo +21,97,48,98,Negativo +22,95,117,99,Negativo +23,93,51,103,Positivo +24,99,49,97,Negativo +25,96,123,99,Negativo +26,97,124,99,Negativo +27,94,55,97,Negativo +28,87,105,103,Positivo +29,89,44,99,Positivo +30,92,52,97,Negativo +31,89,104,100,Positivo +32,100,107,97,Negativo +33,88,76,102,Positivo +34,91,92,99,Negativo +35,89,56,102,Positivo +36,99,128,104,Negativo +37,93,64,102,Positivo +38,91,78,96,Negativo +39,96,43,99,Negativo +40,92,73,96,Negativo +41,94,92,97,Negativo +42,96,47,100,Negativo +43,90,130,104,Positivo +44,94,48,100,Negativo +45,88,101,103,Positivo +46,85,53,95,Positivo +47,100,84,104,Negativo +48,100,124,95,Negativo +49,85,65,95,Positivo +50,99,101,104,Negativo +51,92,117,102,Positivo +52,100,54,95,Negativo +53,96,71,98,Negativo +54,88,42,95,Positivo +55,100,92,99,Negativo +56,97,96,105,Negativo +57,89,96,102,Positivo +58,86,93,105,Positivo +59,86,49,96,Positivo +60,86,45,96,Positivo +61,91,109,103,Positivo +62,90,78,99,Negativo +63,92,105,103,Positivo +64,89,107,100,Positivo +65,97,69,105,Negativo +66,97,99,97,Negativo +67,94,101,102,Positivo +68,85,52,105,Positivo +69,95,92,101,Negativo +70,96,126,96,Negativo +71,91,114,103,Positivo +72,86,94,104,Positivo +73,95,94,104,Negativo +74,99,76,103,Negativo +75,89,77,97,Positivo +76,89,56,99,Positivo +77,92,130,99,Positivo +78,88,108,98,Positivo +79,100,78,96,Negativo +80,100,54,105,Negativo +81,93,84,104,Positivo +82,87,78,96,Positivo +83,98,50,95,Negativo +84,100,106,104,Negativo +85,96,53,96,Negativo +86,86,81,98,Positivo +87,86,122,103,Positivo +88,86,103,100,Positivo +89,92,104,102,Positivo +90,98,44,103,Negativo +91,87,104,100,Positivo +92,91,67,96,Negativo +93,99,64,99,Negativo +94,97,57,102,Negativo +95,96,114,104,Positivo +96,96,63,105,Negativo +97,97,70,102,Negativo +98,92,126,100,Positivo +99,99,53,99,Negativo +100,90,90,105,Positivo +101,92,120,100,Positivo +102,97,65,96,Negativo +103,100,85,97,Negativo +104,98,52,100,Negativo +105,88,73,100,Positivo +106,100,129,100,Negativo +107,97,80,98,Negativo +108,85,57,100,Positivo +109,85,111,100,Positivo +110,92,86,101,Positivo +111,96,98,104,Negativo +112,87,129,98,Positivo +113,92,111,96,Positivo +114,95,121,101,Positivo +115,85,50,101,Positivo +116,88,119,95,Positivo +117,97,63,103,Negativo +118,97,95,95,Negativo +119,100,55,97,Negativo +120,100,109,103,Negativo +121,97,109,99,Negativo +122,99,56,105,Negativo +123,100,81,105,Negativo +124,94,81,101,Positivo +125,100,63,97,Negativo +126,97,125,98,Negativo +127,99,47,100,Negativo +128,98,65,99,Negativo +129,100,47,99,Negativo +130,86,114,101,Positivo +131,96,113,98,Negativo +132,98,45,95,Negativo +133,88,123,105,Positivo +134,86,76,102,Positivo +135,96,82,103,Negativo +136,89,107,100,Positivo +137,95,108,96,Negativo +138,91,69,104,Positivo +139,94,53,98,Negativo +140,90,41,102,Positivo +141,95,55,97,Negativo +142,88,93,104,Positivo +143,95,116,103,Positivo +144,100,94,104,Negativo +145,93,72,104,Positivo +146,85,82,98,Positivo +147,86,80,101,Positivo +148,86,44,100,Positivo +149,97,68,98,Negativo +150,91,45,100,Positivo +151,86,112,101,Positivo +152,100,60,105,Negativo +153,99,129,104,Negativo +154,91,98,102,Positivo +155,92,126,97,Positivo +156,100,46,99,Negativo +157,91,124,102,Positivo +158,93,122,96,Negativo +159,90,100,96,Negativo +160,91,63,97,Negativo +161,94,94,105,Positivo +162,98,106,101,Negativo +163,93,97,101,Positivo +164,90,119,104,Positivo +165,92,40,105,Positivo +166,89,51,105,Positivo +167,87,48,95,Positivo +168,88,129,103,Positivo +169,94,56,96,Negativo +170,99,121,101,Negativo +171,88,119,101,Positivo +172,92,124,100,Positivo +173,100,99,102,Negativo +174,92,125,98,Positivo +175,85,124,105,Positivo +176,91,60,100,Negativo +177,88,69,95,Positivo +178,90,123,97,Positivo +179,89,74,99,Positivo +180,87,40,103,Positivo +181,86,106,105,Positivo +182,95,67,96,Negativo +183,89,91,97,Positivo +184,95,79,97,Negativo +185,87,42,95,Positivo +186,86,115,96,Positivo +187,97,116,95,Negativo +188,87,112,103,Positivo +189,89,45,95,Positivo +190,97,113,100,Negativo +191,96,121,101,Positivo +192,86,48,101,Positivo +193,92,60,95,Negativo +194,96,80,105,Negativo +195,92,87,102,Positivo +196,91,91,96,Negativo +197,90,108,104,Positivo +198,96,124,96,Negativo +199,90,47,100,Positivo +200,97,120,104,Negativo +201,93,79,100,Negativo +202,97,111,104,Negativo +203,99,102,104,Negativo +204,96,59,98,Negativo +205,88,65,102,Positivo +206,94,61,97,Negativo +207,94,118,103,Positivo +208,95,51,96,Negativo +209,97,66,100,Negativo +210,89,123,99,Positivo +211,87,113,97,Positivo +212,93,104,102,Positivo +213,96,121,101,Positivo +214,98,71,100,Negativo +215,91,76,101,Positivo +216,85,67,103,Positivo +217,100,94,100,Negativo +218,92,80,97,Negativo +219,92,72,104,Positivo +220,100,47,97,Negativo +221,100,58,99,Negativo +222,97,129,97,Negativo +223,90,113,95,Positivo +224,97,96,103,Negativo +225,88,45,99,Positivo +226,91,50,96,Negativo +227,99,118,103,Negativo +228,91,124,105,Positivo +229,92,64,100,Negativo +230,97,102,98,Negativo +231,92,57,95,Negativo +232,97,113,102,Negativo +233,85,96,95,Positivo +234,100,105,98,Negativo +235,85,124,96,Positivo +236,98,66,101,Negativo +237,91,116,100,Positivo +238,88,47,105,Positivo +239,98,127,100,Negativo +240,85,121,96,Positivo +241,97,68,103,Negativo +242,91,127,98,Positivo +243,100,125,98,Negativo +244,88,125,97,Positivo +245,92,100,104,Positivo +246,96,91,98,Negativo +247,88,74,103,Positivo +248,91,56,99,Negativo +249,97,69,100,Negativo +250,93,41,98,Negativo +251,95,72,96,Negativo +252,95,100,96,Negativo +253,96,99,97,Negativo +254,89,66,102,Positivo +255,98,64,103,Negativo +256,91,43,96,Positivo +257,85,95,99,Positivo +258,91,75,100,Negativo +259,93,123,102,Positivo +260,100,111,98,Negativo +261,91,90,95,Negativo +262,91,57,101,Positivo +263,98,44,100,Negativo +264,92,124,95,Positivo +265,100,103,102,Negativo +266,93,73,96,Negativo +267,92,111,104,Positivo +268,91,89,105,Positivo +269,95,83,105,Negativo +270,88,84,103,Positivo +271,87,76,99,Positivo +272,93,121,105,Positivo +273,87,96,105,Positivo +274,100,59,95,Negativo +275,95,76,99,Negativo +276,86,82,103,Positivo +277,94,42,105,Positivo +278,89,101,97,Positivo +279,99,45,100,Negativo +280,96,111,105,Positivo +281,94,106,101,Positivo +282,94,107,96,Negativo +283,99,120,99,Negativo +284,86,108,99,Positivo +285,94,98,101,Positivo +286,99,99,103,Negativo +287,89,118,96,Positivo +288,90,87,95,Negativo +289,94,80,100,Negativo +290,86,68,103,Positivo +291,93,55,104,Positivo +292,92,108,99,Negativo +293,94,59,98,Negativo +294,100,123,97,Negativo +295,88,129,99,Positivo +296,95,75,99,Negativo +297,92,118,105,Positivo +298,87,57,103,Positivo +299,92,69,104,Positivo +300,95,67,101,Negativo +301,98,110,100,Negativo +302,96,48,96,Negativo +303,86,69,105,Positivo +304,99,57,104,Negativo +305,90,64,102,Positivo +306,89,53,97,Positivo +307,88,108,98,Positivo +308,90,49,104,Positivo +309,97,90,96,Negativo +310,95,67,105,Negativo +311,93,71,98,Negativo +312,99,105,102,Negativo +313,85,72,105,Positivo +314,87,62,100,Positivo +315,98,53,97,Negativo +316,98,74,103,Negativo +317,97,96,102,Negativo +318,98,121,101,Negativo +319,86,106,101,Positivo +320,98,122,102,Negativo +321,97,112,95,Negativo +322,97,89,105,Negativo +323,92,106,96,Negativo +324,91,103,99,Negativo +325,86,51,105,Positivo +326,90,103,105,Positivo +327,98,84,98,Negativo +328,86,119,104,Positivo +329,87,66,98,Positivo +330,97,123,96,Negativo +331,91,101,97,Negativo +332,95,60,100,Negativo +333,98,89,105,Negativo +334,97,129,101,Negativo +335,94,104,104,Positivo +336,89,90,102,Positivo +337,92,42,97,Positivo +338,98,77,95,Negativo +339,89,101,101,Positivo +340,98,51,98,Negativo +341,94,49,100,Negativo +342,95,76,99,Negativo +343,96,61,103,Negativo +344,90,122,97,Positivo +345,100,114,105,Negativo +346,98,70,100,Negativo +347,88,104,100,Positivo +348,93,41,96,Negativo +349,94,119,95,Negativo +350,86,110,102,Positivo +351,96,60,98,Negativo +352,86,98,103,Positivo +353,85,48,95,Positivo +354,92,116,100,Positivo +355,91,104,102,Positivo +356,92,90,97,Negativo +357,96,108,101,Negativo +358,99,52,101,Negativo +359,94,75,104,Positivo +360,91,128,98,Positivo +361,87,111,96,Positivo +362,90,106,99,Negativo +363,91,99,97,Negativo +364,93,85,103,Positivo +365,85,41,95,Positivo +366,91,86,102,Positivo +367,99,130,96,Negativo +368,95,121,96,Negativo +369,89,64,102,Positivo +370,85,128,105,Positivo +371,100,69,97,Negativo +372,85,71,101,Positivo +373,91,94,98,Negativo +374,92,110,103,Positivo +375,90,49,98,Positivo +376,93,85,98,Negativo +377,85,73,104,Positivo +378,91,56,96,Negativo +379,98,85,102,Negativo +380,94,55,98,Negativo +381,92,96,101,Positivo +382,94,62,100,Negativo +383,97,44,105,Negativo +384,100,71,100,Negativo +385,90,59,102,Positivo +386,94,105,104,Positivo +387,88,115,103,Positivo +388,95,121,99,Negativo +389,92,101,102,Positivo +390,96,73,105,Negativo +391,90,66,95,Negativo +392,87,80,100,Positivo +393,85,113,105,Positivo +394,96,80,97,Negativo +395,99,129,99,Negativo +396,88,54,95,Positivo +397,99,79,105,Negativo +398,93,50,96,Negativo +399,94,116,103,Positivo +400,98,40,95,Negativo +401,95,59,97,Negativo +402,85,71,99,Positivo +403,89,104,99,Positivo +404,95,95,101,Negativo +405,99,50,100,Negativo +406,95,65,103,Negativo +407,91,126,102,Positivo +408,89,58,105,Positivo +409,88,123,104,Positivo +410,96,51,101,Negativo +411,98,111,104,Negativo +412,97,93,102,Negativo +413,91,105,99,Negativo +414,89,85,102,Positivo +415,96,66,95,Negativo +416,92,99,102,Positivo +417,85,96,102,Positivo +418,98,80,97,Negativo +419,98,127,104,Negativo +420,90,109,105,Positivo +421,99,114,105,Negativo +422,97,118,103,Negativo +423,91,94,103,Positivo +424,86,82,100,Positivo +425,96,80,105,Negativo +426,100,100,95,Negativo +427,85,83,102,Positivo +428,96,74,102,Negativo +429,93,56,98,Negativo +430,85,126,101,Positivo +431,85,76,99,Positivo +432,86,46,97,Positivo +433,90,102,101,Positivo +434,94,47,104,Positivo +435,89,107,103,Positivo +436,94,73,95,Negativo +437,95,90,98,Negativo +438,99,70,100,Negativo +439,93,129,100,Negativo +440,92,118,96,Positivo +441,100,129,102,Negativo +442,87,89,105,Positivo +443,93,68,96,Negativo +444,89,105,104,Positivo +445,93,40,100,Negativo +446,92,48,100,Positivo +447,91,90,101,Positivo +448,89,122,101,Positivo +449,92,77,97,Negativo +450,85,50,100,Positivo +451,94,49,103,Positivo +452,92,62,96,Negativo +453,88,105,105,Positivo +454,91,83,98,Negativo +455,89,85,101,Positivo +456,97,112,98,Negativo +457,98,64,104,Negativo +458,88,118,101,Positivo +459,90,76,96,Negativo +460,95,71,103,Negativo +461,86,96,99,Positivo +462,93,123,101,Positivo +463,100,53,104,Negativo +464,97,111,98,Negativo +465,91,51,95,Negativo +466,88,48,95,Positivo +467,90,67,99,Negativo +468,94,61,103,Positivo +469,94,41,96,Negativo +470,86,127,100,Positivo +471,98,99,96,Negativo +472,90,66,104,Positivo +473,89,59,96,Positivo +474,89,43,105,Positivo +475,92,40,98,Positivo +476,87,97,96,Positivo +477,94,116,96,Negativo +478,99,117,96,Negativo +479,98,68,96,Negativo +480,100,79,96,Negativo +481,91,100,101,Positivo +482,95,65,99,Negativo +483,91,113,103,Positivo +484,99,130,96,Negativo +485,94,85,102,Positivo +486,100,83,100,Negativo +487,93,85,97,Negativo +488,91,53,96,Negativo +489,89,47,97,Positivo +490,99,58,96,Negativo +491,98,55,97,Negativo +492,90,114,99,Positivo +493,97,79,96,Negativo +494,93,79,100,Negativo +495,86,100,95,Positivo +496,91,129,99,Positivo +497,99,68,99,Negativo +498,91,77,102,Positivo +499,88,88,105,Positivo +500,100,71,103,Negativo +501,96,75,102,Negativo +502,99,85,100,Negativo +503,95,81,97,Negativo +504,88,51,97,Positivo +505,94,79,97,Negativo +506,87,84,95,Positivo +507,98,115,103,Negativo +508,96,89,99,Negativo +509,92,95,102,Positivo +510,100,67,98,Negativo +511,87,63,104,Positivo +512,85,80,99,Positivo +513,91,51,103,Positivo +514,92,129,95,Positivo +515,92,54,98,Negativo +516,89,60,105,Positivo +517,88,94,101,Positivo +518,93,60,104,Positivo +519,99,51,102,Negativo +520,100,76,97,Negativo +521,92,117,98,Positivo +522,85,120,99,Positivo +523,88,128,99,Positivo +524,99,121,97,Negativo +525,100,73,104,Negativo +526,96,119,103,Positivo +527,97,129,100,Negativo +528,97,112,95,Negativo +529,91,66,96,Negativo +530,96,68,103,Negativo +531,99,68,95,Negativo +532,91,108,102,Positivo +533,98,106,102,Negativo +534,92,67,103,Positivo +535,95,95,105,Negativo +536,94,71,95,Negativo +537,92,60,98,Negativo +538,92,52,99,Negativo +539,100,116,102,Negativo +540,92,57,101,Positivo +541,89,109,100,Positivo +542,90,54,101,Positivo +543,90,87,105,Positivo +544,96,64,103,Negativo +545,87,128,96,Positivo +546,99,93,100,Negativo +547,86,122,105,Positivo +548,92,57,97,Negativo +549,97,127,95,Negativo +550,98,125,102,Negativo +551,88,70,104,Positivo +552,85,76,100,Positivo +553,85,128,101,Positivo +554,95,58,97,Negativo +555,96,81,105,Negativo +556,87,49,98,Positivo +557,87,67,99,Positivo +558,94,44,100,Negativo +559,90,73,96,Negativo +560,97,118,96,Negativo +561,98,130,101,Negativo +562,94,52,98,Negativo +563,92,53,101,Positivo +564,97,84,100,Negativo +565,95,129,102,Positivo +566,96,103,104,Negativo +567,93,74,98,Negativo +568,87,91,99,Positivo +569,100,56,96,Negativo +570,91,115,98,Positivo +571,98,60,96,Negativo +572,94,89,98,Negativo +573,86,75,102,Positivo +574,87,53,95,Positivo +575,97,56,98,Negativo +576,94,68,96,Negativo +577,97,122,95,Negativo +578,99,45,101,Negativo +579,94,56,95,Negativo +580,92,112,103,Positivo +581,98,66,97,Negativo +582,92,113,103,Positivo +583,88,71,104,Positivo +584,95,41,100,Negativo +585,90,87,95,Negativo +586,93,113,97,Negativo +587,99,77,100,Negativo +588,93,92,103,Positivo +589,87,48,99,Positivo +590,85,67,105,Positivo +591,85,44,99,Positivo +592,96,95,95,Negativo +593,93,76,96,Negativo +594,89,120,105,Positivo +595,93,48,104,Positivo +596,94,77,97,Negativo +597,96,77,96,Negativo +598,93,121,104,Positivo +599,95,100,98,Negativo +600,92,120,103,Positivo +601,87,99,101,Positivo +602,92,40,95,Positivo +603,98,53,99,Negativo +604,95,45,95,Negativo +605,86,117,104,Positivo +606,93,100,102,Positivo +607,99,65,104,Negativo +608,89,55,99,Positivo +609,100,70,101,Negativo +610,89,76,96,Positivo +611,94,123,95,Negativo +612,90,52,98,Negativo +613,98,87,100,Negativo +614,98,85,97,Negativo +615,99,107,103,Negativo +616,86,90,104,Positivo +617,96,113,100,Negativo +618,86,68,98,Positivo +619,100,107,102,Negativo +620,90,100,103,Positivo +621,93,104,100,Negativo +622,90,49,99,Positivo +623,91,113,104,Positivo +624,91,120,102,Positivo +625,92,123,96,Positivo +626,93,74,103,Positivo +627,93,54,101,Positivo +628,86,71,105,Positivo +629,97,107,105,Negativo +630,94,128,100,Negativo +631,95,125,95,Negativo +632,97,55,105,Negativo +633,94,95,105,Positivo +634,85,65,96,Positivo +635,92,113,104,Positivo +636,100,83,100,Negativo +637,99,87,100,Negativo +638,87,42,103,Positivo +639,96,109,99,Negativo +640,99,114,104,Negativo +641,99,130,99,Negativo +642,88,121,99,Positivo +643,94,103,100,Negativo +644,94,99,102,Positivo +645,99,88,97,Negativo +646,88,112,101,Positivo +647,99,109,96,Negativo +648,93,92,97,Negativo +649,94,83,97,Negativo +650,87,45,98,Positivo +651,99,40,98,Negativo +652,97,129,105,Negativo +653,100,104,102,Negativo +654,91,113,104,Positivo +655,92,122,98,Positivo +656,92,82,97,Negativo +657,87,51,103,Positivo +658,86,44,103,Positivo +659,85,108,102,Positivo +660,92,114,95,Positivo +661,96,70,95,Negativo +662,94,127,101,Positivo +663,92,77,97,Negativo +664,85,117,101,Positivo +665,88,97,98,Positivo +666,85,72,101,Positivo +667,94,83,98,Negativo +668,98,56,98,Negativo +669,99,64,101,Negativo +670,97,53,105,Negativo +671,94,83,102,Positivo +672,95,71,100,Negativo +673,85,52,99,Positivo +674,91,75,99,Negativo +675,95,114,105,Positivo +676,90,49,105,Positivo +677,97,81,105,Negativo +678,87,86,104,Positivo +679,89,57,96,Positivo +680,92,69,105,Positivo +681,98,82,101,Negativo +682,87,77,100,Positivo +683,94,61,101,Positivo +684,97,102,96,Negativo +685,97,97,104,Negativo +686,86,85,95,Positivo +687,96,58,96,Negativo +688,89,80,102,Positivo +689,99,64,95,Negativo +690,90,70,98,Negativo +691,87,94,104,Positivo +692,94,126,104,Positivo +693,88,90,97,Positivo +694,92,45,102,Positivo +695,95,43,105,Positivo +696,85,51,102,Positivo +697,94,58,98,Negativo +698,99,124,104,Negativo +699,99,91,102,Negativo +700,86,103,103,Positivo +701,100,55,102,Negativo +702,90,109,103,Positivo +703,98,42,101,Negativo +704,90,130,101,Positivo +705,93,54,100,Negativo +706,85,128,98,Positivo +707,90,101,102,Positivo +708,100,112,97,Negativo +709,91,75,102,Positivo +710,90,121,104,Positivo +711,97,112,102,Negativo +712,91,93,98,Negativo +713,95,95,96,Negativo +714,92,122,103,Positivo +715,88,54,98,Positivo +716,95,92,98,Negativo +717,98,89,103,Negativo +718,98,40,100,Negativo +719,86,112,101,Positivo +720,95,86,104,Negativo +721,100,67,97,Negativo +722,96,88,96,Negativo +723,97,45,96,Negativo +724,90,114,97,Positivo +725,88,103,98,Positivo +726,94,91,101,Positivo +727,90,128,101,Positivo +728,91,83,101,Positivo +729,97,109,105,Negativo +730,99,112,103,Negativo +731,97,53,99,Negativo +732,96,129,97,Negativo +733,96,59,101,Negativo +734,90,108,95,Negativo +735,94,51,99,Negativo +736,85,78,101,Positivo +737,92,105,101,Positivo +738,95,110,100,Negativo +739,91,75,99,Negativo +740,87,116,95,Positivo +741,90,71,98,Negativo +742,90,110,100,Negativo +743,86,56,98,Positivo +744,92,63,100,Negativo +745,100,78,105,Negativo +746,87,87,97,Positivo +747,97,64,98,Negativo +748,96,53,101,Negativo +749,90,58,101,Positivo +750,96,50,105,Negativo +751,95,54,99,Negativo +752,97,124,101,Negativo +753,99,119,103,Negativo +754,85,124,98,Positivo +755,94,119,102,Positivo +756,98,87,100,Negativo +757,92,83,96,Negativo +758,95,74,99,Negativo +759,100,89,105,Negativo +760,87,77,98,Positivo +761,96,61,99,Negativo +762,89,89,103,Positivo +763,97,79,100,Negativo +764,97,101,105,Negativo +765,90,127,105,Positivo +766,85,85,104,Positivo +767,93,76,103,Positivo +768,86,128,102,Positivo +769,87,124,103,Positivo +770,92,59,104,Positivo +771,99,110,100,Negativo +772,96,59,104,Negativo +773,86,116,101,Positivo +774,87,123,96,Positivo +775,99,83,98,Negativo +776,98,119,100,Negativo +777,96,81,103,Negativo +778,85,89,99,Positivo +779,94,42,105,Positivo +780,95,106,96,Negativo +781,93,77,101,Positivo +782,98,125,105,Negativo +783,94,127,95,Negativo +784,88,113,104,Positivo +785,89,40,95,Positivo +786,89,42,105,Positivo +787,88,77,96,Positivo +788,87,78,99,Positivo +789,88,63,105,Positivo +790,96,48,98,Negativo +791,93,125,99,Negativo +792,85,101,98,Positivo +793,99,90,104,Negativo +794,98,63,101,Negativo +795,95,90,96,Negativo +796,87,121,98,Positivo +797,87,117,105,Positivo +798,88,55,97,Positivo +799,95,99,101,Negativo +800,85,44,105,Positivo +801,97,85,101,Negativo +802,86,75,98,Positivo +803,94,125,99,Negativo +804,99,63,97,Negativo +805,94,92,101,Positivo +806,92,114,99,Positivo +807,95,71,98,Negativo +808,98,94,96,Negativo +809,86,121,102,Positivo +810,90,108,97,Negativo +811,95,84,101,Negativo +812,99,46,99,Negativo +813,95,102,97,Negativo +814,96,68,99,Negativo +815,100,52,96,Negativo +816,98,80,101,Negativo +817,86,87,95,Positivo +818,96,71,98,Negativo +819,92,57,96,Negativo +820,100,119,97,Negativo +821,99,70,95,Negativo +822,95,84,103,Negativo +823,91,75,96,Negativo +824,91,45,98,Positivo +825,94,58,105,Positivo +826,94,123,95,Negativo +827,100,70,99,Negativo +828,87,101,95,Positivo +829,96,104,95,Negativo +830,97,119,98,Negativo +831,98,50,96,Negativo +832,95,118,95,Negativo +833,100,45,100,Negativo +834,96,56,100,Negativo +835,85,59,98,Positivo +836,88,130,97,Positivo +837,98,47,96,Negativo +838,89,64,95,Positivo +839,97,119,105,Negativo +840,97,85,104,Negativo +841,89,52,104,Positivo +842,90,79,102,Positivo +843,96,123,95,Negativo +844,100,65,104,Negativo +845,94,46,98,Negativo +846,91,68,105,Positivo +847,99,73,96,Negativo +848,91,118,105,Positivo +849,88,82,102,Positivo +850,85,109,102,Positivo +851,100,125,96,Negativo +852,94,108,99,Negativo +853,94,76,102,Positivo +854,92,119,95,Positivo +855,92,45,102,Positivo +856,96,113,98,Negativo +857,99,46,105,Negativo +858,86,128,103,Positivo +859,94,104,99,Negativo +860,100,49,96,Negativo +861,95,109,95,Negativo +862,90,45,97,Positivo +863,85,66,104,Positivo +864,97,124,97,Negativo +865,96,72,95,Negativo +866,92,121,100,Positivo +867,86,114,99,Positivo +868,96,110,97,Negativo +869,92,55,105,Positivo +870,100,71,97,Negativo +871,92,71,100,Negativo +872,92,71,97,Negativo +873,100,50,95,Negativo +874,87,111,99,Positivo +875,94,46,95,Negativo +876,89,57,100,Positivo +877,99,108,104,Negativo +878,97,51,104,Negativo +879,87,118,96,Positivo +880,86,65,95,Positivo +881,94,89,101,Positivo +882,96,51,99,Negativo +883,87,75,97,Positivo +884,98,77,95,Negativo +885,88,92,101,Positivo +886,96,40,105,Positivo +887,94,61,102,Positivo +888,91,84,96,Negativo +889,98,44,101,Negativo +890,88,95,96,Positivo +891,98,98,104,Negativo +892,87,109,103,Positivo +893,92,112,100,Positivo +894,95,80,96,Negativo +895,91,129,101,Positivo +896,85,90,99,Positivo +897,87,72,103,Positivo +898,88,85,95,Positivo +899,91,117,96,Positivo +900,96,100,99,Negativo +901,94,67,103,Positivo +902,93,104,100,Negativo +903,98,64,104,Negativo +904,99,102,100,Negativo +905,99,122,100,Negativo +906,90,128,103,Positivo +907,87,40,97,Positivo +908,85,82,100,Positivo +909,97,128,95,Negativo +910,88,68,97,Positivo +911,94,50,102,Positivo +912,88,115,104,Positivo +913,91,75,104,Positivo +914,87,106,95,Positivo +915,85,85,98,Positivo +916,100,94,103,Negativo +917,85,121,96,Positivo +918,86,67,97,Positivo +919,89,115,105,Positivo +920,98,125,100,Negativo +921,89,88,104,Positivo +922,96,94,98,Negativo +923,99,113,97,Negativo +924,92,90,95,Negativo +925,98,111,100,Negativo +926,86,70,100,Positivo +927,91,130,105,Positivo +928,85,118,99,Positivo +929,94,104,97,Negativo +930,86,44,99,Positivo +931,92,93,99,Negativo +932,88,82,99,Positivo +933,99,74,100,Negativo +934,97,70,103,Negativo +935,92,95,105,Positivo +936,88,60,100,Positivo +937,88,119,95,Positivo +938,93,104,99,Negativo +939,100,47,97,Negativo +940,85,120,100,Positivo +941,97,42,104,Negativo +942,87,63,96,Positivo +943,85,54,103,Positivo +944,92,112,95,Positivo +945,96,112,101,Positivo +946,94,91,98,Negativo +947,94,47,100,Negativo +948,93,110,99,Negativo +949,90,57,102,Positivo +950,100,41,99,Negativo +951,93,50,99,Negativo +952,88,77,97,Positivo +953,92,99,98,Negativo +954,97,40,100,Negativo +955,93,104,104,Positivo +956,87,78,101,Positivo +957,99,97,102,Negativo +958,85,126,95,Positivo +959,86,79,95,Positivo +960,99,66,96,Negativo +961,94,110,97,Negativo +962,98,43,95,Negativo +963,87,96,102,Positivo +964,85,59,95,Positivo +965,88,113,98,Positivo +966,93,124,99,Negativo +967,94,43,95,Negativo +968,92,121,103,Positivo +969,95,77,104,Negativo +970,91,83,98,Negativo +971,95,59,99,Negativo +972,85,90,101,Positivo +973,99,42,99,Negativo +974,94,95,96,Negativo +975,87,116,100,Positivo +976,93,80,101,Positivo +977,93,125,104,Positivo +978,94,63,97,Negativo +979,98,125,103,Negativo +980,98,126,97,Negativo +981,90,50,97,Negativo +982,92,75,95,Negativo +983,98,119,102,Negativo +984,100,97,105,Negativo +985,96,110,103,Negativo +986,90,115,102,Positivo +987,95,75,101,Negativo +988,86,44,101,Positivo +989,95,79,103,Negativo +990,98,52,97,Negativo +991,86,99,97,Positivo +992,90,123,100,Positivo +993,93,59,102,Positivo +994,98,122,104,Negativo +995,85,46,102,Positivo +996,99,63,103,Negativo +997,87,78,99,Positivo +998,88,108,103,Positivo +999,91,128,97,Positivo +1000,95,129,101,Positivo +1001,97,54,104,Negativo +1002,88,68,105,Positivo +1003,93,55,97,Negativo +1004,88,63,97,Positivo +1005,95,71,101,Negativo +1006,86,41,104,Positivo +1007,86,120,99,Positivo +1008,98,75,105,Negativo +1009,90,94,104,Positivo +1010,93,59,98,Negativo +1011,89,102,96,Positivo +1012,94,84,103,Positivo +1013,86,66,96,Positivo +1014,90,63,99,Negativo +1015,90,102,105,Positivo +1016,85,67,96,Positivo +1017,98,51,100,Negativo +1018,100,77,104,Negativo +1019,97,42,103,Negativo +1020,88,81,99,Positivo +1021,88,76,97,Positivo +1022,90,88,104,Positivo +1023,88,110,105,Positivo +1024,89,96,104,Positivo +1025,88,117,95,Positivo +1026,99,83,99,Negativo +1027,100,115,102,Negativo +1028,87,130,100,Positivo +1029,94,124,95,Negativo +1030,98,59,96,Negativo +1031,97,69,97,Negativo +1032,86,49,104,Positivo +1033,97,88,96,Negativo +1034,92,40,100,Positivo +1035,88,115,104,Positivo +1036,86,49,104,Positivo +1037,99,99,105,Negativo +1038,95,100,101,Negativo +1039,99,74,98,Negativo +1040,87,66,105,Positivo +1041,100,53,100,Negativo +1042,98,94,104,Negativo +1043,86,69,99,Positivo +1044,96,42,96,Negativo +1045,88,85,105,Positivo +1046,92,56,103,Positivo +1047,100,89,105,Negativo +1048,99,116,104,Negativo +1049,93,40,98,Negativo +1050,99,49,99,Negativo +1051,94,63,101,Positivo +1052,93,89,100,Negativo +1053,91,120,95,Positivo +1054,86,88,95,Positivo +1055,92,90,101,Positivo +1056,94,63,99,Negativo +1057,94,122,104,Positivo +1058,90,55,96,Negativo +1059,88,63,102,Positivo +1060,96,78,105,Negativo +1061,93,130,98,Negativo +1062,90,80,99,Negativo +1063,88,103,103,Positivo +1064,90,112,104,Positivo +1065,86,114,104,Positivo +1066,98,64,98,Negativo +1067,85,60,98,Positivo +1068,93,78,98,Negativo +1069,92,81,105,Positivo +1070,94,66,98,Negativo +1071,87,47,103,Positivo +1072,88,54,105,Positivo +1073,100,54,102,Negativo +1074,90,127,99,Positivo +1075,85,60,104,Positivo +1076,98,84,101,Negativo +1077,96,119,96,Negativo +1078,88,117,103,Positivo +1079,85,73,105,Positivo +1080,91,116,104,Positivo +1081,97,76,97,Negativo +1082,100,72,97,Negativo +1083,95,127,102,Positivo +1084,97,88,96,Negativo +1085,85,94,100,Positivo +1086,87,63,105,Positivo +1087,91,106,97,Negativo +1088,99,116,97,Negativo +1089,87,42,98,Positivo +1090,97,122,105,Negativo +1091,88,89,105,Positivo +1092,85,119,105,Positivo +1093,100,129,95,Negativo +1094,93,103,100,Negativo +1095,100,96,97,Negativo +1096,91,45,96,Positivo +1097,100,89,101,Negativo +1098,96,45,99,Negativo +1099,100,122,97,Negativo +1100,99,70,100,Negativo +1101,92,83,104,Positivo +1102,88,54,99,Positivo +1103,100,103,105,Negativo +1104,94,102,103,Positivo +1105,91,116,97,Positivo +1106,86,124,95,Positivo +1107,87,107,100,Positivo +1108,90,94,105,Positivo +1109,92,94,97,Negativo +1110,92,64,98,Negativo +1111,94,64,99,Negativo +1112,91,50,96,Negativo +1113,90,98,96,Negativo +1114,100,42,97,Negativo +1115,99,63,98,Negativo +1116,100,43,103,Negativo +1117,98,79,103,Negativo +1118,95,105,105,Negativo +1119,91,72,104,Positivo +1120,87,49,95,Positivo +1121,90,61,104,Positivo +1122,97,42,95,Negativo +1123,89,103,104,Positivo +1124,93,120,98,Negativo +1125,93,66,96,Negativo +1126,95,123,102,Positivo +1127,85,88,104,Positivo +1128,99,68,105,Negativo +1129,85,128,96,Positivo +1130,89,106,104,Positivo +1131,99,59,101,Negativo +1132,97,80,103,Negativo +1133,92,69,99,Negativo +1134,93,73,100,Negativo +1135,93,109,103,Positivo +1136,95,70,101,Negativo +1137,94,90,100,Negativo +1138,91,100,95,Negativo +1139,98,58,100,Negativo +1140,100,64,103,Negativo +1141,88,111,105,Positivo +1142,91,74,101,Positivo +1143,85,72,99,Positivo +1144,85,66,97,Positivo +1145,96,80,104,Negativo +1146,89,117,102,Positivo +1147,95,81,95,Negativo +1148,98,127,103,Negativo +1149,89,115,103,Positivo +1150,88,60,99,Positivo +1151,87,71,99,Positivo +1152,99,96,95,Negativo +1153,91,120,97,Positivo +1154,93,60,102,Positivo +1155,99,100,103,Negativo +1156,97,107,97,Negativo +1157,92,101,95,Negativo +1158,90,66,100,Negativo +1159,97,90,96,Negativo +1160,94,62,101,Positivo +1161,88,101,99,Positivo +1162,90,50,105,Positivo +1163,93,125,105,Positivo +1164,89,109,100,Positivo +1165,100,88,102,Negativo +1166,100,79,97,Negativo +1167,90,85,96,Negativo +1168,93,110,103,Positivo +1169,86,112,97,Positivo +1170,95,121,99,Negativo +1171,92,92,99,Negativo +1172,95,64,96,Negativo +1173,98,77,100,Negativo +1174,86,90,101,Positivo +1175,85,60,105,Positivo +1176,91,44,102,Positivo +1177,99,61,100,Negativo +1178,88,48,99,Positivo +1179,94,87,101,Positivo +1180,89,119,103,Positivo +1181,85,69,101,Positivo +1182,87,129,104,Positivo +1183,90,72,105,Positivo +1184,88,105,104,Positivo +1185,89,54,103,Positivo +1186,92,56,99,Negativo +1187,99,118,101,Negativo +1188,94,116,105,Positivo +1189,96,64,100,Negativo +1190,90,127,105,Positivo +1191,86,87,99,Positivo +1192,92,60,98,Negativo +1193,88,47,95,Positivo +1194,96,109,101,Negativo +1195,88,111,100,Positivo +1196,94,80,104,Positivo +1197,88,114,95,Positivo +1198,95,45,97,Negativo +1199,100,64,105,Negativo +1200,85,40,100,Positivo +1201,96,74,102,Negativo +1202,93,108,98,Negativo +1203,88,60,104,Positivo +1204,87,62,100,Positivo +1205,99,71,100,Negativo +1206,97,90,99,Negativo +1207,89,43,98,Positivo +1208,99,63,105,Negativo +1209,99,58,96,Negativo +1210,94,66,95,Negativo +1211,87,46,100,Positivo +1212,96,103,103,Negativo +1213,91,123,105,Positivo +1214,98,79,103,Negativo +1215,87,55,95,Positivo +1216,90,115,102,Positivo +1217,98,45,95,Negativo +1218,90,80,104,Positivo +1219,91,89,100,Negativo +1220,94,65,98,Negativo +1221,87,114,102,Positivo +1222,86,68,97,Positivo +1223,85,72,99,Positivo +1224,91,50,102,Positivo +1225,89,100,104,Positivo +1226,96,90,100,Negativo +1227,89,107,95,Positivo +1228,94,105,99,Negativo +1229,91,41,103,Positivo +1230,96,80,100,Negativo +1231,98,43,96,Negativo +1232,94,103,97,Negativo +1233,91,91,96,Negativo +1234,98,77,103,Negativo +1235,86,49,99,Positivo +1236,92,83,103,Positivo +1237,89,40,101,Positivo +1238,95,93,103,Negativo +1239,87,116,98,Positivo +1240,91,130,97,Positivo +1241,93,109,104,Positivo +1242,99,79,102,Negativo +1243,88,101,97,Positivo +1244,95,64,95,Negativo +1245,86,115,103,Positivo +1246,99,60,99,Negativo +1247,100,66,97,Negativo +1248,99,121,103,Negativo +1249,98,108,95,Negativo +1250,91,74,97,Negativo +1251,97,125,104,Negativo +1252,92,59,101,Positivo +1253,97,62,98,Negativo +1254,91,48,105,Positivo +1255,100,48,103,Negativo +1256,99,46,104,Negativo +1257,97,122,104,Negativo +1258,87,50,98,Positivo +1259,94,120,105,Positivo +1260,99,55,101,Negativo +1261,100,100,104,Negativo +1262,92,122,98,Positivo +1263,94,129,96,Negativo +1264,95,112,100,Negativo +1265,95,46,95,Negativo +1266,99,124,95,Negativo +1267,96,93,95,Negativo +1268,92,85,99,Negativo +1269,96,50,104,Negativo +1270,96,126,95,Negativo +1271,86,56,103,Positivo +1272,94,63,95,Negativo +1273,85,50,95,Positivo +1274,95,44,101,Positivo +1275,90,44,102,Positivo +1276,94,98,100,Negativo +1277,99,46,105,Negativo +1278,86,61,102,Positivo +1279,93,43,96,Negativo +1280,85,56,95,Positivo +1281,94,46,102,Positivo +1282,89,84,99,Positivo +1283,97,79,104,Negativo +1284,94,47,97,Negativo +1285,88,111,105,Positivo +1286,91,109,98,Negativo +1287,86,112,104,Positivo +1288,93,80,102,Positivo +1289,88,41,105,Positivo +1290,92,110,104,Positivo +1291,93,97,97,Negativo +1292,93,63,105,Positivo +1293,88,106,103,Positivo +1294,86,76,100,Positivo +1295,92,54,97,Negativo +1296,85,128,104,Positivo +1297,93,129,97,Negativo +1298,100,95,97,Negativo +1299,97,70,95,Negativo +1300,91,59,97,Negativo +1301,92,127,97,Positivo +1302,94,103,97,Negativo +1303,100,81,104,Negativo +1304,99,58,100,Negativo +1305,93,83,105,Positivo +1306,92,117,99,Positivo +1307,85,78,95,Positivo +1308,87,129,102,Positivo +1309,94,130,102,Positivo +1310,86,91,102,Positivo +1311,96,56,104,Negativo +1312,92,80,97,Negativo +1313,90,115,96,Positivo +1314,87,69,102,Positivo +1315,94,99,96,Negativo +1316,97,85,105,Negativo +1317,92,121,96,Positivo +1318,100,60,103,Negativo +1319,93,55,100,Negativo +1320,86,68,100,Positivo +1321,86,117,103,Positivo +1322,97,83,105,Negativo +1323,97,61,95,Negativo +1324,87,68,98,Positivo +1325,89,98,104,Positivo +1326,91,64,95,Negativo +1327,86,99,98,Positivo +1328,92,90,98,Negativo +1329,91,113,99,Positivo +1330,88,79,97,Positivo +1331,89,76,104,Positivo +1332,87,45,103,Positivo +1333,96,105,96,Negativo +1334,99,113,98,Negativo +1335,92,123,103,Positivo +1336,90,120,102,Positivo +1337,87,66,104,Positivo +1338,99,58,105,Negativo +1339,95,104,104,Negativo +1340,87,65,97,Positivo +1341,93,77,103,Positivo +1342,94,103,100,Negativo +1343,85,120,100,Positivo +1344,90,47,105,Positivo +1345,90,130,96,Positivo +1346,90,40,105,Positivo +1347,85,43,97,Positivo +1348,96,91,104,Negativo +1349,100,89,105,Negativo +1350,95,103,101,Negativo +1351,97,75,98,Negativo +1352,85,101,104,Positivo +1353,90,128,103,Positivo +1354,97,70,99,Negativo +1355,97,126,99,Negativo +1356,99,96,95,Negativo +1357,94,124,102,Positivo +1358,97,43,103,Negativo +1359,94,128,105,Positivo +1360,87,110,104,Positivo +1361,100,108,104,Negativo +1362,96,65,101,Negativo +1363,92,49,98,Positivo +1364,89,128,99,Positivo +1365,87,117,103,Positivo +1366,95,50,105,Negativo +1367,93,118,100,Negativo +1368,98,128,97,Negativo +1369,97,90,101,Negativo +1370,96,54,96,Negativo +1371,93,126,95,Negativo +1372,95,86,103,Negativo +1373,93,124,102,Positivo +1374,97,124,95,Negativo +1375,87,53,100,Positivo +1376,93,48,96,Negativo +1377,85,95,98,Positivo +1378,85,128,95,Positivo +1379,93,53,98,Negativo +1380,91,74,101,Positivo +1381,88,54,100,Positivo +1382,99,92,102,Negativo +1383,96,99,101,Negativo +1384,88,80,97,Positivo +1385,86,97,96,Positivo +1386,86,41,101,Positivo +1387,95,119,99,Negativo +1388,98,69,105,Negativo +1389,90,98,97,Negativo +1390,88,72,105,Positivo +1391,99,129,98,Negativo +1392,98,99,98,Negativo +1393,93,72,98,Negativo +1394,94,66,97,Negativo +1395,88,87,102,Positivo +1396,100,129,100,Negativo +1397,91,66,95,Negativo +1398,94,77,101,Positivo +1399,91,121,96,Positivo +1400,85,88,104,Positivo +1401,97,89,95,Negativo +1402,94,88,103,Positivo +1403,96,83,95,Negativo +1404,93,108,101,Positivo +1405,88,70,102,Positivo +1406,97,120,105,Negativo +1407,94,76,99,Negativo +1408,99,123,98,Negativo +1409,85,101,101,Positivo +1410,88,82,101,Positivo +1411,89,85,95,Positivo +1412,86,81,95,Positivo +1413,87,107,100,Positivo +1414,94,124,95,Negativo +1415,95,61,98,Negativo +1416,90,125,103,Positivo +1417,89,73,101,Positivo +1418,97,92,102,Negativo +1419,97,81,97,Negativo +1420,95,97,97,Negativo +1421,91,87,98,Negativo +1422,95,55,105,Negativo +1423,99,47,99,Negativo +1424,99,50,102,Negativo +1425,94,78,96,Negativo +1426,88,66,104,Positivo +1427,86,99,103,Positivo +1428,85,86,103,Positivo +1429,95,126,103,Positivo +1430,98,53,102,Negativo +1431,86,114,102,Positivo +1432,100,44,99,Negativo +1433,95,112,97,Negativo +1434,97,59,100,Negativo +1435,87,80,98,Positivo +1436,85,61,102,Positivo +1437,87,93,98,Positivo +1438,99,51,95,Negativo +1439,96,66,101,Negativo +1440,96,68,98,Negativo +1441,97,57,105,Negativo +1442,85,83,97,Positivo +1443,98,85,95,Negativo +1444,94,72,100,Negativo +1445,90,102,98,Negativo +1446,93,71,97,Negativo +1447,89,117,105,Positivo +1448,95,114,101,Positivo +1449,89,118,95,Positivo +1450,89,95,104,Positivo +1451,89,49,99,Positivo +1452,98,114,95,Negativo +1453,92,91,101,Positivo +1454,94,53,101,Positivo +1455,90,97,101,Positivo +1456,86,65,95,Positivo +1457,99,54,103,Negativo +1458,86,56,103,Positivo +1459,93,109,96,Negativo +1460,92,107,102,Positivo +1461,90,71,105,Positivo +1462,98,46,105,Negativo +1463,95,41,97,Negativo +1464,86,127,101,Positivo +1465,88,82,97,Positivo +1466,96,81,96,Negativo +1467,95,54,96,Negativo +1468,88,59,95,Positivo +1469,88,120,102,Positivo +1470,91,123,100,Positivo +1471,98,56,104,Negativo +1472,96,68,96,Negativo +1473,97,104,105,Negativo +1474,89,93,96,Positivo +1475,94,103,99,Negativo +1476,85,107,96,Positivo +1477,86,126,95,Positivo +1478,100,80,101,Negativo +1479,99,85,103,Negativo +1480,90,120,103,Positivo +1481,90,55,105,Positivo +1482,93,72,100,Negativo +1483,98,114,104,Negativo +1484,87,127,101,Positivo +1485,87,110,105,Positivo +1486,91,85,101,Positivo +1487,88,105,96,Positivo +1488,99,127,95,Negativo +1489,88,97,104,Positivo +1490,99,107,98,Negativo +1491,88,109,104,Positivo +1492,87,102,104,Positivo +1493,87,102,104,Positivo +1494,99,124,96,Negativo +1495,88,43,98,Positivo +1496,87,62,104,Positivo +1497,92,115,101,Positivo +1498,99,126,95,Negativo +1499,86,112,96,Positivo +1500,88,91,100,Positivo +1501,87,84,99,Positivo +1502,95,89,101,Negativo +1503,90,55,99,Negativo +1504,100,103,95,Negativo +1505,100,56,102,Negativo +1506,97,102,98,Negativo +1507,86,82,101,Positivo +1508,97,120,99,Negativo +1509,88,70,104,Positivo +1510,98,54,103,Negativo +1511,90,94,96,Negativo +1512,93,51,101,Positivo +1513,97,71,101,Negativo +1514,97,68,95,Negativo +1515,85,42,100,Positivo +1516,86,122,96,Positivo +1517,99,119,100,Negativo +1518,87,87,100,Positivo +1519,90,89,103,Positivo +1520,87,94,101,Positivo +1521,86,63,104,Positivo +1522,97,113,100,Negativo +1523,92,96,96,Negativo +1524,98,117,98,Negativo +1525,95,83,96,Negativo +1526,91,56,105,Positivo +1527,95,58,97,Negativo +1528,86,66,102,Positivo +1529,91,124,96,Positivo +1530,96,124,100,Negativo +1531,99,100,95,Negativo +1532,91,54,102,Positivo +1533,94,41,101,Positivo +1534,94,61,102,Positivo +1535,93,60,95,Negativo +1536,99,123,104,Negativo +1537,88,81,105,Positivo +1538,85,65,101,Positivo +1539,100,56,98,Negativo +1540,88,52,100,Positivo +1541,93,90,103,Positivo +1542,91,88,95,Negativo +1543,89,118,97,Positivo +1544,95,74,104,Negativo +1545,85,114,95,Positivo +1546,96,128,99,Negativo +1547,94,130,101,Positivo +1548,94,66,97,Negativo +1549,86,125,104,Positivo +1550,92,48,95,Positivo +1551,89,124,105,Positivo +1552,91,58,105,Positivo +1553,93,114,97,Negativo +1554,96,123,104,Positivo +1555,95,113,105,Positivo +1556,87,123,103,Positivo +1557,86,115,104,Positivo +1558,87,53,98,Positivo +1559,98,54,102,Negativo +1560,94,107,102,Positivo +1561,92,50,101,Positivo +1562,85,126,95,Positivo +1563,97,68,101,Negativo +1564,96,89,105,Negativo +1565,93,50,99,Negativo +1566,100,117,96,Negativo +1567,97,94,101,Negativo +1568,93,113,103,Positivo +1569,85,81,96,Positivo +1570,95,78,105,Negativo +1571,89,86,104,Positivo +1572,98,55,96,Negativo +1573,89,114,103,Positivo +1574,85,56,100,Positivo +1575,88,73,99,Positivo +1576,88,99,96,Positivo +1577,97,50,103,Negativo +1578,96,80,96,Negativo +1579,100,122,99,Negativo +1580,93,95,96,Negativo +1581,99,90,103,Negativo +1582,89,74,97,Positivo +1583,99,89,97,Negativo +1584,96,111,99,Negativo +1585,87,104,99,Positivo +1586,93,43,101,Positivo +1587,94,113,104,Positivo +1588,94,99,97,Negativo +1589,90,55,97,Negativo +1590,100,44,95,Negativo +1591,97,72,96,Negativo +1592,92,86,104,Positivo +1593,99,41,98,Negativo +1594,90,66,101,Positivo +1595,98,118,98,Negativo +1596,97,95,103,Negativo +1597,87,54,99,Positivo +1598,86,80,96,Positivo +1599,85,111,103,Positivo +1600,94,117,95,Negativo +1601,93,84,97,Negativo +1602,92,54,96,Negativo +1603,93,106,96,Negativo +1604,85,40,101,Positivo +1605,94,81,103,Positivo +1606,99,89,105,Negativo +1607,99,101,98,Negativo +1608,93,40,95,Negativo +1609,88,57,96,Positivo +1610,95,92,95,Negativo +1611,95,95,98,Negativo +1612,93,56,104,Positivo +1613,99,55,102,Negativo +1614,92,105,104,Positivo +1615,96,129,98,Negativo +1616,95,77,97,Negativo +1617,95,112,100,Negativo +1618,99,64,100,Negativo +1619,98,126,98,Negativo +1620,92,42,96,Positivo +1621,93,84,101,Positivo +1622,93,81,97,Negativo +1623,93,94,96,Negativo +1624,92,98,97,Negativo +1625,86,91,99,Positivo +1626,97,44,98,Negativo +1627,99,102,104,Negativo +1628,96,74,102,Negativo +1629,87,58,104,Positivo +1630,98,111,104,Negativo +1631,100,63,97,Negativo +1632,87,77,100,Positivo +1633,89,70,99,Positivo +1634,93,115,105,Positivo +1635,88,45,103,Positivo +1636,93,94,104,Positivo +1637,87,53,102,Positivo +1638,99,100,97,Negativo +1639,99,94,100,Negativo +1640,91,129,99,Positivo +1641,96,123,100,Negativo +1642,87,53,105,Positivo +1643,86,128,97,Positivo +1644,89,124,97,Positivo +1645,91,72,102,Positivo +1646,95,86,102,Negativo +1647,98,94,103,Negativo +1648,93,129,101,Positivo +1649,92,124,100,Positivo +1650,87,100,105,Positivo +1651,97,75,104,Negativo +1652,97,57,105,Negativo +1653,93,43,97,Negativo +1654,85,117,102,Positivo +1655,98,118,102,Negativo +1656,99,55,105,Negativo +1657,90,113,97,Positivo +1658,85,129,100,Positivo +1659,92,101,102,Positivo +1660,98,65,101,Negativo +1661,100,114,102,Negativo +1662,93,109,95,Negativo +1663,89,119,98,Positivo +1664,86,128,97,Positivo +1665,96,56,100,Negativo +1666,100,129,101,Negativo +1667,89,110,98,Positivo +1668,100,99,95,Negativo +1669,92,123,98,Positivo +1670,88,113,105,Positivo +1671,87,99,101,Positivo +1672,90,87,98,Negativo +1673,91,93,98,Negativo +1674,85,53,98,Positivo +1675,85,52,102,Positivo +1676,93,63,104,Positivo +1677,92,56,95,Negativo +1678,96,60,97,Negativo +1679,87,42,105,Positivo +1680,100,68,100,Negativo +1681,99,129,99,Negativo +1682,89,66,104,Positivo +1683,91,74,99,Negativo +1684,92,50,96,Negativo +1685,88,124,99,Positivo +1686,91,44,96,Positivo +1687,93,87,98,Negativo +1688,89,91,95,Positivo +1689,96,118,96,Negativo +1690,88,48,98,Positivo +1691,96,77,98,Negativo +1692,85,103,101,Positivo +1693,100,125,96,Negativo +1694,86,45,98,Positivo +1695,99,68,102,Negativo +1696,87,99,97,Positivo +1697,96,62,105,Negativo +1698,90,95,95,Negativo +1699,96,60,98,Negativo +1700,97,101,103,Negativo +1701,98,113,99,Negativo +1702,87,58,98,Positivo +1703,90,96,95,Negativo +1704,96,61,100,Negativo +1705,91,128,98,Positivo +1706,85,90,97,Positivo +1707,94,95,95,Negativo +1708,99,128,104,Negativo +1709,87,124,101,Positivo +1710,95,109,95,Negativo +1711,95,119,105,Positivo +1712,92,86,95,Negativo +1713,97,120,100,Negativo +1714,98,63,99,Negativo +1715,89,108,103,Positivo +1716,94,94,99,Negativo +1717,99,73,101,Negativo +1718,90,69,99,Negativo +1719,93,130,105,Positivo +1720,95,60,95,Negativo +1721,88,74,95,Positivo +1722,97,95,105,Negativo +1723,87,92,101,Positivo +1724,85,71,96,Positivo +1725,87,102,97,Positivo +1726,92,85,104,Positivo +1727,99,57,95,Negativo +1728,100,92,105,Negativo +1729,96,63,104,Negativo +1730,91,116,98,Positivo +1731,95,74,102,Negativo +1732,95,127,99,Negativo +1733,90,65,100,Negativo +1734,98,92,102,Negativo +1735,87,99,103,Positivo +1736,99,80,96,Negativo +1737,94,119,103,Positivo +1738,100,54,105,Negativo +1739,99,81,98,Negativo +1740,86,114,98,Positivo +1741,89,111,98,Positivo +1742,88,100,103,Positivo +1743,98,100,96,Negativo +1744,98,123,97,Negativo +1745,97,120,97,Negativo +1746,98,120,101,Negativo +1747,85,120,102,Positivo +1748,89,45,102,Positivo +1749,88,83,100,Positivo +1750,87,118,95,Positivo +1751,93,93,102,Positivo +1752,86,94,100,Positivo +1753,94,70,99,Negativo +1754,99,82,105,Negativo +1755,100,90,104,Negativo +1756,92,118,104,Positivo +1757,86,43,103,Positivo +1758,98,129,102,Negativo +1759,93,68,97,Negativo +1760,97,57,105,Negativo +1761,94,116,103,Positivo +1762,85,103,100,Positivo +1763,96,103,102,Negativo +1764,100,101,98,Negativo +1765,90,88,101,Positivo +1766,87,67,101,Positivo +1767,94,75,98,Negativo +1768,98,50,95,Negativo +1769,87,104,100,Positivo +1770,95,77,98,Negativo +1771,93,48,103,Positivo +1772,92,46,100,Positivo +1773,86,122,98,Positivo +1774,95,122,102,Positivo +1775,88,41,99,Positivo +1776,95,73,98,Negativo +1777,94,47,95,Negativo +1778,96,59,103,Negativo +1779,87,42,104,Positivo +1780,96,47,95,Negativo +1781,100,130,97,Negativo +1782,95,74,104,Negativo +1783,92,106,95,Negativo +1784,98,60,105,Negativo +1785,100,87,103,Negativo +1786,86,88,99,Positivo +1787,91,122,105,Positivo +1788,86,123,97,Positivo +1789,94,88,95,Negativo +1790,98,121,97,Negativo +1791,90,90,101,Positivo +1792,89,109,96,Positivo +1793,98,124,101,Negativo +1794,90,85,100,Negativo +1795,96,117,95,Negativo +1796,95,127,101,Positivo +1797,100,115,100,Negativo +1798,98,103,99,Negativo +1799,93,54,97,Negativo +1800,85,126,105,Positivo +1801,97,125,97,Negativo +1802,85,75,105,Positivo +1803,85,129,105,Positivo +1804,89,114,103,Positivo +1805,90,64,101,Positivo +1806,85,40,104,Positivo +1807,97,56,104,Negativo +1808,100,120,102,Negativo +1809,97,51,101,Negativo +1810,89,102,105,Positivo +1811,89,124,104,Positivo +1812,90,64,105,Positivo +1813,90,128,101,Positivo +1814,89,59,99,Positivo +1815,92,122,96,Positivo +1816,97,58,100,Negativo +1817,95,93,104,Negativo +1818,90,61,95,Negativo +1819,94,75,96,Negativo +1820,86,65,99,Positivo +1821,93,47,104,Positivo +1822,93,49,99,Negativo +1823,95,107,104,Negativo +1824,86,128,98,Positivo +1825,99,60,103,Negativo +1826,100,83,96,Negativo +1827,93,52,99,Negativo +1828,94,42,102,Positivo +1829,98,125,103,Negativo +1830,85,118,96,Positivo +1831,88,110,98,Positivo +1832,92,44,103,Positivo +1833,93,115,96,Negativo +1834,95,49,100,Negativo +1835,88,103,101,Positivo +1836,98,96,97,Negativo +1837,92,106,101,Positivo +1838,90,112,98,Positivo +1839,96,92,100,Negativo +1840,89,69,96,Positivo +1841,94,95,96,Negativo +1842,90,103,96,Negativo +1843,99,118,104,Negativo +1844,92,80,97,Negativo +1845,87,86,100,Positivo +1846,96,67,96,Negativo +1847,92,88,96,Negativo +1848,100,60,104,Negativo +1849,99,68,101,Negativo +1850,89,86,98,Positivo +1851,91,87,100,Negativo +1852,99,109,103,Negativo +1853,99,107,100,Negativo +1854,97,55,98,Negativo +1855,97,88,104,Negativo +1856,90,116,104,Positivo +1857,89,61,103,Positivo +1858,97,72,100,Negativo +1859,93,71,100,Negativo +1860,94,69,101,Positivo +1861,86,42,99,Positivo +1862,90,85,98,Negativo +1863,90,66,105,Positivo +1864,88,126,96,Positivo +1865,86,77,103,Positivo +1866,91,61,99,Negativo +1867,87,77,102,Positivo +1868,91,63,98,Negativo +1869,86,127,101,Positivo +1870,98,67,105,Negativo +1871,86,56,100,Positivo +1872,86,45,103,Positivo +1873,95,52,103,Negativo +1874,86,68,99,Positivo +1875,89,102,100,Positivo +1876,93,78,98,Negativo +1877,97,127,100,Negativo +1878,98,110,100,Negativo +1879,86,69,96,Positivo +1880,89,61,99,Positivo +1881,91,83,105,Positivo +1882,99,97,104,Negativo +1883,100,119,104,Negativo +1884,88,58,105,Positivo +1885,92,65,97,Negativo +1886,85,103,97,Positivo +1887,94,86,96,Negativo +1888,93,120,97,Negativo +1889,90,83,102,Positivo +1890,100,85,104,Negativo +1891,90,80,104,Positivo +1892,95,99,104,Negativo +1893,97,91,102,Negativo +1894,96,125,105,Positivo +1895,98,61,101,Negativo +1896,95,59,97,Negativo +1897,90,41,102,Positivo +1898,92,77,102,Positivo +1899,86,100,103,Positivo +1900,91,49,95,Positivo +1901,99,103,101,Negativo +1902,92,116,102,Positivo +1903,93,118,98,Negativo +1904,100,61,98,Negativo +1905,94,40,100,Negativo +1906,99,99,105,Negativo +1907,95,83,99,Negativo +1908,91,41,99,Positivo +1909,98,80,96,Negativo +1910,87,59,101,Positivo +1911,99,47,105,Negativo +1912,90,66,101,Positivo +1913,92,124,99,Positivo +1914,90,101,96,Negativo +1915,85,96,105,Positivo +1916,92,107,96,Negativo +1917,93,114,98,Negativo +1918,88,106,101,Positivo +1919,90,59,105,Positivo +1920,92,108,99,Negativo +1921,98,85,101,Negativo +1922,95,69,95,Negativo +1923,87,102,101,Positivo +1924,88,47,102,Positivo +1925,94,118,105,Positivo +1926,91,107,98,Negativo +1927,93,118,104,Positivo +1928,90,86,100,Negativo +1929,87,43,98,Positivo +1930,92,105,104,Positivo +1931,85,106,103,Positivo +1932,90,60,103,Positivo +1933,96,54,97,Negativo +1934,85,47,104,Positivo +1935,97,70,103,Negativo +1936,93,88,95,Negativo +1937,89,97,104,Positivo +1938,95,82,95,Negativo +1939,97,48,102,Negativo +1940,96,51,95,Negativo +1941,100,108,104,Negativo +1942,91,73,98,Negativo +1943,100,120,100,Negativo +1944,99,61,100,Negativo +1945,86,63,102,Positivo +1946,93,77,100,Negativo +1947,88,60,102,Positivo +1948,95,58,104,Negativo +1949,91,45,97,Positivo +1950,97,71,99,Negativo +1951,85,94,104,Positivo +1952,95,93,101,Negativo +1953,93,58,99,Negativo +1954,90,99,96,Negativo +1955,86,125,105,Positivo +1956,90,113,97,Positivo +1957,95,112,95,Negativo +1958,86,64,95,Positivo +1959,98,47,105,Negativo +1960,100,106,97,Negativo +1961,97,107,96,Negativo +1962,97,90,105,Negativo +1963,85,42,103,Positivo +1964,87,124,98,Positivo +1965,99,116,103,Negativo +1966,90,68,103,Positivo +1967,95,66,105,Negativo +1968,87,92,97,Positivo +1969,96,75,95,Negativo +1970,97,114,99,Negativo +1971,98,106,104,Negativo +1972,91,118,105,Positivo +1973,88,102,96,Positivo +1974,99,129,98,Negativo +1975,95,69,101,Negativo +1976,95,81,98,Negativo +1977,96,77,102,Negativo +1978,99,59,103,Negativo +1979,98,88,97,Negativo +1980,98,85,105,Negativo +1981,86,126,96,Positivo +1982,93,71,96,Negativo +1983,87,111,105,Positivo +1984,96,81,95,Negativo +1985,95,125,104,Positivo +1986,86,52,102,Positivo +1987,96,56,98,Negativo +1988,100,87,105,Negativo +1989,96,113,104,Positivo +1990,98,100,105,Negativo +1991,85,66,104,Positivo +1992,90,68,98,Negativo +1993,85,73,101,Positivo +1994,99,70,100,Negativo +1995,94,55,99,Negativo +1996,100,85,95,Negativo +1997,89,56,105,Positivo +1998,93,41,95,Negativo +1999,91,116,102,Positivo +2000,95,130,103,Positivo +2001,96,55,96,Negativo +2002,98,60,103,Negativo +2003,92,78,98,Negativo +2004,97,78,95,Negativo +2005,99,127,98,Negativo +2006,96,59,100,Negativo +2007,88,124,99,Positivo +2008,85,82,103,Positivo +2009,90,75,103,Positivo +2010,97,123,96,Negativo +2011,86,97,96,Positivo +2012,92,45,100,Positivo +2013,85,55,102,Positivo +2014,92,49,101,Positivo +2015,89,104,99,Positivo +2016,98,67,95,Negativo +2017,97,91,103,Negativo +2018,87,97,97,Positivo +2019,96,79,95,Negativo +2020,97,63,104,Negativo +2021,87,66,105,Positivo +2022,88,60,105,Positivo +2023,100,126,101,Negativo +2024,98,64,103,Negativo +2025,85,58,97,Positivo +2026,98,113,103,Negativo +2027,94,107,103,Positivo +2028,88,130,99,Positivo +2029,94,66,100,Negativo +2030,96,78,102,Negativo +2031,87,115,103,Positivo +2032,89,80,96,Positivo +2033,97,102,98,Negativo +2034,89,52,102,Positivo +2035,90,123,99,Positivo +2036,85,80,102,Positivo +2037,93,67,100,Negativo +2038,92,70,105,Positivo +2039,91,73,104,Positivo +2040,92,70,96,Negativo +2041,85,52,105,Positivo +2042,100,79,99,Negativo +2043,89,92,103,Positivo +2044,95,122,103,Positivo +2045,88,107,104,Positivo +2046,93,65,105,Positivo +2047,88,102,101,Positivo +2048,92,46,98,Positivo +2049,91,107,105,Positivo +2050,94,87,105,Positivo +2051,99,113,103,Negativo +2052,86,119,99,Positivo +2053,100,43,99,Negativo +2054,96,119,96,Negativo +2055,87,58,97,Positivo +2056,97,84,97,Negativo +2057,93,102,104,Positivo +2058,100,45,99,Negativo +2059,95,121,95,Negativo +2060,93,63,100,Negativo +2061,91,50,99,Negativo +2062,92,40,104,Positivo +2063,100,47,100,Negativo +2064,94,68,101,Positivo +2065,91,123,103,Positivo +2066,88,105,105,Positivo +2067,88,77,98,Positivo +2068,95,41,97,Negativo +2069,89,49,103,Positivo +2070,88,96,95,Positivo +2071,90,127,95,Positivo +2072,94,113,105,Positivo +2073,90,54,105,Positivo +2074,86,42,97,Positivo +2075,88,128,96,Positivo +2076,88,118,97,Positivo +2077,86,94,95,Positivo +2078,98,85,96,Negativo +2079,90,101,101,Positivo +2080,90,99,97,Negativo +2081,99,108,96,Negativo +2082,96,74,100,Negativo +2083,85,89,100,Positivo +2084,100,126,97,Negativo +2085,88,61,105,Positivo +2086,100,64,104,Negativo +2087,88,125,101,Positivo +2088,85,108,98,Positivo +2089,86,42,98,Positivo +2090,87,67,104,Positivo +2091,100,113,98,Negativo +2092,94,66,95,Negativo +2093,95,113,99,Negativo +2094,95,64,104,Negativo +2095,90,55,98,Negativo +2096,92,107,100,Negativo +2097,85,114,105,Positivo +2098,96,81,97,Negativo +2099,99,106,105,Negativo +2100,92,116,97,Positivo +2101,86,109,103,Positivo +2102,87,126,100,Positivo +2103,95,42,97,Negativo +2104,94,50,103,Positivo +2105,94,76,100,Negativo +2106,97,106,98,Negativo +2107,87,101,99,Positivo +2108,96,84,98,Negativo +2109,92,52,100,Negativo +2110,91,122,98,Positivo +2111,96,123,105,Positivo +2112,96,81,99,Negativo +2113,85,109,103,Positivo +2114,86,110,105,Positivo +2115,88,64,103,Positivo +2116,95,68,98,Negativo +2117,88,66,101,Positivo +2118,98,90,100,Negativo +2119,85,58,95,Positivo +2120,91,59,101,Positivo +2121,97,130,105,Negativo +2122,96,50,101,Negativo +2123,96,121,98,Negativo +2124,97,62,99,Negativo +2125,95,42,95,Negativo +2126,91,87,96,Negativo +2127,98,88,98,Negativo +2128,85,121,96,Positivo +2129,88,94,95,Positivo +2130,86,66,97,Positivo +2131,96,75,102,Negativo +2132,99,90,104,Negativo +2133,86,108,96,Positivo +2134,88,116,102,Positivo +2135,89,103,97,Positivo +2136,99,114,97,Negativo +2137,99,59,104,Negativo +2138,92,105,95,Negativo +2139,92,48,100,Positivo +2140,88,57,99,Positivo +2141,95,80,104,Negativo +2142,89,92,100,Positivo +2143,96,78,103,Negativo +2144,86,130,97,Positivo +2145,90,117,95,Positivo +2146,91,59,101,Positivo +2147,99,65,104,Negativo +2148,100,85,104,Negativo +2149,90,69,102,Positivo +2150,85,61,105,Positivo +2151,91,91,101,Positivo +2152,90,96,103,Positivo +2153,88,98,99,Positivo +2154,94,118,105,Positivo +2155,99,103,105,Negativo +2156,87,89,101,Positivo +2157,99,88,105,Negativo +2158,87,86,105,Positivo +2159,94,52,105,Positivo +2160,85,109,101,Positivo +2161,100,72,102,Negativo +2162,93,67,98,Negativo +2163,88,117,98,Positivo +2164,86,123,103,Positivo +2165,89,99,97,Positivo +2166,99,49,104,Negativo +2167,92,117,101,Positivo +2168,86,117,101,Positivo +2169,87,64,100,Positivo +2170,95,110,100,Negativo +2171,97,98,104,Negativo +2172,90,57,105,Positivo +2173,92,47,99,Positivo +2174,100,77,100,Negativo +2175,93,119,99,Negativo +2176,94,84,101,Positivo +2177,99,74,100,Negativo +2178,93,102,105,Positivo +2179,98,126,97,Negativo +2180,85,60,101,Positivo +2181,89,87,97,Positivo +2182,100,64,96,Negativo +2183,89,70,104,Positivo +2184,94,66,105,Positivo +2185,94,118,96,Negativo +2186,93,109,96,Negativo +2187,87,94,100,Positivo +2188,89,109,104,Positivo +2189,91,76,101,Positivo +2190,87,69,97,Positivo +2191,97,53,95,Negativo +2192,86,74,102,Positivo +2193,91,73,95,Negativo +2194,94,112,102,Positivo +2195,93,123,98,Negativo +2196,85,86,104,Positivo +2197,100,87,101,Negativo +2198,90,110,99,Negativo +2199,98,118,103,Negativo +2200,90,41,105,Positivo +2201,95,87,105,Negativo +2202,86,80,104,Positivo +2203,94,44,105,Positivo +2204,91,109,102,Positivo +2205,96,91,101,Negativo +2206,92,71,105,Positivo +2207,87,121,105,Positivo +2208,96,73,100,Negativo +2209,97,85,103,Negativo +2210,93,44,96,Negativo +2211,88,71,99,Positivo +2212,100,101,102,Negativo +2213,88,122,103,Positivo +2214,100,46,104,Negativo +2215,86,108,99,Positivo +2216,100,82,102,Negativo +2217,92,102,95,Negativo +2218,91,63,98,Negativo +2219,87,76,101,Positivo +2220,93,119,96,Negativo +2221,88,60,104,Positivo +2222,92,69,105,Positivo +2223,87,67,98,Positivo +2224,89,62,102,Positivo +2225,87,122,101,Positivo +2226,94,59,100,Negativo +2227,92,86,96,Negativo +2228,87,99,95,Positivo +2229,99,106,96,Negativo +2230,96,62,98,Negativo +2231,89,77,104,Positivo +2232,87,48,100,Positivo +2233,93,122,98,Negativo +2234,95,50,98,Negativo +2235,89,42,97,Positivo +2236,97,104,96,Negativo +2237,98,91,97,Negativo +2238,91,122,101,Positivo +2239,98,57,96,Negativo +2240,95,90,95,Negativo +2241,88,120,95,Positivo +2242,97,113,104,Negativo +2243,90,115,99,Positivo +2244,89,88,101,Positivo +2245,99,86,101,Negativo +2246,87,107,95,Positivo +2247,90,77,99,Negativo +2248,94,95,96,Negativo +2249,94,88,95,Negativo +2250,99,75,95,Negativo +2251,88,76,104,Positivo +2252,88,130,105,Positivo +2253,90,111,105,Positivo +2254,97,72,105,Negativo +2255,90,118,101,Positivo +2256,88,45,105,Positivo +2257,88,66,104,Positivo +2258,95,65,97,Negativo +2259,96,98,104,Negativo +2260,94,114,97,Negativo +2261,94,96,99,Negativo +2262,88,101,98,Positivo +2263,94,109,102,Positivo +2264,85,43,96,Positivo +2265,87,93,100,Positivo +2266,86,129,104,Positivo +2267,91,45,102,Positivo +2268,88,101,95,Positivo +2269,95,88,104,Negativo +2270,95,71,101,Negativo +2271,97,51,101,Negativo +2272,89,69,99,Positivo +2273,97,60,99,Negativo +2274,87,63,98,Positivo +2275,87,88,95,Positivo +2276,100,91,99,Negativo +2277,89,125,101,Positivo +2278,89,85,101,Positivo +2279,85,54,102,Positivo +2280,93,83,103,Positivo +2281,96,67,105,Negativo +2282,96,61,101,Negativo +2283,86,110,98,Positivo +2284,99,91,96,Negativo +2285,99,91,97,Negativo +2286,94,76,101,Positivo +2287,96,48,100,Negativo +2288,90,57,97,Negativo +2289,96,89,98,Negativo +2290,85,90,101,Positivo +2291,92,94,97,Negativo +2292,97,105,104,Negativo +2293,93,43,104,Positivo +2294,93,67,100,Negativo +2295,98,90,105,Negativo +2296,96,110,99,Negativo +2297,89,70,101,Positivo +2298,98,68,101,Negativo +2299,87,111,102,Positivo +2300,91,40,99,Positivo +2301,94,82,103,Positivo +2302,93,126,99,Negativo +2303,99,90,104,Negativo +2304,93,81,102,Positivo +2305,94,77,104,Positivo +2306,91,47,103,Positivo +2307,91,74,98,Negativo +2308,95,62,103,Negativo +2309,91,43,95,Positivo +2310,93,86,103,Positivo +2311,89,110,101,Positivo +2312,96,61,96,Negativo +2313,95,64,100,Negativo +2314,90,44,98,Positivo +2315,90,100,96,Negativo +2316,99,83,99,Negativo +2317,93,56,95,Negativo +2318,89,48,103,Positivo +2319,87,55,104,Positivo +2320,100,85,104,Negativo +2321,91,122,105,Positivo +2322,91,80,95,Negativo +2323,95,123,96,Negativo +2324,100,56,103,Negativo +2325,97,97,105,Negativo +2326,85,79,103,Positivo +2327,98,93,105,Negativo +2328,87,97,100,Positivo +2329,100,93,99,Negativo +2330,93,85,96,Negativo +2331,93,88,103,Positivo +2332,98,44,104,Negativo +2333,87,113,97,Positivo +2334,93,91,98,Negativo +2335,100,83,97,Negativo +2336,97,122,102,Negativo +2337,88,68,99,Positivo +2338,96,84,99,Negativo +2339,98,82,102,Negativo +2340,93,54,100,Negativo +2341,100,124,101,Negativo +2342,92,106,98,Negativo +2343,99,128,97,Negativo +2344,100,124,99,Negativo +2345,87,42,96,Positivo +2346,95,70,99,Negativo +2347,93,49,103,Positivo +2348,94,125,101,Positivo +2349,86,57,104,Positivo +2350,98,60,103,Negativo +2351,98,90,95,Negativo +2352,89,98,101,Positivo +2353,96,42,95,Negativo +2354,85,90,98,Positivo +2355,94,96,98,Negativo +2356,90,92,105,Positivo +2357,85,40,103,Positivo +2358,94,87,97,Negativo +2359,95,65,102,Negativo +2360,91,90,96,Negativo +2361,91,85,95,Negativo +2362,95,93,103,Negativo +2363,86,68,103,Positivo +2364,96,46,104,Positivo +2365,88,117,103,Positivo +2366,90,89,96,Negativo +2367,89,50,98,Positivo +2368,92,121,103,Positivo +2369,95,48,97,Negativo +2370,93,80,103,Positivo +2371,86,67,103,Positivo +2372,91,130,97,Positivo +2373,99,66,96,Negativo +2374,85,59,103,Positivo +2375,93,75,97,Negativo +2376,93,73,100,Negativo +2377,92,96,99,Negativo +2378,90,100,102,Positivo +2379,94,43,99,Negativo +2380,96,97,97,Negativo +2381,88,120,97,Positivo +2382,87,93,105,Positivo +2383,94,122,105,Positivo +2384,86,86,96,Positivo +2385,90,121,102,Positivo +2386,97,53,101,Negativo +2387,89,115,97,Positivo +2388,96,99,105,Negativo +2389,99,52,97,Negativo +2390,99,107,99,Negativo +2391,91,70,101,Positivo +2392,85,115,96,Positivo +2393,97,105,100,Negativo +2394,90,113,96,Positivo +2395,88,108,102,Positivo +2396,100,56,96,Negativo +2397,99,98,105,Negativo +2398,91,100,105,Positivo +2399,97,47,99,Negativo +2400,87,104,101,Positivo +2401,89,115,96,Positivo +2402,91,65,104,Positivo +2403,93,128,100,Negativo +2404,93,83,96,Negativo +2405,93,63,95,Negativo +2406,97,68,101,Negativo +2407,94,98,102,Positivo +2408,92,121,100,Positivo +2409,98,68,99,Negativo +2410,90,58,105,Positivo +2411,88,118,105,Positivo +2412,97,88,97,Negativo +2413,86,75,98,Positivo +2414,96,47,96,Negativo +2415,99,129,101,Negativo +2416,95,114,102,Positivo +2417,89,68,100,Positivo +2418,98,61,96,Negativo +2419,95,118,95,Negativo +2420,99,100,102,Negativo +2421,99,113,100,Negativo +2422,100,74,103,Negativo +2423,100,94,95,Negativo +2424,100,78,103,Negativo +2425,96,72,104,Negativo +2426,87,72,102,Positivo +2427,98,62,100,Negativo +2428,91,97,102,Positivo +2429,91,103,96,Negativo +2430,99,121,95,Negativo +2431,97,85,98,Negativo +2432,90,59,95,Negativo +2433,98,46,98,Negativo +2434,95,63,105,Negativo +2435,89,82,96,Positivo +2436,96,127,96,Negativo +2437,93,78,100,Negativo +2438,88,106,100,Positivo +2439,94,63,103,Positivo +2440,87,108,104,Positivo +2441,99,101,95,Negativo +2442,97,111,105,Negativo +2443,88,93,104,Positivo +2444,100,61,97,Negativo +2445,87,125,104,Positivo +2446,92,94,97,Negativo +2447,99,112,105,Negativo +2448,88,47,99,Positivo +2449,88,108,96,Positivo +2450,96,59,99,Negativo +2451,85,91,99,Positivo +2452,100,120,97,Negativo +2453,87,107,102,Positivo +2454,93,128,101,Positivo +2455,94,50,104,Positivo +2456,90,41,105,Positivo +2457,95,66,104,Negativo +2458,85,124,101,Positivo +2459,95,80,99,Negativo +2460,88,40,104,Positivo +2461,98,40,101,Negativo +2462,90,77,99,Negativo +2463,88,75,96,Positivo +2464,96,57,100,Negativo +2465,85,105,102,Positivo +2466,91,101,99,Negativo +2467,97,63,102,Negativo +2468,99,50,100,Negativo +2469,93,85,98,Negativo +2470,96,97,99,Negativo +2471,91,51,101,Positivo +2472,86,90,97,Positivo +2473,87,112,104,Positivo +2474,88,83,104,Positivo +2475,90,58,98,Negativo +2476,91,123,105,Positivo +2477,94,41,102,Positivo +2478,95,56,99,Negativo +2479,92,108,104,Positivo +2480,87,114,98,Positivo +2481,94,110,99,Negativo +2482,87,45,98,Positivo +2483,94,90,95,Negativo +2484,88,120,95,Positivo +2485,87,116,97,Positivo +2486,90,47,102,Positivo +2487,95,78,97,Negativo +2488,95,102,105,Negativo +2489,86,57,104,Positivo +2490,88,120,105,Positivo +2491,95,118,100,Negativo +2492,87,99,104,Positivo +2493,89,111,100,Positivo +2494,90,75,101,Positivo +2495,87,82,104,Positivo +2496,92,40,99,Positivo +2497,86,56,102,Positivo +2498,100,57,98,Negativo +2499,98,107,100,Negativo +2500,88,82,97,Positivo +2501,93,60,95,Negativo +2502,100,62,103,Negativo +2503,86,111,102,Positivo +2504,95,61,97,Negativo +2505,91,68,99,Negativo +2506,89,121,98,Positivo +2507,98,83,102,Negativo +2508,93,119,100,Negativo +2509,88,100,102,Positivo +2510,97,100,101,Negativo +2511,92,67,95,Negativo +2512,100,52,99,Negativo +2513,87,72,95,Positivo +2514,94,56,96,Negativo +2515,87,114,95,Positivo +2516,98,86,102,Negativo +2517,86,75,105,Positivo +2518,85,57,103,Positivo +2519,87,73,103,Positivo +2520,88,66,95,Positivo +2521,85,106,103,Positivo +2522,94,100,100,Negativo +2523,86,47,97,Positivo +2524,95,101,101,Negativo +2525,90,129,103,Positivo +2526,92,58,99,Negativo +2527,100,70,95,Negativo +2528,87,63,100,Positivo +2529,85,117,102,Positivo +2530,86,121,105,Positivo +2531,96,89,99,Negativo +2532,87,97,99,Positivo +2533,89,60,95,Positivo +2534,92,41,97,Positivo +2535,100,68,95,Negativo +2536,92,115,100,Positivo +2537,97,51,101,Negativo +2538,89,123,101,Positivo +2539,99,92,97,Negativo +2540,94,119,101,Positivo +2541,87,89,96,Positivo +2542,94,124,99,Negativo +2543,92,113,104,Positivo +2544,98,106,98,Negativo +2545,96,102,102,Negativo +2546,87,50,104,Positivo +2547,99,72,101,Negativo +2548,86,59,95,Positivo +2549,93,68,95,Negativo +2550,95,98,103,Negativo +2551,93,115,97,Negativo +2552,91,40,100,Positivo +2553,93,79,105,Positivo +2554,92,85,105,Positivo +2555,98,98,102,Negativo +2556,93,53,98,Negativo +2557,88,112,96,Positivo +2558,95,82,98,Negativo +2559,86,63,98,Positivo +2560,98,51,103,Negativo +2561,99,121,99,Negativo +2562,91,55,104,Positivo +2563,85,46,98,Positivo +2564,88,118,102,Positivo +2565,86,96,99,Positivo +2566,93,75,103,Positivo +2567,93,130,98,Negativo +2568,88,52,96,Positivo +2569,98,72,105,Negativo +2570,88,79,101,Positivo +2571,86,77,100,Positivo +2572,91,63,104,Positivo +2573,95,90,99,Negativo +2574,91,115,99,Positivo +2575,88,52,101,Positivo +2576,92,104,101,Positivo +2577,95,54,96,Negativo +2578,97,73,101,Negativo +2579,90,65,99,Negativo +2580,89,109,99,Positivo +2581,91,48,100,Positivo +2582,88,55,103,Positivo +2583,85,76,101,Positivo +2584,87,45,100,Positivo +2585,91,47,102,Positivo +2586,86,68,101,Positivo +2587,87,85,95,Positivo +2588,87,124,104,Positivo +2589,87,70,104,Positivo +2590,95,120,105,Positivo +2591,99,48,98,Negativo +2592,87,88,102,Positivo +2593,95,98,101,Negativo +2594,88,80,98,Positivo +2595,86,104,102,Positivo +2596,92,96,97,Negativo +2597,98,107,95,Negativo +2598,97,45,97,Negativo +2599,91,116,104,Positivo +2600,90,107,95,Negativo +2601,90,122,101,Positivo +2602,98,49,98,Negativo +2603,96,72,104,Negativo +2604,86,111,104,Positivo +2605,87,65,101,Positivo +2606,90,97,98,Negativo +2607,98,69,103,Negativo +2608,94,56,103,Positivo +2609,86,120,96,Positivo +2610,97,69,95,Negativo +2611,97,112,99,Negativo +2612,88,81,95,Positivo +2613,86,53,105,Positivo +2614,86,79,96,Positivo +2615,88,129,104,Positivo +2616,100,119,95,Negativo +2617,98,44,97,Negativo +2618,96,84,101,Negativo +2619,91,101,102,Positivo +2620,85,77,104,Positivo +2621,100,106,99,Negativo +2622,88,118,98,Positivo +2623,88,73,95,Positivo +2624,92,106,98,Negativo +2625,98,72,98,Negativo +2626,87,92,97,Positivo +2627,92,96,95,Negativo +2628,93,63,96,Negativo +2629,89,62,105,Positivo +2630,93,127,101,Positivo +2631,87,41,101,Positivo +2632,86,109,98,Positivo +2633,99,44,98,Negativo +2634,96,43,100,Negativo +2635,89,94,102,Positivo +2636,92,88,100,Negativo +2637,91,110,105,Positivo +2638,86,75,103,Positivo +2639,95,77,97,Negativo +2640,87,81,95,Positivo +2641,100,94,105,Negativo +2642,90,94,103,Positivo +2643,85,60,103,Positivo +2644,99,51,101,Negativo +2645,90,82,100,Negativo +2646,99,80,98,Negativo +2647,100,124,99,Negativo +2648,95,103,101,Negativo +2649,85,61,95,Positivo +2650,90,71,103,Positivo +2651,96,40,97,Negativo +2652,100,128,100,Negativo +2653,85,67,98,Positivo +2654,98,116,98,Negativo +2655,89,112,100,Positivo +2656,87,76,104,Positivo +2657,95,67,103,Negativo +2658,92,49,102,Positivo +2659,90,123,98,Positivo +2660,99,95,98,Negativo +2661,90,114,104,Positivo +2662,93,60,95,Negativo +2663,92,98,95,Negativo +2664,92,105,104,Positivo +2665,85,66,104,Positivo +2666,96,67,103,Negativo +2667,88,117,103,Positivo +2668,94,88,105,Positivo +2669,88,71,103,Positivo +2670,92,87,102,Positivo +2671,90,118,101,Positivo +2672,96,66,95,Negativo +2673,86,74,98,Positivo +2674,95,49,96,Negativo +2675,85,115,99,Positivo +2676,87,89,102,Positivo +2677,98,89,97,Negativo +2678,92,121,101,Positivo +2679,91,112,97,Positivo +2680,94,119,105,Positivo +2681,86,111,104,Positivo +2682,85,102,100,Positivo +2683,95,82,101,Negativo +2684,88,90,100,Positivo +2685,95,96,95,Negativo +2686,93,114,97,Negativo +2687,96,43,103,Positivo +2688,96,73,96,Negativo +2689,91,88,103,Positivo +2690,88,101,105,Positivo +2691,90,102,101,Positivo +2692,92,83,97,Negativo +2693,100,49,99,Negativo +2694,99,89,97,Negativo +2695,87,85,101,Positivo +2696,99,99,96,Negativo +2697,89,41,105,Positivo +2698,95,61,100,Negativo +2699,99,61,96,Negativo +2700,88,98,95,Positivo +2701,91,75,99,Negativo +2702,89,90,101,Positivo +2703,86,55,99,Positivo +2704,91,98,95,Negativo +2705,88,76,103,Positivo +2706,96,63,104,Negativo +2707,93,56,97,Negativo +2708,94,88,97,Negativo +2709,98,110,103,Negativo +2710,91,41,102,Positivo +2711,85,55,98,Positivo +2712,94,125,100,Negativo +2713,89,97,97,Positivo +2714,86,111,98,Positivo +2715,95,102,103,Negativo +2716,90,51,101,Positivo +2717,96,83,95,Negativo +2718,100,118,101,Negativo +2719,88,96,101,Positivo +2720,97,53,100,Negativo +2721,87,72,97,Positivo +2722,90,75,96,Negativo +2723,85,62,101,Positivo +2724,90,61,99,Negativo +2725,91,54,103,Positivo +2726,92,61,97,Negativo +2727,98,112,101,Negativo +2728,85,61,96,Positivo +2729,93,124,98,Negativo +2730,87,67,101,Positivo +2731,88,118,103,Positivo +2732,92,45,98,Positivo +2733,100,79,101,Negativo +2734,99,107,97,Negativo +2735,99,94,102,Negativo +2736,88,71,100,Positivo +2737,88,102,99,Positivo +2738,93,48,100,Negativo +2739,97,86,102,Negativo +2740,95,46,97,Negativo +2741,95,101,98,Negativo +2742,85,120,97,Positivo +2743,99,66,100,Negativo +2744,94,108,95,Negativo +2745,90,63,105,Positivo +2746,87,58,100,Positivo +2747,94,128,104,Positivo +2748,88,48,98,Positivo +2749,95,113,103,Positivo +2750,100,67,105,Negativo +2751,89,117,100,Positivo +2752,94,86,104,Positivo +2753,98,88,104,Negativo +2754,97,62,100,Negativo +2755,88,85,102,Positivo +2756,98,112,100,Negativo +2757,98,88,102,Negativo +2758,91,114,99,Positivo +2759,87,88,100,Positivo +2760,94,53,96,Negativo +2761,88,79,104,Positivo +2762,93,50,97,Negativo +2763,87,93,99,Positivo +2764,93,58,98,Negativo +2765,90,104,101,Positivo +2766,89,63,96,Positivo +2767,96,42,99,Negativo +2768,95,92,104,Negativo +2769,97,109,105,Negativo +2770,85,45,98,Positivo +2771,91,122,100,Positivo +2772,87,64,96,Positivo +2773,90,106,102,Positivo +2774,91,120,97,Positivo +2775,90,53,102,Positivo +2776,92,118,105,Positivo +2777,90,96,97,Negativo +2778,85,106,104,Positivo +2779,92,54,98,Negativo +2780,92,98,97,Negativo +2781,99,95,102,Negativo +2782,93,59,102,Positivo +2783,99,53,103,Negativo +2784,89,62,96,Positivo +2785,87,55,99,Positivo +2786,97,69,103,Negativo +2787,87,44,103,Positivo +2788,95,69,104,Negativo +2789,86,61,102,Positivo +2790,97,65,105,Negativo +2791,95,76,98,Negativo +2792,94,70,104,Positivo +2793,92,58,102,Positivo +2794,93,81,95,Negativo +2795,93,104,98,Negativo +2796,87,57,101,Positivo +2797,92,100,99,Negativo +2798,94,79,105,Positivo +2799,100,85,104,Negativo +2800,87,104,95,Positivo +2801,97,70,102,Negativo +2802,97,112,105,Negativo +2803,87,80,97,Positivo +2804,88,64,98,Positivo +2805,93,102,99,Negativo +2806,90,52,102,Positivo +2807,92,113,99,Positivo +2808,90,122,103,Positivo +2809,97,83,101,Negativo +2810,85,127,99,Positivo +2811,99,78,100,Negativo +2812,90,90,95,Negativo +2813,88,51,105,Positivo +2814,100,64,105,Negativo +2815,85,120,98,Positivo +2816,94,55,97,Negativo +2817,100,80,97,Negativo +2818,100,92,97,Negativo +2819,85,79,102,Positivo +2820,100,106,101,Negativo +2821,86,94,99,Positivo +2822,99,64,97,Negativo +2823,99,67,97,Negativo +2824,92,96,98,Negativo +2825,92,89,102,Positivo +2826,94,92,95,Negativo +2827,99,40,101,Negativo +2828,95,110,100,Negativo +2829,85,105,97,Positivo +2830,88,130,96,Positivo +2831,85,108,97,Positivo +2832,88,120,103,Positivo +2833,99,57,102,Negativo +2834,96,77,103,Negativo +2835,94,130,102,Positivo +2836,91,95,99,Negativo +2837,98,100,98,Negativo +2838,85,41,96,Positivo +2839,95,40,95,Negativo +2840,86,124,98,Positivo +2841,92,119,97,Positivo +2842,94,125,103,Positivo +2843,99,113,99,Negativo +2844,98,81,105,Negativo +2845,87,113,105,Positivo +2846,94,79,105,Positivo +2847,86,79,98,Positivo +2848,88,54,97,Positivo +2849,87,126,104,Positivo +2850,86,63,105,Positivo +2851,89,114,104,Positivo +2852,87,124,99,Positivo +2853,89,128,100,Positivo +2854,88,116,100,Positivo +2855,95,74,102,Negativo +2856,100,80,98,Negativo +2857,88,77,97,Positivo +2858,96,103,97,Negativo +2859,91,115,96,Positivo +2860,96,72,102,Negativo +2861,85,61,99,Positivo +2862,96,101,103,Negativo +2863,86,76,95,Positivo +2864,99,63,97,Negativo +2865,92,91,103,Positivo +2866,94,116,104,Positivo +2867,88,99,96,Positivo +2868,97,115,102,Negativo +2869,85,80,97,Positivo +2870,95,75,102,Negativo +2871,97,129,103,Negativo +2872,87,76,95,Positivo +2873,99,83,95,Negativo +2874,86,121,105,Positivo +2875,89,130,103,Positivo +2876,100,46,103,Negativo +2877,87,111,95,Positivo +2878,92,92,100,Negativo +2879,93,111,95,Negativo +2880,91,75,98,Negativo +2881,95,47,95,Negativo +2882,96,51,104,Negativo +2883,86,53,105,Positivo +2884,92,54,99,Negativo +2885,92,123,101,Positivo +2886,92,93,98,Negativo +2887,90,105,95,Negativo +2888,87,99,98,Positivo +2889,88,79,96,Positivo +2890,98,65,105,Negativo +2891,96,121,103,Positivo +2892,85,52,100,Positivo +2893,85,102,105,Positivo +2894,89,110,97,Positivo +2895,87,46,95,Positivo +2896,88,125,103,Positivo +2897,94,41,105,Positivo +2898,85,72,97,Positivo +2899,87,48,98,Positivo +2900,93,46,100,Negativo +2901,98,122,105,Negativo +2902,91,121,96,Positivo +2903,96,56,98,Negativo +2904,96,50,105,Negativo +2905,89,41,104,Positivo +2906,96,41,100,Negativo +2907,86,112,105,Positivo +2908,92,118,102,Positivo +2909,92,105,103,Positivo +2910,100,94,104,Negativo +2911,89,62,102,Positivo +2912,99,74,100,Negativo +2913,91,66,101,Positivo +2914,92,126,96,Positivo +2915,91,104,105,Positivo +2916,99,48,103,Negativo +2917,90,80,101,Positivo +2918,90,90,95,Negativo +2919,85,78,103,Positivo +2920,89,126,105,Positivo +2921,96,111,102,Positivo +2922,99,58,100,Negativo +2923,99,46,99,Negativo +2924,88,55,101,Positivo +2925,87,111,99,Positivo +2926,88,108,104,Positivo +2927,85,83,95,Positivo +2928,86,116,95,Positivo +2929,88,53,101,Positivo +2930,89,56,102,Positivo +2931,100,100,102,Negativo +2932,94,126,101,Positivo +2933,98,62,95,Negativo +2934,92,57,98,Negativo +2935,89,112,100,Positivo +2936,93,125,105,Positivo +2937,89,126,100,Positivo +2938,85,104,102,Positivo +2939,90,118,105,Positivo +2940,100,63,102,Negativo +2941,95,61,104,Negativo +2942,86,52,99,Positivo +2943,96,65,103,Negativo +2944,98,77,104,Negativo +2945,86,52,95,Positivo +2946,87,86,101,Positivo +2947,91,73,105,Positivo +2948,96,77,103,Negativo +2949,89,58,102,Positivo +2950,94,112,99,Negativo +2951,89,129,96,Positivo +2952,93,46,96,Negativo +2953,99,99,103,Negativo +2954,98,114,100,Negativo +2955,99,51,98,Negativo +2956,94,104,105,Positivo +2957,91,96,97,Negativo +2958,91,47,95,Positivo +2959,96,104,103,Negativo +2960,93,90,99,Negativo +2961,94,84,104,Positivo +2962,92,42,100,Positivo +2963,88,42,101,Positivo +2964,86,108,99,Positivo +2965,96,95,104,Negativo +2966,92,75,95,Negativo +2967,87,70,98,Positivo +2968,90,105,105,Positivo +2969,85,64,98,Positivo +2970,91,129,101,Positivo +2971,88,71,96,Positivo +2972,96,73,103,Negativo +2973,92,112,103,Positivo +2974,89,88,104,Positivo +2975,93,103,104,Positivo +2976,95,73,95,Negativo +2977,95,84,101,Negativo +2978,85,53,101,Positivo +2979,98,100,105,Negativo +2980,94,54,95,Negativo +2981,94,82,101,Positivo +2982,87,69,101,Positivo +2983,85,59,103,Positivo +2984,99,114,95,Negativo +2985,88,69,103,Positivo +2986,97,90,100,Negativo +2987,98,100,96,Negativo +2988,88,62,101,Positivo +2989,99,95,95,Negativo +2990,86,41,97,Positivo +2991,94,60,97,Negativo +2992,85,84,98,Positivo +2993,89,120,98,Positivo +2994,90,63,96,Negativo +2995,88,82,95,Positivo +2996,91,48,95,Positivo +2997,93,100,99,Negativo +2998,99,64,96,Negativo +2999,90,111,99,Positivo +3000,85,88,104,Positivo +3001,85,42,96,Positivo +3002,89,49,105,Positivo +3003,98,127,98,Negativo +3004,95,107,99,Negativo +3005,87,100,99,Positivo +3006,88,45,101,Positivo +3007,94,54,104,Positivo +3008,93,64,104,Positivo +3009,85,85,98,Positivo +3010,95,90,98,Negativo +3011,92,97,102,Positivo +3012,92,55,98,Negativo +3013,92,66,105,Positivo +3014,87,68,103,Positivo +3015,92,72,100,Negativo +3016,86,112,101,Positivo +3017,87,43,104,Positivo +3018,88,123,99,Positivo +3019,89,80,96,Positivo +3020,90,127,98,Positivo +3021,86,111,102,Positivo +3022,88,62,98,Positivo +3023,92,66,104,Positivo +3024,94,47,105,Positivo +3025,100,102,96,Negativo +3026,85,129,105,Positivo +3027,88,68,99,Positivo +3028,91,77,99,Negativo +3029,92,81,97,Negativo +3030,88,56,102,Positivo +3031,95,76,105,Negativo +3032,97,108,101,Negativo +3033,98,100,103,Negativo +3034,90,128,100,Positivo +3035,93,41,98,Negativo +3036,99,43,95,Negativo +3037,92,64,104,Positivo +3038,97,54,97,Negativo +3039,89,47,105,Positivo +3040,99,71,95,Negativo +3041,85,100,101,Positivo +3042,96,128,96,Negativo +3043,90,78,96,Negativo +3044,89,91,104,Positivo +3045,97,79,98,Negativo +3046,85,62,103,Positivo +3047,90,80,96,Negativo +3048,89,53,104,Positivo +3049,90,128,96,Positivo +3050,95,56,105,Negativo +3051,86,125,105,Positivo +3052,90,113,101,Positivo +3053,86,105,102,Positivo +3054,87,74,101,Positivo +3055,89,121,102,Positivo +3056,88,51,101,Positivo +3057,95,74,97,Negativo +3058,87,94,99,Positivo +3059,95,86,100,Negativo +3060,85,99,104,Positivo +3061,85,58,101,Positivo +3062,96,94,104,Negativo +3063,85,105,105,Positivo +3064,87,95,104,Positivo +3065,88,89,95,Positivo +3066,98,71,100,Negativo +3067,85,45,96,Positivo +3068,91,74,101,Positivo +3069,89,77,102,Positivo +3070,94,53,99,Negativo +3071,91,73,103,Positivo +3072,94,97,95,Negativo +3073,95,63,97,Negativo +3074,99,114,104,Negativo +3075,97,84,97,Negativo +3076,88,43,97,Positivo +3077,95,98,101,Negativo +3078,91,113,99,Positivo +3079,97,66,96,Negativo +3080,93,51,100,Negativo +3081,89,82,102,Positivo +3082,96,51,101,Negativo +3083,85,63,101,Positivo +3084,96,93,99,Negativo +3085,93,96,105,Positivo +3086,96,52,97,Negativo +3087,89,129,102,Positivo +3088,98,40,103,Negativo +3089,87,98,100,Positivo +3090,94,127,105,Positivo +3091,100,98,101,Negativo +3092,98,116,104,Negativo +3093,99,127,103,Negativo +3094,91,75,98,Negativo +3095,88,112,100,Positivo +3096,97,100,100,Negativo +3097,87,127,103,Positivo +3098,90,75,99,Negativo +3099,95,77,99,Negativo +3100,97,49,96,Negativo +3101,85,43,96,Positivo +3102,95,103,102,Negativo +3103,89,91,97,Positivo +3104,96,93,101,Negativo +3105,87,58,99,Positivo +3106,96,86,103,Negativo +3107,96,121,99,Negativo +3108,85,73,99,Positivo +3109,91,86,95,Negativo +3110,91,91,103,Positivo +3111,95,73,104,Negativo +3112,90,129,105,Positivo +3113,90,121,102,Positivo +3114,85,79,105,Positivo +3115,91,130,96,Positivo +3116,92,82,95,Negativo +3117,86,48,98,Positivo +3118,85,123,105,Positivo +3119,96,78,105,Negativo +3120,89,116,97,Positivo +3121,93,104,101,Positivo +3122,93,57,102,Positivo +3123,90,93,101,Positivo +3124,86,73,105,Positivo +3125,92,115,101,Positivo +3126,97,55,95,Negativo +3127,93,122,102,Positivo +3128,96,82,96,Negativo +3129,86,51,97,Positivo +3130,92,42,100,Positivo +3131,95,59,101,Negativo +3132,88,99,97,Positivo +3133,93,88,100,Negativo +3134,96,109,103,Negativo +3135,94,58,104,Positivo +3136,88,82,104,Positivo +3137,87,58,100,Positivo +3138,93,125,105,Positivo +3139,86,108,102,Positivo +3140,94,92,104,Positivo +3141,91,95,100,Negativo +3142,91,68,97,Negativo +3143,93,86,103,Positivo +3144,86,90,99,Positivo +3145,86,61,99,Positivo +3146,87,113,105,Positivo +3147,94,97,101,Positivo +3148,97,71,97,Negativo +3149,95,71,105,Negativo +3150,97,115,105,Negativo +3151,100,103,97,Negativo +3152,92,54,98,Negativo +3153,96,54,97,Negativo +3154,97,46,97,Negativo +3155,87,105,105,Positivo +3156,86,51,95,Positivo +3157,90,69,102,Positivo +3158,96,121,96,Negativo +3159,95,58,103,Negativo +3160,90,111,103,Positivo +3161,97,44,105,Negativo +3162,92,98,100,Negativo +3163,90,67,101,Positivo +3164,85,45,96,Positivo +3165,87,48,99,Positivo +3166,86,116,100,Positivo +3167,88,85,96,Positivo +3168,90,51,104,Positivo +3169,91,119,105,Positivo +3170,89,116,103,Positivo +3171,97,58,96,Negativo +3172,98,90,98,Negativo +3173,97,44,103,Negativo +3174,98,76,101,Negativo +3175,99,122,95,Negativo +3176,91,43,104,Positivo +3177,99,105,104,Negativo +3178,92,102,102,Positivo +3179,89,130,95,Positivo +3180,92,111,98,Positivo +3181,92,54,104,Positivo +3182,96,41,100,Negativo +3183,98,84,95,Negativo +3184,92,51,104,Positivo +3185,87,119,103,Positivo +3186,89,78,98,Positivo +3187,85,128,96,Positivo +3188,85,113,97,Positivo +3189,86,115,103,Positivo +3190,94,47,103,Positivo +3191,100,44,105,Negativo +3192,91,130,103,Positivo +3193,89,92,104,Positivo +3194,92,51,104,Positivo +3195,96,96,96,Negativo +3196,92,58,96,Negativo +3197,94,43,99,Negativo +3198,95,43,103,Positivo +3199,91,85,103,Positivo +3200,93,70,98,Negativo +3201,92,58,102,Positivo +3202,88,121,99,Positivo +3203,92,96,99,Negativo +3204,88,50,100,Positivo +3205,99,71,99,Negativo +3206,91,58,97,Negativo +3207,95,44,100,Negativo +3208,100,105,103,Negativo +3209,85,76,98,Positivo +3210,94,58,95,Negativo +3211,89,129,102,Positivo +3212,98,127,99,Negativo +3213,100,41,103,Negativo +3214,99,93,100,Negativo +3215,96,112,105,Positivo +3216,85,77,95,Positivo +3217,94,75,100,Negativo +3218,91,43,104,Positivo +3219,89,66,103,Positivo +3220,85,99,95,Positivo +3221,90,124,99,Positivo +3222,88,83,103,Positivo +3223,93,55,101,Positivo +3224,96,68,100,Negativo +3225,89,76,102,Positivo +3226,96,113,104,Positivo +3227,91,74,97,Negativo +3228,86,115,96,Positivo +3229,95,69,99,Negativo +3230,91,77,105,Positivo +3231,87,92,95,Positivo +3232,85,57,97,Positivo +3233,87,127,105,Positivo +3234,89,78,102,Positivo +3235,88,41,100,Positivo +3236,93,101,102,Positivo +3237,94,45,97,Negativo +3238,91,97,104,Positivo +3239,87,97,102,Positivo +3240,95,64,102,Negativo +3241,89,63,98,Positivo +3242,90,76,100,Negativo +3243,94,86,101,Positivo +3244,97,116,96,Negativo +3245,88,81,103,Positivo +3246,89,73,98,Positivo +3247,97,100,105,Negativo +3248,95,93,95,Negativo +3249,96,122,99,Negativo +3250,96,115,105,Positivo +3251,93,68,100,Negativo +3252,95,121,104,Positivo +3253,96,120,95,Negativo +3254,95,86,102,Negativo +3255,96,56,101,Negativo +3256,96,96,97,Negativo +3257,91,69,104,Positivo +3258,99,62,95,Negativo +3259,98,65,100,Negativo +3260,93,62,99,Negativo +3261,95,42,97,Negativo +3262,93,50,102,Positivo +3263,92,98,95,Negativo +3264,97,73,98,Negativo +3265,87,63,96,Positivo +3266,93,74,105,Positivo +3267,100,70,104,Negativo +3268,98,126,103,Negativo +3269,91,54,103,Positivo +3270,100,122,98,Negativo +3271,91,83,97,Negativo +3272,85,54,99,Positivo +3273,96,106,101,Negativo +3274,93,116,99,Negativo +3275,94,122,102,Positivo +3276,88,65,102,Positivo +3277,95,99,98,Negativo +3278,90,129,95,Positivo +3279,85,130,101,Positivo +3280,94,62,96,Negativo +3281,97,41,98,Negativo +3282,94,74,97,Negativo +3283,99,81,102,Negativo +3284,99,62,103,Negativo +3285,85,77,101,Positivo +3286,91,79,100,Negativo +3287,87,77,100,Positivo +3288,90,112,96,Positivo +3289,93,58,95,Negativo +3290,95,125,100,Negativo +3291,85,117,101,Positivo +3292,92,99,104,Positivo +3293,99,118,101,Negativo +3294,86,42,95,Positivo +3295,94,92,101,Positivo +3296,95,84,103,Negativo +3297,87,130,100,Positivo +3298,85,52,102,Positivo +3299,90,90,102,Positivo +3300,94,40,103,Positivo +3301,97,82,95,Negativo +3302,89,119,95,Positivo +3303,86,69,100,Positivo +3304,96,55,101,Negativo +3305,92,62,98,Negativo +3306,87,90,96,Positivo +3307,92,90,100,Negativo +3308,88,118,101,Positivo +3309,88,79,102,Positivo +3310,90,122,98,Positivo +3311,93,124,103,Positivo +3312,91,78,97,Negativo +3313,88,120,105,Positivo +3314,98,84,104,Negativo +3315,92,128,103,Positivo +3316,100,118,96,Negativo +3317,89,42,100,Positivo +3318,97,41,99,Negativo +3319,97,96,104,Negativo +3320,89,95,95,Positivo +3321,98,53,97,Negativo +3322,87,88,104,Positivo +3323,86,102,99,Positivo +3324,92,40,102,Positivo +3325,88,88,96,Positivo +3326,91,81,96,Negativo +3327,94,106,102,Positivo +3328,97,116,97,Negativo +3329,98,92,96,Negativo +3330,97,88,103,Negativo +3331,98,118,105,Negativo +3332,87,86,96,Positivo +3333,97,122,103,Negativo +3334,95,45,100,Negativo +3335,93,124,95,Negativo +3336,89,119,97,Positivo +3337,98,102,99,Negativo +3338,85,99,103,Positivo +3339,95,103,101,Negativo +3340,87,42,105,Positivo +3341,92,110,101,Positivo +3342,96,59,101,Negativo +3343,98,58,99,Negativo +3344,96,66,97,Negativo +3345,85,123,103,Positivo +3346,88,107,105,Positivo +3347,97,125,98,Negativo +3348,96,118,104,Positivo +3349,90,46,97,Positivo +3350,94,64,102,Positivo +3351,94,68,95,Negativo +3352,96,68,103,Negativo +3353,94,125,102,Positivo +3354,88,67,102,Positivo +3355,97,104,103,Negativo +3356,100,52,97,Negativo +3357,97,104,104,Negativo +3358,100,41,95,Negativo +3359,93,86,95,Negativo +3360,100,124,105,Negativo +3361,100,74,95,Negativo +3362,91,67,99,Negativo +3363,86,96,103,Positivo +3364,93,78,98,Negativo +3365,89,111,96,Positivo +3366,97,73,101,Negativo +3367,90,72,105,Positivo +3368,93,51,96,Negativo +3369,89,117,97,Positivo +3370,87,63,99,Positivo +3371,98,64,98,Negativo +3372,99,42,97,Negativo +3373,89,75,99,Positivo +3374,94,112,102,Positivo +3375,94,48,97,Negativo +3376,97,54,98,Negativo +3377,85,76,97,Positivo +3378,93,92,104,Positivo +3379,92,124,105,Positivo +3380,100,91,95,Negativo +3381,97,104,99,Negativo +3382,91,82,103,Positivo +3383,93,101,98,Negativo +3384,100,64,101,Negativo +3385,91,98,97,Negativo +3386,96,70,96,Negativo +3387,98,49,99,Negativo +3388,94,48,104,Positivo +3389,90,120,96,Positivo +3390,100,76,104,Negativo +3391,98,104,101,Negativo +3392,85,53,105,Positivo +3393,85,89,96,Positivo +3394,85,61,103,Positivo +3395,91,91,100,Negativo +3396,93,66,101,Positivo +3397,95,101,97,Negativo +3398,100,87,97,Negativo +3399,90,69,95,Negativo +3400,92,47,103,Positivo +3401,96,116,98,Negativo +3402,85,88,103,Positivo +3403,89,82,95,Positivo +3404,96,52,101,Negativo +3405,87,105,99,Positivo +3406,93,107,96,Negativo +3407,96,130,102,Positivo +3408,85,91,105,Positivo +3409,91,70,100,Negativo +3410,91,102,102,Positivo +3411,98,85,96,Negativo +3412,86,58,98,Positivo +3413,98,79,103,Negativo +3414,91,82,95,Negativo +3415,86,41,99,Positivo +3416,92,70,97,Negativo +3417,98,107,96,Negativo +3418,85,69,101,Positivo +3419,99,126,104,Negativo +3420,88,44,99,Positivo +3421,86,101,100,Positivo +3422,99,91,95,Negativo +3423,91,111,104,Positivo +3424,87,99,104,Positivo +3425,85,97,100,Positivo +3426,98,99,100,Negativo +3427,97,87,96,Negativo +3428,91,51,103,Positivo +3429,87,81,102,Positivo +3430,96,52,95,Negativo +3431,88,59,102,Positivo +3432,86,90,103,Positivo +3433,98,78,105,Negativo +3434,95,90,97,Negativo +3435,100,99,103,Negativo +3436,88,82,105,Positivo +3437,100,89,105,Negativo +3438,87,125,102,Positivo +3439,98,123,100,Negativo +3440,93,59,104,Positivo +3441,95,105,101,Negativo +3442,99,65,99,Negativo +3443,91,88,101,Positivo +3444,93,71,98,Negativo +3445,88,55,102,Positivo +3446,97,89,100,Negativo +3447,92,109,99,Negativo +3448,97,130,98,Negativo +3449,87,41,105,Positivo +3450,87,94,102,Positivo +3451,90,51,95,Negativo +3452,87,74,103,Positivo +3453,99,54,99,Negativo +3454,89,72,98,Positivo +3455,98,114,103,Negativo +3456,100,79,98,Negativo +3457,95,100,99,Negativo +3458,91,42,95,Positivo +3459,100,61,102,Negativo +3460,99,72,105,Negativo +3461,86,105,104,Positivo +3462,90,99,103,Positivo +3463,86,120,95,Positivo +3464,85,127,99,Positivo +3465,99,127,98,Negativo +3466,96,73,100,Negativo +3467,94,87,96,Negativo +3468,94,129,105,Positivo +3469,97,44,96,Negativo +3470,100,67,104,Negativo +3471,91,124,95,Positivo +3472,95,50,103,Negativo +3473,89,75,97,Positivo +3474,85,66,105,Positivo +3475,85,126,102,Positivo +3476,90,68,102,Positivo +3477,97,63,104,Negativo +3478,97,87,104,Negativo +3479,92,71,98,Negativo +3480,87,91,101,Positivo +3481,89,123,101,Positivo +3482,96,108,98,Negativo +3483,86,60,95,Positivo +3484,91,64,105,Positivo +3485,87,105,102,Positivo +3486,92,61,105,Positivo +3487,85,94,102,Positivo +3488,100,44,96,Negativo +3489,88,119,103,Positivo +3490,86,66,103,Positivo +3491,97,71,96,Negativo +3492,94,130,96,Negativo +3493,97,103,103,Negativo +3494,94,120,99,Negativo +3495,94,106,105,Positivo +3496,99,93,104,Negativo +3497,92,116,99,Positivo +3498,86,106,100,Positivo +3499,100,127,98,Negativo +3500,91,60,96,Negativo +3501,88,120,104,Positivo +3502,88,71,104,Positivo +3503,97,47,104,Negativo +3504,96,72,101,Negativo +3505,92,99,101,Positivo +3506,86,88,99,Positivo +3507,85,44,104,Positivo +3508,94,44,101,Positivo +3509,92,95,105,Positivo +3510,94,77,99,Negativo +3511,93,62,96,Negativo +3512,90,92,103,Positivo +3513,97,66,96,Negativo +3514,85,122,104,Positivo +3515,100,43,95,Negativo +3516,88,109,95,Positivo +3517,85,107,105,Positivo +3518,99,122,98,Negativo +3519,92,88,97,Negativo +3520,88,124,103,Positivo +3521,97,96,97,Negativo +3522,88,74,96,Positivo +3523,87,113,95,Positivo +3524,98,109,96,Negativo +3525,90,44,105,Positivo +3526,97,120,100,Negativo +3527,94,129,95,Negativo +3528,99,75,95,Negativo +3529,85,99,98,Positivo +3530,96,87,104,Negativo +3531,96,70,101,Negativo +3532,89,61,104,Positivo +3533,85,120,100,Positivo +3534,96,123,101,Positivo +3535,92,50,101,Positivo +3536,97,118,98,Negativo +3537,95,41,101,Positivo +3538,87,105,97,Positivo +3539,87,49,105,Positivo +3540,94,92,104,Positivo +3541,93,124,102,Positivo +3542,99,128,100,Negativo +3543,99,70,104,Negativo +3544,92,40,101,Positivo +3545,93,74,95,Negativo +3546,98,72,103,Negativo +3547,88,87,96,Positivo +3548,85,98,99,Positivo +3549,98,121,95,Negativo +3550,96,93,98,Negativo +3551,100,61,98,Negativo +3552,100,59,105,Negativo +3553,93,113,97,Negativo +3554,94,52,97,Negativo +3555,99,91,98,Negativo +3556,92,114,103,Positivo +3557,86,71,95,Positivo +3558,89,89,99,Positivo +3559,91,72,95,Negativo +3560,85,109,100,Positivo +3561,100,84,101,Negativo +3562,100,87,96,Negativo +3563,95,60,103,Negativo +3564,86,70,105,Positivo +3565,96,106,105,Negativo +3566,91,87,103,Positivo +3567,95,69,95,Negativo +3568,96,77,102,Negativo +3569,97,63,104,Negativo +3570,88,80,96,Positivo +3571,85,43,96,Positivo +3572,86,46,103,Positivo +3573,87,42,103,Positivo +3574,91,50,98,Negativo +3575,100,64,96,Negativo +3576,88,89,98,Positivo +3577,88,42,97,Positivo +3578,94,94,96,Negativo +3579,96,60,97,Negativo +3580,86,78,99,Positivo +3581,93,66,97,Negativo +3582,97,98,102,Negativo +3583,100,43,99,Negativo +3584,86,62,98,Positivo +3585,85,107,102,Positivo +3586,100,96,102,Negativo +3587,87,121,105,Positivo +3588,97,105,103,Negativo +3589,96,85,103,Negativo +3590,100,127,95,Negativo +3591,88,98,104,Positivo +3592,96,71,97,Negativo +3593,87,117,95,Positivo +3594,85,59,104,Positivo +3595,94,55,105,Positivo +3596,93,104,98,Negativo +3597,92,78,105,Positivo +3598,100,46,97,Negativo +3599,98,112,96,Negativo +3600,93,122,101,Positivo +3601,85,74,98,Positivo +3602,93,70,96,Negativo +3603,86,123,103,Positivo +3604,93,71,104,Positivo +3605,92,51,104,Positivo +3606,94,107,96,Negativo +3607,94,55,95,Negativo +3608,88,84,98,Positivo +3609,98,101,103,Negativo +3610,87,128,101,Positivo +3611,100,125,97,Negativo +3612,92,113,104,Positivo +3613,98,108,98,Negativo +3614,92,127,95,Positivo +3615,93,72,99,Negativo +3616,94,107,97,Negativo +3617,96,69,99,Negativo +3618,88,91,102,Positivo +3619,99,73,95,Negativo +3620,95,115,98,Negativo +3621,95,91,99,Negativo +3622,89,118,98,Positivo +3623,92,69,101,Positivo +3624,93,107,101,Positivo +3625,90,94,99,Negativo +3626,86,106,101,Positivo +3627,92,85,97,Negativo +3628,96,42,101,Positivo +3629,92,87,98,Negativo +3630,95,98,95,Negativo +3631,90,65,95,Negativo +3632,100,72,97,Negativo +3633,88,41,101,Positivo +3634,96,64,103,Negativo +3635,98,82,97,Negativo +3636,93,46,102,Positivo +3637,87,86,98,Positivo +3638,85,58,100,Positivo +3639,99,100,101,Negativo +3640,95,118,101,Positivo +3641,96,54,105,Negativo +3642,94,85,98,Negativo +3643,99,120,99,Negativo +3644,87,108,100,Positivo +3645,91,117,104,Positivo +3646,85,104,102,Positivo +3647,94,106,101,Positivo +3648,85,122,98,Positivo +3649,92,73,101,Positivo +3650,97,89,103,Negativo +3651,93,67,96,Negativo +3652,93,85,97,Negativo +3653,96,44,95,Negativo +3654,94,49,105,Positivo +3655,88,56,97,Positivo +3656,100,42,102,Negativo +3657,94,79,104,Positivo +3658,85,69,102,Positivo +3659,86,52,100,Positivo +3660,87,77,98,Positivo +3661,94,116,105,Positivo +3662,98,110,105,Negativo +3663,100,92,101,Negativo +3664,87,81,102,Positivo +3665,98,77,100,Negativo +3666,100,40,101,Negativo +3667,90,103,105,Positivo +3668,86,125,102,Positivo +3669,92,89,99,Negativo +3670,85,97,103,Positivo +3671,89,67,96,Positivo +3672,91,109,99,Negativo +3673,97,117,95,Negativo +3674,91,53,97,Negativo +3675,100,94,95,Negativo +3676,90,57,103,Positivo +3677,99,91,100,Negativo +3678,100,119,100,Negativo +3679,87,73,97,Positivo +3680,93,60,97,Negativo +3681,99,104,104,Negativo +3682,99,87,105,Negativo +3683,97,96,104,Negativo +3684,97,93,104,Negativo +3685,99,90,98,Negativo +3686,100,80,99,Negativo +3687,89,64,103,Positivo +3688,97,106,103,Negativo +3689,99,92,99,Negativo +3690,91,105,98,Negativo +3691,95,123,101,Positivo +3692,94,42,101,Positivo +3693,93,63,104,Positivo +3694,88,102,97,Positivo +3695,100,50,96,Negativo +3696,86,62,98,Positivo +3697,98,49,98,Negativo +3698,85,93,100,Positivo +3699,87,68,96,Positivo +3700,91,100,99,Negativo +3701,86,89,95,Positivo +3702,100,123,98,Negativo +3703,88,117,105,Positivo +3704,94,105,97,Negativo +3705,100,51,101,Negativo +3706,87,83,103,Positivo +3707,93,113,103,Positivo +3708,94,92,96,Negativo +3709,98,53,100,Negativo +3710,94,61,96,Negativo +3711,100,54,105,Negativo +3712,86,86,101,Positivo +3713,95,45,100,Negativo +3714,91,117,96,Positivo +3715,86,123,102,Positivo +3716,99,124,101,Negativo +3717,95,114,100,Negativo +3718,85,46,104,Positivo +3719,85,59,98,Positivo +3720,95,74,99,Negativo +3721,100,71,97,Negativo +3722,92,44,104,Positivo +3723,87,120,102,Positivo +3724,95,122,97,Negativo +3725,87,60,105,Positivo +3726,99,116,101,Negativo +3727,89,89,103,Positivo +3728,90,91,105,Positivo +3729,96,65,98,Negativo +3730,87,122,102,Positivo +3731,89,61,105,Positivo +3732,96,92,104,Negativo +3733,85,130,101,Positivo +3734,92,62,95,Negativo +3735,96,107,96,Negativo +3736,99,108,101,Negativo +3737,88,97,102,Positivo +3738,87,72,98,Positivo +3739,93,78,100,Negativo +3740,100,56,103,Negativo +3741,91,88,97,Negativo +3742,99,48,105,Negativo +3743,93,88,101,Positivo +3744,85,80,97,Positivo +3745,89,46,95,Positivo +3746,91,49,96,Positivo +3747,90,115,101,Positivo +3748,87,49,103,Positivo +3749,98,48,99,Negativo +3750,85,81,97,Positivo +3751,88,44,97,Positivo +3752,87,98,97,Positivo +3753,88,42,101,Positivo +3754,93,116,101,Positivo +3755,100,121,103,Negativo +3756,97,61,102,Negativo +3757,86,61,98,Positivo +3758,85,110,101,Positivo +3759,89,46,105,Positivo +3760,94,128,100,Negativo +3761,90,113,98,Positivo +3762,93,110,96,Negativo +3763,98,64,98,Negativo +3764,85,90,96,Positivo +3765,91,68,99,Negativo +3766,91,97,102,Positivo +3767,94,128,105,Positivo +3768,96,63,103,Negativo +3769,94,90,105,Positivo +3770,89,119,97,Positivo +3771,85,118,100,Positivo +3772,91,123,103,Positivo +3773,87,116,101,Positivo +3774,97,104,96,Negativo +3775,87,88,100,Positivo +3776,96,109,103,Negativo +3777,85,117,98,Positivo +3778,99,104,105,Negativo +3779,95,78,101,Negativo +3780,87,92,105,Positivo +3781,97,113,95,Negativo +3782,90,66,103,Positivo +3783,95,93,99,Negativo +3784,86,86,101,Positivo +3785,87,47,103,Positivo +3786,93,78,95,Negativo +3787,92,46,102,Positivo +3788,95,70,95,Negativo +3789,98,109,102,Negativo +3790,94,115,103,Positivo +3791,87,71,96,Positivo +3792,99,49,99,Negativo +3793,95,95,96,Negativo +3794,95,99,105,Negativo +3795,86,68,100,Positivo +3796,87,121,96,Positivo +3797,99,96,105,Negativo +3798,89,47,102,Positivo +3799,100,109,95,Negativo +3800,94,94,99,Negativo +3801,88,107,103,Positivo +3802,95,90,101,Negativo +3803,98,122,101,Negativo +3804,97,119,103,Negativo +3805,89,119,96,Positivo +3806,86,95,99,Positivo +3807,100,79,101,Negativo +3808,95,111,101,Positivo +3809,91,41,99,Positivo +3810,100,66,98,Negativo +3811,91,74,97,Negativo +3812,98,69,95,Negativo +3813,95,79,99,Negativo +3814,99,61,105,Negativo +3815,86,130,105,Positivo +3816,87,69,102,Positivo +3817,97,102,102,Negativo +3818,97,77,104,Negativo +3819,92,117,105,Positivo +3820,90,96,101,Positivo +3821,98,60,99,Negativo +3822,95,61,100,Negativo +3823,85,103,99,Positivo +3824,93,113,101,Positivo +3825,99,59,99,Negativo +3826,91,119,95,Positivo +3827,97,77,97,Negativo +3828,99,126,95,Negativo +3829,94,129,99,Negativo +3830,99,83,96,Negativo +3831,88,117,105,Positivo +3832,86,55,102,Positivo +3833,89,51,102,Positivo +3834,88,71,102,Positivo +3835,88,54,105,Positivo +3836,89,85,101,Positivo +3837,98,100,101,Negativo +3838,96,83,96,Negativo +3839,100,58,95,Negativo +3840,89,90,95,Positivo +3841,93,50,103,Positivo +3842,89,126,98,Positivo +3843,97,74,101,Negativo +3844,95,122,102,Positivo +3845,95,95,102,Negativo +3846,100,106,98,Negativo +3847,88,84,100,Positivo +3848,100,85,100,Negativo +3849,86,82,97,Positivo +3850,96,93,103,Negativo +3851,98,50,100,Negativo +3852,100,66,98,Negativo +3853,90,85,100,Negativo +3854,93,97,101,Positivo +3855,99,108,104,Negativo +3856,86,45,103,Positivo +3857,95,104,98,Negativo +3858,89,126,97,Positivo +3859,92,103,95,Negativo +3860,87,47,98,Positivo +3861,90,118,100,Positivo +3862,92,45,98,Positivo +3863,87,75,104,Positivo +3864,96,129,101,Positivo +3865,95,76,103,Negativo +3866,92,92,98,Negativo +3867,100,55,101,Negativo +3868,99,75,97,Negativo +3869,95,100,102,Negativo +3870,100,104,95,Negativo +3871,87,97,102,Positivo +3872,90,108,100,Negativo +3873,85,41,101,Positivo +3874,92,107,105,Positivo +3875,99,100,97,Negativo +3876,87,110,103,Positivo +3877,85,118,99,Positivo +3878,98,52,97,Negativo +3879,99,77,99,Negativo +3880,86,110,96,Positivo +3881,97,99,98,Negativo +3882,94,106,97,Negativo +3883,92,58,97,Negativo +3884,99,125,104,Negativo +3885,97,68,101,Negativo +3886,85,116,95,Positivo +3887,87,99,105,Positivo +3888,96,125,101,Positivo +3889,86,77,104,Positivo +3890,94,113,103,Positivo +3891,87,125,103,Positivo +3892,85,74,102,Positivo +3893,89,128,105,Positivo +3894,99,99,99,Negativo +3895,99,123,105,Negativo +3896,93,76,102,Positivo +3897,86,62,96,Positivo +3898,86,70,102,Positivo +3899,99,51,98,Negativo +3900,93,121,105,Positivo +3901,99,95,101,Negativo +3902,97,99,95,Negativo +3903,97,86,100,Negativo +3904,90,77,96,Negativo +3905,85,96,102,Positivo +3906,85,55,100,Positivo +3907,99,106,100,Negativo +3908,87,82,101,Positivo +3909,91,53,105,Positivo +3910,97,43,103,Negativo +3911,96,85,104,Negativo +3912,91,68,95,Negativo +3913,93,77,97,Negativo +3914,98,58,99,Negativo +3915,85,75,99,Positivo +3916,93,93,97,Negativo +3917,95,109,95,Negativo +3918,91,70,105,Positivo +3919,87,101,96,Positivo +3920,91,112,102,Positivo +3921,95,69,104,Negativo +3922,92,44,99,Positivo +3923,100,65,104,Negativo +3924,91,40,103,Positivo +3925,95,77,96,Negativo +3926,97,112,101,Negativo +3927,90,44,104,Positivo +3928,95,43,105,Positivo +3929,95,64,95,Negativo +3930,95,108,102,Negativo +3931,93,99,96,Negativo +3932,94,99,97,Negativo +3933,91,110,102,Positivo +3934,86,104,95,Positivo +3935,98,116,99,Negativo +3936,98,104,103,Negativo +3937,91,41,105,Positivo +3938,91,116,99,Positivo +3939,92,111,97,Positivo +3940,93,70,103,Positivo +3941,99,74,103,Negativo +3942,95,77,98,Negativo +3943,90,54,101,Positivo +3944,93,82,95,Negativo +3945,88,109,100,Positivo +3946,88,118,105,Positivo +3947,100,52,101,Negativo +3948,87,76,102,Positivo +3949,94,55,103,Positivo +3950,92,127,96,Positivo +3951,97,67,104,Negativo +3952,87,70,105,Positivo +3953,95,74,103,Negativo +3954,98,83,99,Negativo +3955,90,60,101,Positivo +3956,91,51,104,Positivo +3957,85,52,98,Positivo +3958,100,124,102,Negativo +3959,97,89,101,Negativo +3960,100,127,98,Negativo +3961,87,71,101,Positivo +3962,95,125,101,Positivo +3963,97,127,104,Negativo +3964,86,115,102,Positivo +3965,92,81,95,Negativo +3966,94,79,97,Negativo +3967,100,98,95,Negativo +3968,85,44,105,Positivo +3969,92,54,95,Negativo +3970,90,99,100,Negativo +3971,93,96,95,Negativo +3972,89,71,101,Positivo +3973,90,94,97,Negativo +3974,87,90,97,Positivo +3975,86,65,103,Positivo +3976,100,108,98,Negativo +3977,86,48,100,Positivo +3978,86,96,100,Positivo +3979,96,104,97,Negativo +3980,88,61,97,Positivo +3981,91,114,97,Positivo +3982,88,59,105,Positivo +3983,91,55,103,Positivo +3984,95,58,96,Negativo +3985,92,87,97,Negativo +3986,99,128,95,Negativo +3987,93,105,97,Negativo +3988,86,106,102,Positivo +3989,91,86,105,Positivo +3990,87,77,104,Positivo +3991,92,127,104,Positivo +3992,87,41,101,Positivo +3993,90,118,98,Positivo +3994,89,130,102,Positivo +3995,87,60,97,Positivo +3996,95,56,97,Negativo +3997,85,81,100,Positivo +3998,96,48,105,Positivo +3999,95,66,97,Negativo +4000,97,50,105,Negativo +4001,100,112,97,Negativo +4002,91,61,100,Negativo +4003,97,96,105,Negativo +4004,99,68,105,Negativo +4005,99,62,100,Negativo +4006,90,120,102,Positivo +4007,98,69,95,Negativo +4008,94,53,97,Negativo +4009,96,45,100,Negativo +4010,97,121,104,Negativo +4011,99,117,105,Negativo +4012,92,98,99,Negativo +4013,98,58,99,Negativo +4014,97,54,98,Negativo +4015,86,118,98,Positivo +4016,96,95,96,Negativo +4017,95,47,95,Negativo +4018,98,91,100,Negativo +4019,95,46,100,Negativo +4020,85,83,102,Positivo +4021,98,103,99,Negativo +4022,86,110,95,Positivo +4023,91,110,99,Negativo +4024,97,130,100,Negativo +4025,97,97,103,Negativo +4026,99,55,103,Negativo +4027,96,115,98,Negativo +4028,87,51,97,Positivo +4029,97,85,96,Negativo +4030,89,122,97,Positivo +4031,93,46,99,Negativo +4032,92,83,97,Negativo +4033,97,60,103,Negativo +4034,85,99,104,Positivo +4035,92,51,98,Negativo +4036,87,78,104,Positivo +4037,91,48,98,Positivo +4038,90,71,100,Negativo +4039,98,113,99,Negativo +4040,86,48,102,Positivo +4041,96,50,103,Negativo +4042,93,127,104,Positivo +4043,100,70,102,Negativo +4044,92,59,98,Negativo +4045,99,120,99,Negativo +4046,89,128,99,Positivo +4047,96,104,99,Negativo +4048,90,70,99,Negativo +4049,91,68,96,Negativo +4050,91,77,95,Negativo +4051,90,93,97,Negativo +4052,87,58,95,Positivo +4053,87,75,101,Positivo +4054,99,64,101,Negativo +4055,100,85,99,Negativo +4056,98,57,104,Negativo +4057,85,69,99,Positivo +4058,93,98,104,Positivo +4059,89,93,99,Positivo +4060,95,62,103,Negativo +4061,90,80,97,Negativo +4062,97,75,102,Negativo +4063,93,44,102,Positivo +4064,94,125,97,Negativo +4065,94,89,103,Positivo +4066,89,74,99,Positivo +4067,94,79,102,Positivo +4068,87,111,99,Positivo +4069,85,95,100,Positivo +4070,91,55,102,Positivo +4071,95,56,99,Negativo +4072,89,117,97,Positivo +4073,96,82,102,Negativo +4074,85,66,98,Positivo +4075,88,111,95,Positivo +4076,86,63,99,Positivo +4077,95,82,104,Negativo +4078,92,80,105,Positivo +4079,99,72,100,Negativo +4080,98,76,96,Negativo +4081,86,48,104,Positivo +4082,100,70,105,Negativo +4083,90,83,96,Negativo +4084,93,67,99,Negativo +4085,90,92,99,Negativo +4086,87,92,103,Positivo +4087,92,93,98,Negativo +4088,99,112,95,Negativo +4089,98,57,99,Negativo +4090,93,102,96,Negativo +4091,100,105,100,Negativo +4092,88,106,99,Positivo +4093,96,96,99,Negativo +4094,93,110,104,Positivo +4095,87,42,99,Positivo +4096,95,89,95,Negativo +4097,97,44,103,Negativo +4098,100,47,100,Negativo +4099,91,107,96,Negativo +4100,95,55,102,Negativo +4101,90,96,104,Positivo +4102,93,104,105,Positivo +4103,97,88,102,Negativo +4104,94,107,96,Negativo +4105,89,112,105,Positivo +4106,89,95,102,Positivo +4107,95,80,96,Negativo +4108,93,110,99,Negativo +4109,91,123,95,Positivo +4110,94,82,96,Negativo +4111,96,117,98,Negativo +4112,89,94,104,Positivo +4113,95,77,96,Negativo +4114,88,97,95,Positivo +4115,85,68,96,Positivo +4116,91,130,98,Positivo +4117,92,107,105,Positivo +4118,86,70,97,Positivo +4119,100,90,103,Negativo +4120,100,71,104,Negativo +4121,92,111,100,Positivo +4122,97,110,101,Negativo +4123,97,113,105,Negativo +4124,91,126,97,Positivo +4125,88,63,95,Positivo +4126,88,42,103,Positivo +4127,100,69,99,Negativo +4128,97,127,102,Negativo +4129,94,96,96,Negativo +4130,96,86,104,Negativo +4131,92,119,102,Positivo +4132,95,42,98,Negativo +4133,97,119,103,Negativo +4134,98,80,102,Negativo +4135,91,115,105,Positivo +4136,96,95,99,Negativo +4137,100,62,99,Negativo +4138,100,110,98,Negativo +4139,91,43,97,Positivo +4140,85,96,97,Positivo +4141,88,82,99,Positivo +4142,89,110,98,Positivo +4143,93,128,103,Positivo +4144,92,47,95,Positivo +4145,87,67,102,Positivo +4146,85,101,105,Positivo +4147,98,67,98,Negativo +4148,87,99,102,Positivo +4149,95,65,96,Negativo +4150,100,130,101,Negativo +4151,100,41,97,Negativo +4152,95,52,102,Negativo +4153,96,126,103,Positivo +4154,85,74,105,Positivo +4155,90,84,98,Negativo +4156,98,92,99,Negativo +4157,90,74,98,Negativo +4158,86,88,103,Positivo +4159,92,113,101,Positivo +4160,97,54,99,Negativo +4161,96,83,98,Negativo +4162,90,94,100,Negativo +4163,87,126,105,Positivo +4164,97,41,101,Negativo +4165,99,44,102,Negativo +4166,91,121,101,Positivo +4167,89,58,101,Positivo +4168,94,88,105,Positivo +4169,96,84,96,Negativo +4170,93,53,97,Negativo +4171,100,66,100,Negativo +4172,87,54,105,Positivo +4173,98,48,101,Negativo +4174,93,60,104,Positivo +4175,97,56,102,Negativo +4176,90,107,100,Negativo +4177,85,129,104,Positivo +4178,89,119,99,Positivo +4179,85,46,96,Positivo +4180,95,82,104,Negativo +4181,91,59,105,Positivo +4182,93,115,99,Negativo +4183,95,61,100,Negativo +4184,90,123,105,Positivo +4185,100,90,100,Negativo +4186,96,46,100,Negativo +4187,100,129,101,Negativo +4188,88,120,99,Positivo +4189,92,89,99,Negativo +4190,96,66,98,Negativo +4191,92,66,102,Positivo +4192,89,64,95,Positivo +4193,91,118,98,Positivo +4194,85,95,95,Positivo +4195,88,93,97,Positivo +4196,95,62,102,Negativo +4197,95,56,101,Negativo +4198,86,71,101,Positivo +4199,99,52,98,Negativo +4200,96,123,104,Positivo +4201,87,50,99,Positivo +4202,87,73,98,Positivo +4203,92,91,104,Positivo +4204,97,117,97,Negativo +4205,89,83,105,Positivo +4206,85,48,103,Positivo +4207,88,110,98,Positivo +4208,87,128,102,Positivo +4209,88,93,99,Positivo +4210,99,69,105,Negativo +4211,94,43,98,Negativo +4212,87,50,105,Positivo +4213,88,69,95,Positivo +4214,95,68,97,Negativo +4215,94,62,95,Negativo +4216,92,84,99,Negativo +4217,95,59,99,Negativo +4218,91,74,103,Positivo +4219,90,101,104,Positivo +4220,94,103,98,Negativo +4221,97,130,103,Negativo +4222,100,59,103,Negativo +4223,99,121,95,Negativo +4224,87,42,97,Positivo +4225,86,82,103,Positivo +4226,97,97,101,Negativo +4227,89,124,104,Positivo +4228,89,79,104,Positivo +4229,92,81,102,Positivo +4230,94,63,100,Negativo +4231,90,69,98,Negativo +4232,99,105,103,Negativo +4233,88,123,99,Positivo +4234,94,104,97,Negativo +4235,85,62,99,Positivo +4236,95,42,95,Negativo +4237,94,129,100,Negativo +4238,93,103,102,Positivo +4239,89,117,100,Positivo +4240,100,46,104,Negativo +4241,87,64,97,Positivo +4242,92,47,105,Positivo +4243,96,84,95,Negativo +4244,94,102,97,Negativo +4245,100,103,99,Negativo +4246,99,112,105,Negativo +4247,87,101,97,Positivo +4248,87,96,95,Positivo +4249,100,130,97,Negativo +4250,87,108,96,Positivo +4251,99,66,103,Negativo +4252,86,74,103,Positivo +4253,86,111,98,Positivo +4254,87,78,97,Positivo +4255,95,86,99,Negativo +4256,92,96,98,Negativo +4257,92,95,98,Negativo +4258,86,113,105,Positivo +4259,96,128,101,Positivo +4260,88,126,102,Positivo +4261,100,72,100,Negativo +4262,91,104,103,Positivo +4263,87,95,99,Positivo +4264,86,107,98,Positivo +4265,95,78,98,Negativo +4266,96,108,98,Negativo +4267,90,66,97,Negativo +4268,100,88,105,Negativo +4269,90,87,96,Negativo +4270,95,62,102,Negativo +4271,90,64,98,Negativo +4272,87,119,102,Positivo +4273,96,42,97,Negativo +4274,88,74,101,Positivo +4275,91,125,99,Positivo +4276,99,119,102,Negativo +4277,86,43,98,Positivo +4278,98,51,100,Negativo +4279,98,111,99,Negativo +4280,99,60,104,Negativo +4281,87,96,95,Positivo +4282,92,71,98,Negativo +4283,87,117,99,Positivo +4284,94,87,95,Negativo +4285,87,106,104,Positivo +4286,89,68,101,Positivo +4287,95,58,99,Negativo +4288,93,56,98,Negativo +4289,96,129,99,Negativo +4290,96,60,103,Negativo +4291,92,71,99,Negativo +4292,87,62,95,Positivo +4293,96,114,104,Positivo +4294,95,60,103,Negativo +4295,100,81,101,Negativo +4296,95,46,101,Positivo +4297,91,75,105,Positivo +4298,95,127,98,Negativo +4299,93,73,99,Negativo +4300,96,55,105,Negativo +4301,95,82,102,Negativo +4302,91,98,97,Negativo +4303,97,69,95,Negativo +4304,98,61,95,Negativo +4305,85,56,104,Positivo +4306,99,70,105,Negativo +4307,89,70,100,Positivo +4308,100,68,96,Negativo +4309,86,80,101,Positivo +4310,100,42,96,Negativo +4311,95,50,99,Negativo +4312,95,51,103,Negativo +4313,95,104,101,Negativo +4314,95,87,99,Negativo +4315,97,59,101,Negativo +4316,94,43,96,Negativo +4317,93,110,99,Negativo +4318,95,105,99,Negativo +4319,95,113,101,Positivo +4320,93,67,105,Positivo +4321,94,46,98,Negativo +4322,96,77,97,Negativo +4323,89,129,105,Positivo +4324,86,56,101,Positivo +4325,88,128,99,Positivo +4326,87,69,104,Positivo +4327,92,44,99,Positivo +4328,96,99,96,Negativo +4329,91,52,102,Positivo +4330,89,60,96,Positivo +4331,93,115,98,Negativo +4332,95,103,103,Negativo +4333,89,68,98,Positivo +4334,92,100,95,Negativo +4335,99,56,103,Negativo +4336,97,69,101,Negativo +4337,90,104,102,Positivo +4338,85,125,101,Positivo +4339,86,125,95,Positivo +4340,91,119,95,Positivo +4341,90,123,96,Positivo +4342,86,101,102,Positivo +4343,87,45,100,Positivo +4344,91,70,99,Negativo +4345,99,77,97,Negativo +4346,99,96,98,Negativo +4347,85,97,96,Positivo +4348,97,65,102,Negativo +4349,87,91,95,Positivo +4350,100,101,105,Negativo +4351,94,73,102,Positivo +4352,87,104,101,Positivo +4353,99,100,101,Negativo +4354,96,114,97,Negativo +4355,88,111,104,Positivo +4356,99,88,100,Negativo +4357,97,98,97,Negativo +4358,98,62,101,Negativo +4359,90,64,105,Positivo +4360,86,52,99,Positivo +4361,97,72,96,Negativo +4362,96,124,99,Negativo +4363,98,85,101,Negativo +4364,96,74,105,Negativo +4365,89,51,98,Positivo +4366,89,120,95,Positivo +4367,85,55,96,Positivo +4368,92,40,100,Positivo +4369,87,105,102,Positivo +4370,85,62,98,Positivo +4371,87,122,105,Positivo +4372,88,124,103,Positivo +4373,98,58,103,Negativo +4374,94,113,96,Negativo +4375,85,69,98,Positivo +4376,95,82,104,Negativo +4377,99,111,98,Negativo +4378,99,129,100,Negativo +4379,95,90,98,Negativo +4380,94,82,96,Negativo +4381,87,54,104,Positivo +4382,97,124,98,Negativo +4383,93,43,102,Positivo +4384,86,88,96,Positivo +4385,89,85,99,Positivo +4386,85,88,97,Positivo +4387,95,110,103,Negativo +4388,100,78,104,Negativo +4389,91,110,96,Negativo +4390,87,55,103,Positivo +4391,91,127,103,Positivo +4392,99,120,99,Negativo +4393,87,101,102,Positivo +4394,85,52,95,Positivo +4395,91,126,105,Positivo +4396,86,60,98,Positivo +4397,90,71,95,Negativo +4398,93,109,104,Positivo +4399,85,74,97,Positivo +4400,88,115,105,Positivo +4401,94,60,100,Negativo +4402,96,52,105,Negativo +4403,98,98,101,Negativo +4404,87,120,98,Positivo +4405,93,129,95,Negativo +4406,97,104,102,Negativo +4407,100,72,103,Negativo +4408,88,79,103,Positivo +4409,95,104,98,Negativo +4410,94,105,97,Negativo +4411,97,128,102,Negativo +4412,96,111,96,Negativo +4413,90,116,98,Positivo +4414,92,79,104,Positivo +4415,90,92,98,Negativo +4416,90,85,96,Negativo +4417,88,99,95,Positivo +4418,100,116,101,Negativo +4419,88,76,105,Positivo +4420,91,75,99,Negativo +4421,88,114,102,Positivo +4422,90,108,103,Positivo +4423,92,108,105,Positivo +4424,86,60,98,Positivo +4425,87,103,103,Positivo +4426,95,107,98,Negativo +4427,92,83,100,Negativo +4428,85,120,97,Positivo +4429,100,60,96,Negativo +4430,97,123,103,Negativo +4431,89,112,103,Positivo +4432,94,58,100,Negativo +4433,86,120,95,Positivo +4434,88,71,95,Positivo +4435,85,43,104,Positivo +4436,88,42,96,Positivo +4437,99,118,95,Negativo +4438,91,83,96,Negativo +4439,93,126,101,Positivo +4440,96,46,95,Negativo +4441,97,123,99,Negativo +4442,85,114,95,Positivo +4443,99,68,99,Negativo +4444,87,79,97,Positivo +4445,91,61,95,Negativo +4446,95,106,95,Negativo +4447,91,90,97,Negativo +4448,98,61,105,Negativo +4449,89,59,98,Positivo +4450,100,104,98,Negativo +4451,87,96,102,Positivo +4452,98,43,102,Negativo +4453,88,128,99,Positivo +4454,91,94,103,Positivo +4455,92,42,100,Positivo +4456,85,67,99,Positivo +4457,93,49,101,Positivo +4458,100,117,97,Negativo +4459,94,110,95,Negativo +4460,87,40,104,Positivo +4461,99,50,97,Negativo +4462,99,117,102,Negativo +4463,87,112,99,Positivo +4464,100,99,99,Negativo +4465,92,124,95,Positivo +4466,92,103,101,Positivo +4467,92,108,97,Negativo +4468,91,101,96,Negativo +4469,92,92,100,Negativo +4470,92,81,96,Negativo +4471,91,42,101,Positivo +4472,96,47,104,Positivo +4473,99,106,105,Negativo +4474,93,119,98,Negativo +4475,97,81,98,Negativo +4476,91,64,104,Positivo +4477,100,45,101,Negativo +4478,97,73,103,Negativo +4479,100,114,98,Negativo +4480,98,109,102,Negativo +4481,100,48,98,Negativo +4482,93,89,103,Positivo +4483,92,84,95,Negativo +4484,92,79,104,Positivo +4485,93,55,96,Negativo +4486,95,72,100,Negativo +4487,88,77,105,Positivo +4488,98,104,102,Negativo +4489,92,94,97,Negativo +4490,96,56,95,Negativo +4491,97,107,95,Negativo +4492,90,70,95,Negativo +4493,96,89,105,Negativo +4494,97,123,101,Negativo +4495,92,98,101,Positivo +4496,93,119,100,Negativo +4497,98,79,101,Negativo +4498,86,40,104,Positivo +4499,94,65,98,Negativo +4500,99,50,98,Negativo +4501,92,62,103,Positivo +4502,85,92,103,Positivo +4503,93,65,96,Negativo +4504,91,119,97,Positivo +4505,90,64,101,Positivo +4506,88,62,104,Positivo +4507,90,96,103,Positivo +4508,100,94,98,Negativo +4509,91,108,103,Positivo +4510,95,84,100,Negativo +4511,100,107,104,Negativo +4512,97,47,98,Negativo +4513,100,81,99,Negativo +4514,91,68,103,Positivo +4515,98,61,104,Negativo +4516,96,45,102,Positivo +4517,98,67,105,Negativo +4518,98,103,95,Negativo +4519,88,96,95,Positivo +4520,95,130,100,Negativo +4521,95,106,102,Negativo +4522,96,88,95,Negativo +4523,93,46,103,Positivo +4524,94,57,99,Negativo +4525,95,110,98,Negativo +4526,85,61,101,Positivo +4527,88,85,101,Positivo +4528,93,129,99,Negativo +4529,91,123,102,Positivo +4530,96,83,98,Negativo +4531,93,60,95,Negativo +4532,91,98,102,Positivo +4533,95,49,95,Negativo +4534,95,47,98,Negativo +4535,93,101,95,Negativo +4536,89,55,100,Positivo +4537,97,110,95,Negativo +4538,87,116,101,Positivo +4539,97,43,104,Negativo +4540,97,70,102,Negativo +4541,90,64,99,Negativo +4542,87,106,98,Positivo +4543,95,49,104,Positivo +4544,88,45,104,Positivo +4545,95,92,102,Negativo +4546,96,56,95,Negativo +4547,90,42,96,Positivo +4548,92,116,102,Positivo +4549,86,77,97,Positivo +4550,91,114,103,Positivo +4551,99,129,100,Negativo +4552,87,42,101,Positivo +4553,94,116,103,Positivo +4554,94,129,103,Positivo +4555,86,91,98,Positivo +4556,96,40,99,Negativo +4557,86,127,96,Positivo +4558,97,113,101,Negativo +4559,95,57,104,Negativo +4560,92,88,101,Positivo +4561,88,73,97,Positivo +4562,90,106,103,Positivo +4563,100,115,100,Negativo +4564,87,80,103,Positivo +4565,90,66,100,Negativo +4566,85,128,98,Positivo +4567,89,85,105,Positivo +4568,85,101,105,Positivo +4569,98,118,99,Negativo +4570,91,41,98,Positivo +4571,95,77,95,Negativo +4572,95,108,100,Negativo +4573,89,72,98,Positivo +4574,93,41,100,Negativo +4575,85,79,98,Positivo +4576,87,45,102,Positivo +4577,85,73,97,Positivo +4578,87,86,100,Positivo +4579,91,106,99,Negativo +4580,100,66,99,Negativo +4581,90,99,104,Positivo +4582,94,125,102,Positivo +4583,98,104,95,Negativo +4584,86,40,98,Positivo +4585,96,75,96,Negativo +4586,96,111,100,Negativo +4587,89,89,101,Positivo +4588,97,121,103,Negativo +4589,88,118,100,Positivo +4590,96,46,98,Negativo +4591,100,58,97,Negativo +4592,100,112,105,Negativo +4593,98,42,95,Negativo +4594,95,44,101,Positivo +4595,93,45,95,Negativo +4596,91,42,104,Positivo +4597,94,108,101,Positivo +4598,87,51,98,Positivo +4599,94,66,102,Positivo +4600,100,92,96,Negativo +4601,90,128,95,Positivo +4602,86,103,96,Positivo +4603,88,59,104,Positivo +4604,93,115,95,Negativo +4605,100,107,96,Negativo +4606,100,114,100,Negativo +4607,91,110,98,Negativo +4608,90,98,96,Negativo +4609,91,63,95,Negativo +4610,88,123,99,Positivo +4611,90,46,96,Positivo +4612,85,85,99,Positivo +4613,87,74,99,Positivo +4614,91,63,100,Negativo +4615,89,118,104,Positivo +4616,95,63,99,Negativo +4617,92,44,101,Positivo +4618,93,61,104,Positivo +4619,85,101,97,Positivo +4620,97,116,101,Negativo +4621,88,123,103,Positivo +4622,96,114,102,Positivo +4623,100,126,98,Negativo +4624,91,82,100,Negativo +4625,86,105,103,Positivo +4626,87,106,101,Positivo +4627,98,118,102,Negativo +4628,100,124,102,Negativo +4629,96,100,105,Negativo +4630,94,88,100,Negativo +4631,85,75,100,Positivo +4632,98,75,103,Negativo +4633,93,126,105,Positivo +4634,91,79,103,Positivo +4635,96,121,96,Negativo +4636,97,96,103,Negativo +4637,96,122,103,Positivo +4638,97,53,97,Negativo +4639,96,56,95,Negativo +4640,98,45,96,Negativo +4641,88,113,98,Positivo +4642,99,126,104,Negativo +4643,93,57,95,Negativo +4644,94,115,101,Positivo +4645,96,113,103,Positivo +4646,93,110,100,Negativo +4647,88,46,104,Positivo +4648,85,47,96,Positivo +4649,98,116,99,Negativo +4650,99,119,97,Negativo +4651,98,51,99,Negativo +4652,96,41,100,Negativo +4653,100,57,105,Negativo +4654,98,59,102,Negativo +4655,88,118,99,Positivo +4656,86,75,98,Positivo +4657,87,94,101,Positivo +4658,92,95,97,Negativo +4659,95,129,101,Positivo +4660,98,70,104,Negativo +4661,97,113,105,Negativo +4662,92,102,98,Negativo +4663,96,93,105,Negativo +4664,88,56,96,Positivo +4665,87,45,95,Positivo +4666,93,101,101,Positivo +4667,100,107,98,Negativo +4668,90,94,97,Negativo +4669,91,121,103,Positivo +4670,85,87,104,Positivo +4671,96,76,102,Negativo +4672,98,42,100,Negativo +4673,99,83,95,Negativo +4674,91,70,104,Positivo +4675,91,68,103,Positivo +4676,97,40,105,Negativo +4677,99,101,95,Negativo +4678,89,96,95,Positivo +4679,94,86,96,Negativo +4680,96,103,103,Negativo +4681,86,105,105,Positivo +4682,92,103,97,Negativo +4683,98,61,100,Negativo +4684,95,63,96,Negativo +4685,86,106,103,Positivo +4686,88,72,104,Positivo +4687,93,95,98,Negativo +4688,99,71,105,Negativo +4689,91,92,99,Negativo +4690,98,87,96,Negativo +4691,100,59,99,Negativo +4692,95,40,102,Positivo +4693,99,61,103,Negativo +4694,86,87,100,Positivo +4695,90,115,102,Positivo +4696,91,52,104,Positivo +4697,92,79,96,Negativo +4698,98,92,98,Negativo +4699,100,97,99,Negativo +4700,98,46,95,Negativo +4701,92,63,100,Negativo +4702,92,43,104,Positivo +4703,94,113,103,Positivo +4704,86,120,105,Positivo +4705,99,109,99,Negativo +4706,90,40,104,Positivo +4707,96,42,103,Positivo +4708,94,98,98,Negativo +4709,97,66,103,Negativo +4710,99,125,100,Negativo +4711,87,65,98,Positivo +4712,94,93,100,Negativo +4713,93,124,105,Positivo +4714,99,121,105,Negativo +4715,100,44,101,Negativo +4716,90,109,97,Negativo +4717,89,58,104,Positivo +4718,97,116,95,Negativo +4719,100,99,101,Negativo +4720,85,108,105,Positivo +4721,99,57,100,Negativo +4722,88,128,102,Positivo +4723,86,116,103,Positivo +4724,96,91,98,Negativo +4725,91,81,96,Negativo +4726,97,87,96,Negativo +4727,93,79,104,Positivo +4728,100,53,100,Negativo +4729,91,77,95,Negativo +4730,93,106,98,Negativo +4731,89,62,95,Positivo +4732,94,68,97,Negativo +4733,98,117,100,Negativo +4734,86,82,98,Positivo +4735,90,96,95,Negativo +4736,100,99,105,Negativo +4737,93,67,97,Negativo +4738,95,110,104,Negativo +4739,100,53,104,Negativo +4740,91,86,100,Negativo +4741,99,85,95,Negativo +4742,86,60,97,Positivo +4743,92,122,98,Positivo +4744,91,102,103,Positivo +4745,94,91,104,Positivo +4746,97,53,97,Negativo +4747,95,65,98,Negativo +4748,97,51,98,Negativo +4749,99,103,102,Negativo +4750,98,74,95,Negativo +4751,96,58,98,Negativo +4752,91,70,103,Positivo +4753,91,115,97,Positivo +4754,99,99,98,Negativo +4755,93,57,101,Positivo +4756,98,130,105,Negativo +4757,91,103,99,Negativo +4758,100,66,101,Negativo +4759,85,85,95,Positivo +4760,91,101,100,Negativo +4761,94,105,102,Positivo +4762,98,87,99,Negativo +4763,97,86,99,Negativo +4764,91,120,101,Positivo +4765,93,111,103,Positivo +4766,85,128,95,Positivo +4767,96,96,102,Negativo +4768,90,106,105,Positivo +4769,99,83,100,Negativo +4770,95,90,103,Negativo +4771,92,123,96,Positivo +4772,99,83,103,Negativo +4773,85,105,105,Positivo +4774,97,116,97,Negativo +4775,88,68,104,Positivo +4776,93,47,103,Positivo +4777,87,41,95,Positivo +4778,97,118,104,Negativo +4779,88,101,101,Positivo +4780,90,61,105,Positivo +4781,95,41,97,Negativo +4782,92,82,98,Negativo +4783,86,40,95,Positivo +4784,88,47,104,Positivo +4785,87,77,96,Positivo +4786,97,99,103,Negativo +4787,88,55,96,Positivo +4788,100,93,95,Negativo +4789,90,74,98,Negativo +4790,95,98,99,Negativo +4791,98,107,99,Negativo +4792,89,60,98,Positivo +4793,93,42,102,Positivo +4794,95,110,100,Negativo +4795,89,86,101,Positivo +4796,93,124,99,Negativo +4797,94,96,95,Negativo +4798,99,49,99,Negativo +4799,88,65,98,Positivo +4800,95,127,96,Negativo +4801,92,123,104,Positivo +4802,95,65,102,Negativo +4803,100,56,101,Negativo +4804,100,69,98,Negativo +4805,95,80,98,Negativo +4806,99,50,97,Negativo +4807,97,84,104,Negativo +4808,93,92,99,Negativo +4809,92,100,99,Negativo +4810,99,107,101,Negativo +4811,92,121,102,Positivo +4812,87,75,105,Positivo +4813,88,124,99,Positivo +4814,90,86,104,Positivo +4815,91,69,95,Negativo +4816,92,105,101,Positivo +4817,89,104,99,Positivo +4818,94,105,100,Negativo +4819,89,55,98,Positivo +4820,100,73,98,Negativo +4821,89,101,105,Positivo +4822,99,60,103,Negativo +4823,98,43,100,Negativo +4824,88,128,100,Positivo +4825,99,130,97,Negativo +4826,85,66,99,Positivo +4827,96,107,96,Negativo +4828,92,103,95,Negativo +4829,95,130,105,Positivo +4830,96,59,95,Negativo +4831,92,120,105,Positivo +4832,95,84,98,Negativo +4833,90,42,105,Positivo +4834,100,88,104,Negativo +4835,100,119,100,Negativo +4836,97,112,104,Negativo +4837,97,81,99,Negativo +4838,98,102,95,Negativo +4839,90,114,103,Positivo +4840,97,96,100,Negativo +4841,97,64,95,Negativo +4842,91,104,95,Negativo +4843,100,74,104,Negativo +4844,86,121,100,Positivo +4845,92,65,97,Negativo +4846,100,91,102,Negativo +4847,94,73,103,Positivo +4848,96,125,105,Positivo +4849,88,80,95,Positivo +4850,93,61,98,Negativo +4851,93,72,102,Positivo +4852,93,61,104,Positivo +4853,93,71,103,Positivo +4854,94,66,96,Negativo +4855,94,62,105,Positivo +4856,99,100,102,Negativo +4857,88,61,100,Positivo +4858,99,95,97,Negativo +4859,92,53,103,Positivo +4860,85,49,105,Positivo +4861,97,65,105,Negativo +4862,98,54,105,Negativo +4863,93,109,103,Positivo +4864,99,86,102,Negativo +4865,87,56,97,Positivo +4866,93,42,105,Positivo +4867,87,85,97,Positivo +4868,94,75,98,Negativo +4869,96,66,103,Negativo +4870,92,50,99,Negativo +4871,93,120,97,Negativo +4872,88,59,96,Positivo +4873,100,130,95,Negativo +4874,85,111,103,Positivo +4875,93,107,99,Negativo +4876,99,89,98,Negativo +4877,96,115,104,Positivo +4878,98,120,100,Negativo +4879,99,49,103,Negativo +4880,96,87,99,Negativo +4881,100,113,104,Negativo +4882,96,64,101,Negativo +4883,97,127,101,Negativo +4884,93,78,98,Negativo +4885,90,104,97,Negativo +4886,93,124,95,Negativo +4887,91,63,96,Negativo +4888,96,84,96,Negativo +4889,86,70,100,Positivo +4890,91,104,98,Negativo +4891,91,91,97,Negativo +4892,96,130,100,Negativo +4893,87,92,103,Positivo +4894,89,121,98,Positivo +4895,94,101,100,Negativo +4896,89,59,98,Positivo +4897,95,89,105,Negativo +4898,91,47,105,Positivo +4899,99,61,96,Negativo +4900,98,54,105,Negativo +4901,93,82,102,Positivo +4902,85,81,95,Positivo +4903,89,105,97,Positivo +4904,89,61,96,Positivo +4905,98,113,105,Negativo +4906,93,60,101,Positivo +4907,93,65,105,Positivo +4908,85,79,102,Positivo +4909,98,99,100,Negativo +4910,95,107,96,Negativo +4911,97,70,98,Negativo +4912,88,44,97,Positivo +4913,88,116,101,Positivo +4914,94,69,97,Negativo +4915,89,110,102,Positivo +4916,91,109,102,Positivo +4917,89,88,102,Positivo +4918,91,67,105,Positivo +4919,91,121,98,Positivo +4920,92,120,103,Positivo +4921,94,51,102,Positivo +4922,98,106,98,Negativo +4923,97,69,98,Negativo +4924,94,120,102,Positivo +4925,92,113,104,Positivo +4926,85,88,102,Positivo +4927,89,130,101,Positivo +4928,93,63,101,Positivo +4929,97,58,104,Negativo +4930,96,90,96,Negativo +4931,90,80,101,Positivo +4932,88,94,95,Positivo +4933,98,121,103,Negativo +4934,88,97,95,Positivo +4935,88,112,103,Positivo +4936,88,79,96,Positivo +4937,97,61,97,Negativo +4938,87,61,104,Positivo +4939,93,62,105,Positivo +4940,92,85,102,Positivo +4941,90,110,105,Positivo +4942,89,111,104,Positivo +4943,87,107,102,Positivo +4944,94,87,95,Negativo +4945,100,64,103,Negativo +4946,85,125,101,Positivo +4947,92,70,99,Negativo +4948,93,51,105,Positivo +4949,98,63,102,Negativo +4950,86,47,97,Positivo +4951,99,99,100,Negativo +4952,88,101,105,Positivo +4953,94,63,102,Positivo +4954,97,86,99,Negativo +4955,86,67,96,Positivo +4956,98,119,104,Negativo +4957,100,52,96,Negativo +4958,85,64,103,Positivo +4959,90,96,95,Negativo +4960,90,64,104,Positivo +4961,97,46,99,Negativo +4962,93,84,102,Positivo +4963,100,88,95,Negativo +4964,88,65,95,Positivo +4965,87,120,103,Positivo +4966,89,116,102,Positivo +4967,98,124,98,Negativo +4968,87,118,105,Positivo +4969,98,113,96,Negativo +4970,91,111,100,Positivo +4971,93,85,101,Positivo +4972,98,55,105,Negativo +4973,88,101,102,Positivo +4974,91,77,98,Negativo +4975,100,87,97,Negativo +4976,94,111,96,Negativo +4977,89,81,103,Positivo +4978,98,96,96,Negativo +4979,90,108,97,Negativo +4980,86,116,100,Positivo +4981,98,61,96,Negativo +4982,86,126,104,Positivo +4983,86,60,102,Positivo +4984,89,79,99,Positivo +4985,86,126,104,Positivo +4986,92,96,95,Negativo +4987,92,48,101,Positivo +4988,93,81,101,Positivo +4989,85,51,100,Positivo +4990,90,121,100,Positivo +4991,92,103,101,Positivo +4992,89,95,96,Positivo +4993,88,73,98,Positivo +4994,100,88,105,Negativo +4995,100,74,95,Negativo +4996,85,49,104,Positivo +4997,89,58,96,Positivo +4998,96,40,105,Positivo +4999,88,78,105,Positivo +5000,99,107,99,Negativo +5001,88,113,100,Positivo +5002,100,54,103,Negativo +5003,92,53,101,Positivo +5004,87,85,97,Positivo +5005,86,54,95,Positivo +5006,99,102,102,Negativo +5007,86,129,97,Positivo +5008,95,78,98,Negativo +5009,87,63,105,Positivo +5010,87,61,95,Positivo +5011,98,107,98,Negativo +5012,88,54,96,Positivo +5013,100,50,100,Negativo +5014,86,85,97,Positivo +5015,90,79,105,Positivo +5016,90,84,102,Positivo +5017,88,97,105,Positivo +5018,90,119,96,Positivo +5019,93,50,104,Positivo +5020,86,70,95,Positivo +5021,90,85,96,Negativo +5022,88,112,100,Positivo +5023,85,107,99,Positivo +5024,91,73,103,Positivo +5025,98,52,95,Negativo +5026,92,61,99,Negativo +5027,99,102,95,Negativo +5028,99,128,104,Negativo +5029,85,100,95,Positivo +5030,94,97,96,Negativo +5031,87,109,104,Positivo +5032,87,122,104,Positivo +5033,87,83,101,Positivo +5034,94,55,95,Negativo +5035,98,42,96,Negativo +5036,96,98,95,Negativo +5037,90,66,105,Positivo +5038,87,48,99,Positivo +5039,96,66,104,Negativo +5040,94,43,105,Positivo +5041,90,112,99,Positivo +5042,86,61,97,Positivo +5043,94,44,103,Positivo +5044,94,78,97,Negativo +5045,95,126,100,Negativo +5046,87,74,100,Positivo +5047,91,40,101,Positivo +5048,89,120,98,Positivo +5049,94,119,97,Negativo +5050,100,42,103,Negativo +5051,86,68,95,Positivo +5052,96,83,102,Negativo +5053,86,118,102,Positivo +5054,98,57,98,Negativo +5055,100,40,103,Negativo +5056,90,116,102,Positivo +5057,89,74,102,Positivo +5058,93,89,101,Positivo +5059,96,126,101,Positivo +5060,97,54,99,Negativo +5061,92,45,105,Positivo +5062,87,110,101,Positivo +5063,96,77,101,Negativo +5064,86,81,101,Positivo +5065,100,44,104,Negativo +5066,87,73,97,Positivo +5067,98,43,105,Negativo +5068,94,61,98,Negativo +5069,99,59,104,Negativo +5070,90,80,103,Positivo +5071,97,67,103,Negativo +5072,100,44,96,Negativo +5073,95,112,102,Positivo +5074,100,62,103,Negativo +5075,98,40,105,Negativo +5076,99,127,100,Negativo +5077,98,93,102,Negativo +5078,90,60,102,Positivo +5079,94,80,97,Negativo +5080,99,123,98,Negativo +5081,97,49,100,Negativo +5082,91,80,100,Negativo +5083,85,116,104,Positivo +5084,96,84,102,Negativo +5085,94,126,95,Negativo +5086,91,61,103,Positivo +5087,99,48,102,Negativo +5088,98,103,102,Negativo +5089,89,83,102,Positivo +5090,96,72,96,Negativo +5091,93,115,104,Positivo +5092,88,121,100,Positivo +5093,98,66,104,Negativo +5094,93,61,101,Positivo +5095,87,71,104,Positivo +5096,99,69,98,Negativo +5097,85,49,104,Positivo +5098,96,40,99,Negativo +5099,100,96,97,Negativo +5100,95,43,98,Negativo +5101,93,54,101,Positivo +5102,87,76,105,Positivo +5103,97,101,100,Negativo +5104,99,99,105,Negativo +5105,90,67,103,Positivo +5106,90,130,95,Positivo +5107,100,116,99,Negativo +5108,88,47,104,Positivo +5109,100,110,105,Negativo +5110,100,84,99,Negativo +5111,85,55,100,Positivo +5112,85,116,98,Positivo +5113,93,98,95,Negativo +5114,86,47,97,Positivo +5115,88,126,104,Positivo +5116,96,109,102,Negativo +5117,86,49,95,Positivo +5118,90,109,102,Positivo +5119,96,59,101,Negativo +5120,96,129,102,Positivo +5121,86,89,100,Positivo +5122,91,112,95,Positivo +5123,91,75,102,Positivo +5124,90,61,96,Negativo +5125,93,44,95,Negativo +5126,89,81,98,Positivo +5127,97,130,102,Negativo +5128,95,128,101,Positivo +5129,95,103,96,Negativo +5130,86,103,104,Positivo +5131,98,47,103,Negativo +5132,98,99,95,Negativo +5133,93,43,97,Negativo +5134,87,42,100,Positivo +5135,96,66,100,Negativo +5136,93,87,102,Positivo +5137,99,114,104,Negativo +5138,99,59,103,Negativo +5139,85,100,105,Positivo +5140,90,45,97,Positivo +5141,92,117,105,Positivo +5142,96,42,100,Negativo +5143,99,65,95,Negativo +5144,91,86,105,Positivo +5145,89,122,98,Positivo +5146,92,64,100,Negativo +5147,87,79,96,Positivo +5148,87,116,103,Positivo +5149,90,124,95,Positivo +5150,87,105,102,Positivo +5151,94,121,105,Positivo +5152,96,59,95,Negativo +5153,86,100,96,Positivo +5154,100,93,99,Negativo +5155,91,42,102,Positivo +5156,85,117,100,Positivo +5157,99,109,102,Negativo +5158,93,110,99,Negativo +5159,91,78,105,Positivo +5160,85,62,103,Positivo +5161,92,115,101,Positivo +5162,97,44,101,Negativo +5163,95,58,96,Negativo +5164,97,74,100,Negativo +5165,87,81,95,Positivo +5166,87,80,95,Positivo +5167,88,80,105,Positivo +5168,99,122,100,Negativo +5169,98,99,105,Negativo +5170,86,103,103,Positivo +5171,97,117,99,Negativo +5172,96,86,95,Negativo +5173,86,51,102,Positivo +5174,95,69,105,Negativo +5175,93,126,95,Negativo +5176,89,58,95,Positivo +5177,86,43,96,Positivo +5178,85,125,99,Positivo +5179,100,52,104,Negativo +5180,91,121,98,Positivo +5181,88,42,98,Positivo +5182,88,48,96,Positivo +5183,95,99,98,Negativo +5184,98,89,96,Negativo +5185,93,127,102,Positivo +5186,87,65,101,Positivo +5187,97,117,97,Negativo +5188,89,64,104,Positivo +5189,86,81,99,Positivo +5190,94,96,102,Positivo +5191,97,118,105,Negativo +5192,87,94,105,Positivo +5193,100,85,105,Negativo +5194,94,47,99,Negativo +5195,99,79,105,Negativo +5196,94,71,102,Positivo +5197,96,105,99,Negativo +5198,89,109,105,Positivo +5199,91,68,101,Positivo +5200,90,64,105,Positivo +5201,100,83,101,Negativo +5202,93,86,102,Positivo +5203,96,47,99,Negativo +5204,98,54,99,Negativo +5205,92,116,103,Positivo +5206,93,96,102,Positivo +5207,85,130,95,Positivo +5208,92,88,97,Negativo +5209,91,74,95,Negativo +5210,99,62,96,Negativo +5211,95,110,99,Negativo +5212,97,117,98,Negativo +5213,85,66,102,Positivo +5214,99,122,95,Negativo +5215,87,54,102,Positivo +5216,87,86,100,Positivo +5217,88,78,101,Positivo +5218,90,64,95,Negativo +5219,93,50,103,Positivo +5220,89,90,102,Positivo +5221,97,130,95,Negativo +5222,91,128,104,Positivo +5223,100,91,102,Negativo +5224,88,79,98,Positivo +5225,91,113,97,Positivo +5226,87,69,104,Positivo +5227,97,105,102,Negativo +5228,90,49,97,Positivo +5229,97,70,100,Negativo +5230,100,99,95,Negativo +5231,89,121,99,Positivo +5232,90,130,97,Positivo +5233,93,50,104,Positivo +5234,94,40,103,Positivo +5235,85,79,97,Positivo +5236,97,54,104,Negativo +5237,96,108,99,Negativo +5238,100,57,96,Negativo +5239,100,50,99,Negativo +5240,97,125,100,Negativo +5241,100,92,105,Negativo +5242,96,106,103,Negativo +5243,97,130,101,Negativo +5244,90,76,95,Negativo +5245,88,114,103,Positivo +5246,98,41,96,Negativo +5247,100,59,95,Negativo +5248,99,105,104,Negativo +5249,97,129,101,Negativo +5250,88,85,98,Positivo +5251,91,106,97,Negativo +5252,91,71,98,Negativo +5253,90,109,102,Positivo +5254,92,130,95,Positivo +5255,85,52,102,Positivo +5256,94,112,100,Negativo +5257,90,71,98,Negativo +5258,86,68,98,Positivo +5259,90,56,96,Negativo +5260,97,43,97,Negativo +5261,100,75,95,Negativo +5262,94,107,105,Positivo +5263,90,59,103,Positivo +5264,85,45,95,Positivo +5265,93,96,104,Positivo +5266,97,60,104,Negativo +5267,91,95,103,Positivo +5268,94,78,97,Negativo +5269,95,122,99,Negativo +5270,93,98,104,Positivo +5271,85,122,104,Positivo +5272,88,130,104,Positivo +5273,99,45,102,Negativo +5274,100,80,100,Negativo +5275,87,101,104,Positivo +5276,89,96,99,Positivo +5277,86,86,100,Positivo +5278,97,54,96,Negativo +5279,90,84,98,Negativo +5280,94,125,96,Negativo +5281,86,69,97,Positivo +5282,99,109,98,Negativo +5283,87,54,95,Positivo +5284,89,95,104,Positivo +5285,85,40,104,Positivo +5286,89,65,98,Positivo +5287,88,101,101,Positivo +5288,99,93,99,Negativo +5289,98,94,101,Negativo +5290,95,68,96,Negativo +5291,95,122,100,Negativo +5292,97,128,101,Negativo +5293,93,110,105,Positivo +5294,94,65,98,Negativo +5295,96,87,99,Negativo +5296,88,104,101,Positivo +5297,89,42,96,Positivo +5298,100,114,101,Negativo +5299,94,61,102,Positivo +5300,97,83,101,Negativo +5301,91,130,102,Positivo +5302,91,108,98,Negativo +5303,99,83,99,Negativo +5304,95,129,104,Positivo +5305,89,105,101,Positivo +5306,86,84,103,Positivo +5307,96,47,98,Negativo +5308,100,62,104,Negativo +5309,92,95,103,Positivo +5310,100,62,102,Negativo +5311,99,83,95,Negativo +5312,90,119,100,Positivo +5313,98,50,99,Negativo +5314,94,54,96,Negativo +5315,90,40,102,Positivo +5316,93,129,95,Negativo +5317,87,99,96,Positivo +5318,100,71,101,Negativo +5319,92,105,100,Negativo +5320,90,48,99,Positivo +5321,100,90,96,Negativo +5322,96,94,102,Negativo +5323,93,41,102,Positivo +5324,94,44,95,Negativo +5325,88,120,100,Positivo +5326,88,112,102,Positivo +5327,87,58,97,Positivo +5328,99,117,105,Negativo +5329,99,123,100,Negativo +5330,86,64,97,Positivo +5331,98,40,98,Negativo +5332,86,96,102,Positivo +5333,85,109,103,Positivo +5334,97,126,95,Negativo +5335,87,44,105,Positivo +5336,100,76,105,Negativo +5337,92,108,102,Positivo +5338,88,57,98,Positivo +5339,97,76,101,Negativo +5340,87,62,95,Positivo +5341,85,106,96,Positivo +5342,98,119,105,Negativo +5343,92,100,100,Negativo +5344,100,120,97,Negativo +5345,95,81,104,Negativo +5346,97,54,98,Negativo +5347,92,84,99,Negativo +5348,85,112,95,Positivo +5349,88,48,95,Positivo +5350,95,113,98,Negativo +5351,96,66,96,Negativo +5352,98,70,103,Negativo +5353,89,78,96,Positivo +5354,92,77,102,Positivo +5355,89,75,103,Positivo +5356,98,89,99,Negativo +5357,93,103,95,Negativo +5358,93,68,95,Negativo +5359,91,119,96,Positivo +5360,85,114,98,Positivo +5361,95,110,100,Negativo +5362,98,51,102,Negativo +5363,98,41,104,Negativo +5364,88,127,99,Positivo +5365,91,68,105,Positivo +5366,86,73,104,Positivo +5367,91,102,101,Positivo +5368,86,112,95,Positivo +5369,88,100,100,Positivo +5370,93,41,99,Negativo +5371,96,72,96,Negativo +5372,89,106,97,Positivo +5373,97,89,102,Negativo +5374,89,129,103,Positivo +5375,95,86,95,Negativo +5376,89,114,104,Positivo +5377,92,118,101,Positivo +5378,95,113,96,Negativo +5379,87,81,105,Positivo +5380,97,102,97,Negativo +5381,96,51,99,Negativo +5382,93,127,102,Positivo +5383,93,101,95,Negativo +5384,92,99,98,Negativo +5385,93,98,96,Negativo +5386,87,43,96,Positivo +5387,93,44,98,Negativo +5388,98,94,96,Negativo +5389,92,46,104,Positivo +5390,92,102,99,Negativo +5391,94,84,95,Negativo +5392,85,59,99,Positivo +5393,98,118,100,Negativo +5394,90,124,96,Positivo +5395,88,99,102,Positivo +5396,89,88,96,Positivo +5397,95,68,101,Negativo +5398,89,109,104,Positivo +5399,99,74,100,Negativo +5400,86,82,101,Positivo +5401,96,58,97,Negativo +5402,100,41,96,Negativo +5403,89,84,103,Positivo +5404,95,73,103,Negativo +5405,85,81,97,Positivo +5406,92,116,98,Positivo +5407,91,47,104,Positivo +5408,97,105,96,Negativo +5409,95,103,96,Negativo +5410,87,42,104,Positivo +5411,95,111,95,Negativo +5412,86,71,105,Positivo +5413,100,64,103,Negativo +5414,91,43,101,Positivo +5415,88,40,98,Positivo +5416,96,54,100,Negativo +5417,98,43,103,Negativo +5418,93,81,96,Negativo +5419,95,117,103,Positivo +5420,86,85,105,Positivo +5421,98,64,105,Negativo +5422,86,74,101,Positivo +5423,85,57,98,Positivo +5424,85,63,98,Positivo +5425,98,54,95,Negativo +5426,89,96,104,Positivo +5427,87,110,105,Positivo +5428,94,126,102,Positivo +5429,92,109,95,Negativo +5430,86,41,101,Positivo +5431,92,69,96,Negativo +5432,96,88,99,Negativo +5433,91,72,101,Positivo +5434,94,61,97,Negativo +5435,100,102,96,Negativo +5436,85,45,98,Positivo +5437,98,97,104,Negativo +5438,96,119,104,Positivo +5439,93,120,98,Negativo +5440,89,43,100,Positivo +5441,97,78,97,Negativo +5442,93,92,105,Positivo +5443,89,127,95,Positivo +5444,95,59,96,Negativo +5445,86,50,95,Positivo +5446,99,66,97,Negativo +5447,89,76,102,Positivo +5448,97,108,97,Negativo +5449,94,121,104,Positivo +5450,95,113,100,Negativo +5451,88,88,103,Positivo +5452,100,79,104,Negativo +5453,100,78,98,Negativo +5454,98,98,102,Negativo +5455,97,65,104,Negativo +5456,98,53,105,Negativo +5457,94,114,97,Negativo +5458,88,89,98,Positivo +5459,89,56,105,Positivo +5460,95,124,102,Positivo +5461,85,85,104,Positivo +5462,98,54,95,Negativo +5463,98,130,105,Negativo +5464,100,73,95,Negativo +5465,91,95,99,Negativo +5466,97,94,103,Negativo +5467,88,41,96,Positivo +5468,100,94,101,Negativo +5469,98,79,97,Negativo +5470,89,95,101,Positivo +5471,85,120,101,Positivo +5472,98,107,97,Negativo +5473,95,49,100,Negativo +5474,92,95,99,Negativo +5475,91,43,101,Positivo +5476,89,50,102,Positivo +5477,95,111,102,Positivo +5478,98,53,103,Negativo +5479,87,55,100,Positivo +5480,94,64,95,Negativo +5481,85,128,98,Positivo +5482,99,86,101,Negativo +5483,98,66,104,Negativo +5484,100,78,97,Negativo +5485,100,54,103,Negativo +5486,97,76,103,Negativo +5487,98,46,101,Negativo +5488,97,125,96,Negativo +5489,92,121,102,Positivo +5490,97,96,101,Negativo +5491,90,52,95,Negativo +5492,100,74,100,Negativo +5493,98,52,97,Negativo +5494,87,97,95,Positivo +5495,95,129,101,Positivo +5496,94,119,98,Negativo +5497,92,102,96,Negativo +5498,91,128,101,Positivo +5499,100,130,105,Negativo +5500,100,66,100,Negativo +5501,98,82,95,Negativo +5502,97,98,99,Negativo +5503,94,66,104,Positivo +5504,90,60,97,Negativo +5505,89,90,98,Positivo +5506,85,69,98,Positivo +5507,92,111,104,Positivo +5508,94,64,96,Negativo +5509,97,45,99,Negativo +5510,93,68,95,Negativo +5511,88,109,97,Positivo +5512,92,82,100,Negativo +5513,90,112,105,Positivo +5514,97,90,98,Negativo +5515,85,102,101,Positivo +5516,94,98,99,Negativo +5517,92,70,100,Negativo +5518,93,66,103,Positivo +5519,88,129,104,Positivo +5520,88,105,95,Positivo +5521,100,42,105,Negativo +5522,89,92,100,Positivo +5523,92,85,98,Negativo +5524,89,57,105,Positivo +5525,85,66,100,Positivo +5526,93,63,102,Positivo +5527,86,125,98,Positivo +5528,99,98,102,Negativo +5529,98,91,101,Negativo +5530,98,80,100,Negativo +5531,87,58,97,Positivo +5532,91,45,102,Positivo +5533,94,51,101,Positivo +5534,87,42,105,Positivo +5535,92,78,96,Negativo +5536,96,108,97,Negativo +5537,91,58,95,Negativo +5538,99,52,104,Negativo +5539,88,60,95,Positivo +5540,97,89,101,Negativo +5541,98,61,100,Negativo +5542,88,98,97,Positivo +5543,97,47,98,Negativo +5544,91,92,102,Positivo +5545,96,57,105,Negativo +5546,89,106,95,Positivo +5547,100,94,100,Negativo +5548,98,114,101,Negativo +5549,93,114,99,Negativo +5550,91,74,99,Negativo +5551,92,42,99,Positivo +5552,94,64,103,Positivo +5553,100,125,104,Negativo +5554,86,42,95,Positivo +5555,96,92,105,Negativo +5556,97,65,102,Negativo +5557,88,100,103,Positivo +5558,98,116,95,Negativo +5559,97,42,98,Negativo +5560,86,53,105,Positivo +5561,98,123,100,Negativo +5562,90,101,105,Positivo +5563,92,86,97,Negativo +5564,100,124,104,Negativo +5565,96,64,104,Negativo +5566,91,84,104,Positivo +5567,86,65,98,Positivo +5568,97,77,99,Negativo +5569,98,91,96,Negativo +5570,100,91,97,Negativo +5571,100,90,95,Negativo +5572,91,63,99,Negativo +5573,91,110,105,Positivo +5574,96,98,95,Negativo +5575,97,54,95,Negativo +5576,93,80,96,Negativo +5577,96,93,98,Negativo +5578,97,50,101,Negativo +5579,97,58,99,Negativo +5580,97,92,98,Negativo +5581,86,54,98,Positivo +5582,85,62,105,Positivo +5583,100,90,95,Negativo +5584,86,61,98,Positivo +5585,87,52,96,Positivo +5586,86,63,100,Positivo +5587,98,114,101,Negativo +5588,95,75,102,Negativo +5589,97,72,104,Negativo +5590,88,70,96,Positivo +5591,88,116,100,Positivo +5592,97,97,100,Negativo +5593,90,73,100,Negativo +5594,85,76,97,Positivo +5595,85,86,96,Positivo +5596,92,63,98,Negativo +5597,94,50,95,Negativo +5598,98,129,96,Negativo +5599,95,54,95,Negativo +5600,100,46,100,Negativo +5601,96,42,99,Negativo +5602,92,90,98,Negativo +5603,96,49,101,Positivo +5604,96,72,100,Negativo +5605,100,94,102,Negativo +5606,90,72,95,Negativo +5607,94,48,98,Negativo +5608,94,59,100,Negativo +5609,97,40,100,Negativo +5610,97,43,101,Negativo +5611,86,47,104,Positivo +5612,87,61,104,Positivo +5613,97,43,95,Negativo +5614,100,57,103,Negativo +5615,94,53,99,Negativo +5616,85,110,97,Positivo +5617,89,65,104,Positivo +5618,85,73,98,Positivo +5619,96,70,102,Negativo +5620,97,58,103,Negativo +5621,89,74,104,Positivo +5622,99,97,102,Negativo +5623,99,46,98,Negativo +5624,88,68,105,Positivo +5625,97,126,104,Negativo +5626,99,42,97,Negativo +5627,99,82,96,Negativo +5628,100,106,96,Negativo +5629,85,110,96,Positivo +5630,90,117,105,Positivo +5631,92,43,105,Positivo +5632,92,41,105,Positivo +5633,98,85,101,Negativo +5634,100,79,98,Negativo +5635,93,45,96,Negativo +5636,98,128,97,Negativo +5637,99,61,103,Negativo +5638,85,95,104,Positivo +5639,92,102,103,Positivo +5640,89,112,105,Positivo +5641,94,103,97,Negativo +5642,92,47,100,Positivo +5643,98,75,99,Negativo +5644,85,72,102,Positivo +5645,89,110,102,Positivo +5646,99,127,104,Negativo +5647,94,41,98,Negativo +5648,100,119,101,Negativo +5649,93,94,98,Negativo +5650,89,85,101,Positivo +5651,88,68,101,Positivo +5652,99,75,100,Negativo +5653,92,110,102,Positivo +5654,91,78,100,Negativo +5655,95,94,95,Negativo +5656,98,40,101,Negativo +5657,97,42,104,Negativo +5658,87,52,100,Positivo +5659,98,121,103,Negativo +5660,85,104,96,Positivo +5661,97,99,99,Negativo +5662,85,96,105,Positivo +5663,92,59,102,Positivo +5664,87,82,100,Positivo +5665,90,100,97,Negativo +5666,97,120,100,Negativo +5667,85,42,103,Positivo +5668,93,51,95,Negativo +5669,93,41,104,Positivo +5670,88,47,103,Positivo +5671,87,88,103,Positivo +5672,87,76,99,Positivo +5673,87,72,99,Positivo +5674,87,77,103,Positivo +5675,97,102,105,Negativo +5676,85,127,95,Positivo +5677,92,120,98,Positivo +5678,85,128,101,Positivo +5679,90,102,101,Positivo +5680,88,109,103,Positivo +5681,100,83,96,Negativo +5682,92,89,97,Negativo +5683,92,92,103,Positivo +5684,89,74,98,Positivo +5685,90,75,95,Negativo +5686,95,46,98,Negativo +5687,92,93,100,Negativo +5688,91,48,102,Positivo +5689,98,91,101,Negativo +5690,92,105,96,Negativo +5691,92,114,105,Positivo +5692,85,74,97,Positivo +5693,94,51,105,Positivo +5694,93,72,103,Positivo +5695,93,87,99,Negativo +5696,94,43,96,Negativo +5697,88,115,100,Positivo +5698,95,52,96,Negativo +5699,91,70,96,Negativo +5700,87,117,100,Positivo +5701,97,107,104,Negativo +5702,89,59,96,Positivo +5703,90,51,97,Negativo +5704,100,102,102,Negativo +5705,90,55,105,Positivo +5706,87,64,105,Positivo +5707,91,63,103,Positivo +5708,91,104,101,Positivo +5709,100,108,96,Negativo +5710,89,88,105,Positivo +5711,85,73,102,Positivo +5712,91,80,99,Negativo +5713,86,62,99,Positivo +5714,90,95,100,Negativo +5715,94,40,105,Positivo +5716,85,118,95,Positivo +5717,89,100,104,Positivo +5718,85,117,102,Positivo +5719,86,81,103,Positivo +5720,95,112,101,Positivo +5721,95,62,104,Negativo +5722,90,90,105,Positivo +5723,88,60,97,Positivo +5724,97,126,98,Negativo +5725,89,56,98,Positivo +5726,89,56,105,Positivo +5727,99,113,101,Negativo +5728,93,61,97,Negativo +5729,97,65,104,Negativo +5730,98,101,103,Negativo +5731,86,80,98,Positivo +5732,87,43,100,Positivo +5733,99,128,105,Negativo +5734,87,53,99,Positivo +5735,90,52,97,Negativo +5736,85,50,100,Positivo +5737,95,79,104,Negativo +5738,91,65,103,Positivo +5739,86,51,96,Positivo +5740,87,47,98,Positivo +5741,88,45,105,Positivo +5742,89,49,95,Positivo +5743,92,97,103,Positivo +5744,99,102,95,Negativo +5745,92,80,102,Positivo +5746,98,127,95,Negativo +5747,96,114,102,Positivo +5748,98,112,102,Negativo +5749,98,42,102,Negativo +5750,88,66,102,Positivo +5751,93,67,96,Negativo +5752,88,60,98,Positivo +5753,97,67,101,Negativo +5754,95,114,100,Negativo +5755,87,106,95,Positivo +5756,95,111,102,Positivo +5757,91,72,97,Negativo +5758,94,74,95,Negativo +5759,93,54,99,Negativo +5760,97,117,97,Negativo +5761,90,117,99,Positivo +5762,99,126,101,Negativo +5763,94,74,97,Negativo +5764,86,116,104,Positivo +5765,96,61,95,Negativo +5766,95,63,97,Negativo +5767,93,67,105,Positivo +5768,93,100,97,Negativo +5769,87,66,104,Positivo +5770,87,53,100,Positivo +5771,91,116,103,Positivo +5772,98,112,102,Negativo +5773,98,67,98,Negativo +5774,92,90,104,Positivo +5775,90,64,95,Negativo +5776,92,103,104,Positivo +5777,100,57,99,Negativo +5778,94,104,104,Positivo +5779,86,49,103,Positivo +5780,97,128,101,Negativo +5781,99,80,99,Negativo +5782,98,66,104,Negativo +5783,90,51,100,Negativo +5784,91,107,105,Positivo +5785,93,105,102,Positivo +5786,98,120,104,Negativo +5787,88,109,104,Positivo +5788,100,60,104,Negativo +5789,98,127,105,Negativo +5790,95,74,98,Negativo +5791,97,126,101,Negativo +5792,91,79,105,Positivo +5793,100,123,104,Negativo +5794,100,127,96,Negativo +5795,96,127,98,Negativo +5796,85,68,102,Positivo +5797,90,84,95,Negativo +5798,88,120,99,Positivo +5799,88,57,101,Positivo +5800,98,124,105,Negativo +5801,99,117,97,Negativo +5802,96,106,97,Negativo +5803,89,85,105,Positivo +5804,99,52,104,Negativo +5805,100,110,95,Negativo +5806,92,124,102,Positivo +5807,86,116,98,Positivo +5808,90,110,98,Negativo +5809,98,41,105,Negativo +5810,92,70,102,Positivo +5811,89,76,101,Positivo +5812,89,47,98,Positivo +5813,100,56,98,Negativo +5814,85,43,96,Positivo +5815,86,130,101,Positivo +5816,90,113,102,Positivo +5817,93,59,98,Negativo +5818,95,60,104,Negativo +5819,86,53,95,Positivo +5820,90,69,99,Negativo +5821,96,107,98,Negativo +5822,97,43,95,Negativo +5823,86,127,98,Positivo +5824,97,44,104,Negativo +5825,99,73,101,Negativo +5826,97,70,97,Negativo +5827,98,99,103,Negativo +5828,88,108,105,Positivo +5829,87,96,105,Positivo +5830,88,61,96,Positivo +5831,86,92,105,Positivo +5832,94,92,101,Positivo +5833,91,80,96,Negativo +5834,94,60,99,Negativo +5835,91,68,101,Positivo +5836,88,95,95,Positivo +5837,90,130,96,Positivo +5838,89,42,99,Positivo +5839,85,123,101,Positivo +5840,100,118,100,Negativo +5841,86,102,100,Positivo +5842,88,83,101,Positivo +5843,95,101,103,Negativo +5844,95,109,97,Negativo +5845,99,76,103,Negativo +5846,85,116,96,Positivo +5847,96,46,97,Negativo +5848,94,86,98,Negativo +5849,98,121,103,Negativo +5850,87,69,95,Positivo +5851,85,72,95,Positivo +5852,91,106,104,Positivo +5853,90,102,104,Positivo +5854,96,65,97,Negativo +5855,98,69,97,Negativo +5856,99,102,98,Negativo +5857,99,49,103,Negativo +5858,93,113,97,Negativo +5859,85,96,99,Positivo +5860,88,116,102,Positivo +5861,85,110,99,Positivo +5862,99,100,99,Negativo +5863,92,122,98,Positivo +5864,85,112,95,Positivo +5865,86,106,104,Positivo +5866,85,98,104,Positivo +5867,94,127,100,Negativo +5868,85,91,100,Positivo +5869,91,87,100,Negativo +5870,92,96,105,Positivo +5871,99,67,98,Negativo +5872,85,126,99,Positivo +5873,97,126,101,Negativo +5874,99,51,105,Negativo +5875,97,48,99,Negativo +5876,88,89,104,Positivo +5877,92,108,96,Negativo +5878,92,105,101,Positivo +5879,85,73,102,Positivo +5880,89,129,98,Positivo +5881,88,69,95,Positivo +5882,98,91,97,Negativo +5883,91,61,105,Positivo +5884,86,48,98,Positivo +5885,98,113,99,Negativo +5886,100,48,102,Negativo +5887,87,80,101,Positivo +5888,88,64,101,Positivo +5889,97,103,100,Negativo +5890,89,73,105,Positivo +5891,90,99,96,Negativo +5892,94,119,105,Positivo +5893,91,110,104,Positivo +5894,88,120,96,Positivo +5895,95,95,98,Negativo +5896,93,125,97,Negativo +5897,90,82,98,Negativo +5898,86,74,98,Positivo +5899,99,85,105,Negativo +5900,100,67,104,Negativo +5901,90,60,96,Negativo +5902,98,84,105,Negativo +5903,87,115,104,Positivo +5904,98,105,99,Negativo +5905,86,77,99,Positivo +5906,99,53,96,Negativo +5907,90,98,100,Negativo +5908,99,53,101,Negativo +5909,92,81,105,Positivo +5910,93,125,96,Negativo +5911,92,130,104,Positivo +5912,96,45,100,Negativo +5913,93,56,102,Positivo +5914,88,67,103,Positivo +5915,85,65,100,Positivo +5916,100,126,97,Negativo +5917,89,83,95,Positivo +5918,90,121,100,Positivo +5919,93,94,99,Negativo +5920,100,112,100,Negativo +5921,99,80,98,Negativo +5922,94,67,96,Negativo +5923,86,46,101,Positivo +5924,95,53,100,Negativo +5925,85,60,104,Positivo +5926,92,48,105,Positivo +5927,95,114,104,Positivo +5928,100,85,99,Negativo +5929,100,42,105,Negativo +5930,95,105,95,Negativo +5931,85,105,102,Positivo +5932,88,123,97,Positivo +5933,99,75,101,Negativo +5934,98,125,100,Negativo +5935,94,124,104,Positivo +5936,86,80,100,Positivo +5937,100,57,103,Negativo +5938,88,106,97,Positivo +5939,85,54,102,Positivo +5940,95,51,97,Negativo +5941,95,85,102,Negativo +5942,97,69,102,Negativo +5943,93,128,98,Negativo +5944,92,73,105,Positivo +5945,87,68,96,Positivo +5946,94,111,96,Negativo +5947,90,46,100,Positivo +5948,88,56,100,Positivo +5949,91,47,99,Positivo +5950,94,121,96,Negativo +5951,93,76,104,Positivo +5952,87,81,104,Positivo +5953,87,45,101,Positivo +5954,93,77,103,Positivo +5955,92,74,99,Negativo +5956,85,104,101,Positivo +5957,99,63,102,Negativo +5958,93,111,105,Positivo +5959,98,114,104,Negativo +5960,99,55,96,Negativo +5961,98,62,97,Negativo +5962,93,126,97,Negativo +5963,91,40,98,Positivo +5964,94,92,104,Positivo +5965,95,74,95,Negativo +5966,97,62,105,Negativo +5967,91,76,99,Negativo +5968,93,118,104,Positivo +5969,87,108,100,Positivo +5970,98,55,96,Negativo +5971,92,83,103,Positivo +5972,88,122,105,Positivo +5973,94,65,95,Negativo +5974,87,71,105,Positivo +5975,85,80,100,Positivo +5976,100,63,98,Negativo +5977,94,42,102,Positivo +5978,88,121,102,Positivo +5979,89,129,98,Positivo +5980,93,119,105,Positivo +5981,97,93,103,Negativo +5982,100,45,99,Negativo +5983,93,102,105,Positivo +5984,96,103,98,Negativo +5985,99,106,103,Negativo +5986,85,93,102,Positivo +5987,88,96,103,Positivo +5988,91,123,100,Positivo +5989,93,85,98,Negativo +5990,98,80,99,Negativo +5991,87,83,103,Positivo +5992,89,78,102,Positivo +5993,87,88,104,Positivo +5994,86,94,100,Positivo +5995,100,70,104,Negativo +5996,89,130,103,Positivo +5997,97,109,99,Negativo +5998,87,70,101,Positivo +5999,96,47,105,Positivo +6000,94,93,99,Negativo +6001,97,63,105,Negativo +6002,91,61,101,Positivo +6003,90,66,95,Negativo +6004,91,57,105,Positivo +6005,98,57,96,Negativo +6006,97,68,95,Negativo +6007,99,76,105,Negativo +6008,94,52,96,Negativo +6009,94,91,103,Positivo +6010,87,125,101,Positivo +6011,97,117,98,Negativo +6012,97,88,104,Negativo +6013,92,103,100,Negativo +6014,90,75,103,Positivo +6015,90,46,95,Positivo +6016,98,101,103,Negativo +6017,87,40,105,Positivo +6018,89,83,103,Positivo +6019,93,76,96,Negativo +6020,98,125,104,Negativo +6021,95,60,101,Negativo +6022,85,79,97,Positivo +6023,96,60,101,Negativo +6024,98,109,104,Negativo +6025,86,129,97,Positivo +6026,97,122,98,Negativo +6027,86,101,102,Positivo +6028,100,128,99,Negativo +6029,90,73,95,Negativo +6030,90,67,97,Negativo +6031,98,87,99,Negativo +6032,93,107,95,Negativo +6033,99,126,97,Negativo +6034,93,89,98,Negativo +6035,88,57,105,Positivo +6036,89,120,103,Positivo +6037,97,45,105,Negativo +6038,98,103,95,Negativo +6039,85,85,99,Positivo +6040,94,41,96,Negativo +6041,99,81,101,Negativo +6042,89,72,98,Positivo +6043,89,90,99,Positivo +6044,90,66,103,Positivo +6045,93,94,98,Negativo +6046,94,78,105,Positivo +6047,86,43,99,Positivo +6048,90,121,100,Positivo +6049,85,115,96,Positivo +6050,97,74,97,Negativo +6051,97,104,96,Negativo +6052,98,54,98,Negativo +6053,85,121,97,Positivo +6054,92,107,105,Positivo +6055,89,95,101,Positivo +6056,92,94,96,Negativo +6057,92,59,105,Positivo +6058,90,54,104,Positivo +6059,92,46,98,Positivo +6060,91,128,100,Positivo +6061,85,95,98,Positivo +6062,97,63,98,Negativo +6063,89,128,95,Positivo +6064,95,124,103,Positivo +6065,91,60,96,Negativo +6066,90,71,100,Negativo +6067,85,65,95,Positivo +6068,94,114,103,Positivo +6069,97,85,103,Negativo +6070,89,100,97,Positivo +6071,95,90,103,Negativo +6072,89,50,99,Positivo +6073,99,51,100,Negativo +6074,93,77,102,Positivo +6075,86,95,98,Positivo +6076,97,69,97,Negativo +6077,91,115,101,Positivo +6078,87,90,97,Positivo +6079,97,110,95,Negativo +6080,97,109,105,Negativo +6081,86,103,104,Positivo +6082,89,95,105,Positivo +6083,88,107,95,Positivo +6084,90,130,97,Positivo +6085,92,58,105,Positivo +6086,97,89,97,Negativo +6087,98,129,102,Negativo +6088,90,122,98,Positivo +6089,96,120,103,Positivo +6090,94,67,104,Positivo +6091,99,60,105,Negativo +6092,95,125,102,Positivo +6093,100,97,102,Negativo +6094,94,94,102,Positivo +6095,87,111,101,Positivo +6096,95,40,104,Positivo +6097,86,63,105,Positivo +6098,95,70,104,Negativo +6099,87,77,100,Positivo +6100,85,52,104,Positivo +6101,87,77,99,Positivo +6102,87,117,101,Positivo +6103,94,77,95,Negativo +6104,93,118,98,Negativo +6105,95,111,102,Positivo +6106,87,44,104,Positivo +6107,87,97,98,Positivo +6108,87,83,101,Positivo +6109,85,125,102,Positivo +6110,87,71,105,Positivo +6111,85,83,105,Positivo +6112,98,110,96,Negativo +6113,89,79,102,Positivo +6114,85,106,102,Positivo +6115,99,104,99,Negativo +6116,92,126,100,Positivo +6117,86,103,103,Positivo +6118,89,57,105,Positivo +6119,90,52,98,Negativo +6120,95,127,105,Positivo +6121,88,68,104,Positivo +6122,92,99,100,Negativo +6123,86,115,103,Positivo +6124,88,69,104,Positivo +6125,88,85,104,Positivo +6126,97,109,102,Negativo +6127,98,56,98,Negativo +6128,90,129,100,Positivo +6129,93,67,99,Negativo +6130,91,89,99,Negativo +6131,95,107,105,Negativo +6132,100,85,99,Negativo +6133,87,97,105,Positivo +6134,85,123,102,Positivo +6135,97,104,100,Negativo +6136,100,93,99,Negativo +6137,96,82,95,Negativo +6138,96,46,104,Positivo +6139,100,73,97,Negativo +6140,86,109,102,Positivo +6141,97,69,103,Negativo +6142,95,88,102,Negativo +6143,91,103,105,Positivo +6144,100,88,96,Negativo +6145,86,67,96,Positivo +6146,85,122,104,Positivo +6147,96,40,97,Negativo +6148,92,88,98,Negativo +6149,93,112,99,Negativo +6150,88,125,100,Positivo +6151,94,52,100,Negativo +6152,89,66,96,Positivo +6153,90,114,98,Positivo +6154,94,97,96,Negativo +6155,94,58,95,Negativo +6156,86,100,100,Positivo +6157,95,108,100,Negativo +6158,98,90,99,Negativo +6159,96,117,101,Positivo +6160,91,126,103,Positivo +6161,98,108,104,Negativo +6162,87,45,96,Positivo +6163,99,46,100,Negativo +6164,93,129,104,Positivo +6165,86,76,96,Positivo +6166,87,90,105,Positivo +6167,86,124,99,Positivo +6168,86,93,100,Positivo +6169,93,93,97,Negativo +6170,100,50,105,Negativo +6171,87,49,97,Positivo +6172,96,76,102,Negativo +6173,95,75,104,Negativo +6174,98,125,105,Negativo +6175,96,66,95,Negativo +6176,93,91,102,Positivo +6177,95,95,101,Negativo +6178,87,101,95,Positivo +6179,91,64,100,Negativo +6180,90,101,105,Positivo +6181,93,108,99,Negativo +6182,99,86,105,Negativo +6183,87,45,104,Positivo +6184,98,118,104,Negativo +6185,92,72,95,Negativo +6186,100,42,104,Negativo +6187,85,46,103,Positivo +6188,99,72,105,Negativo +6189,85,85,99,Positivo +6190,86,88,97,Positivo +6191,98,104,101,Negativo +6192,98,89,99,Negativo +6193,92,120,98,Positivo +6194,88,54,104,Positivo +6195,96,44,104,Positivo +6196,97,58,97,Negativo +6197,85,116,104,Positivo +6198,94,119,97,Negativo +6199,89,87,95,Positivo +6200,94,60,96,Negativo +6201,90,129,105,Positivo +6202,85,44,102,Positivo +6203,95,116,105,Positivo +6204,87,46,104,Positivo +6205,100,59,104,Negativo +6206,100,47,98,Negativo +6207,92,98,97,Negativo +6208,85,40,102,Positivo +6209,97,118,104,Negativo +6210,86,54,95,Positivo +6211,86,56,105,Positivo +6212,96,106,95,Negativo +6213,98,84,105,Negativo +6214,96,62,100,Negativo +6215,86,64,103,Positivo +6216,86,60,103,Positivo +6217,96,127,102,Positivo +6218,85,42,103,Positivo +6219,96,73,95,Negativo +6220,91,43,97,Positivo +6221,96,97,101,Negativo +6222,86,127,97,Positivo +6223,86,102,105,Positivo +6224,89,113,96,Positivo +6225,85,81,98,Positivo +6226,86,84,104,Positivo +6227,88,95,100,Positivo +6228,85,45,105,Positivo +6229,96,110,102,Negativo +6230,93,103,104,Positivo +6231,91,109,104,Positivo +6232,99,96,97,Negativo +6233,88,129,99,Positivo +6234,88,102,99,Positivo +6235,94,45,99,Negativo +6236,99,67,97,Negativo +6237,88,99,100,Positivo +6238,91,101,104,Positivo +6239,93,46,105,Positivo +6240,93,73,97,Negativo +6241,97,101,100,Negativo +6242,91,69,103,Positivo +6243,87,66,99,Positivo +6244,90,56,95,Negativo +6245,97,57,101,Negativo +6246,93,129,99,Negativo +6247,100,69,104,Negativo +6248,94,50,100,Negativo +6249,100,62,96,Negativo +6250,96,52,97,Negativo +6251,98,49,100,Negativo +6252,94,107,105,Positivo +6253,90,66,103,Positivo +6254,99,59,105,Negativo +6255,99,125,99,Negativo +6256,96,124,96,Negativo +6257,87,77,95,Positivo +6258,86,56,104,Positivo +6259,90,98,95,Negativo +6260,93,105,104,Positivo +6261,92,81,96,Negativo +6262,92,41,101,Positivo +6263,98,76,101,Negativo +6264,91,86,95,Negativo +6265,85,71,105,Positivo +6266,90,80,104,Positivo +6267,90,118,103,Positivo +6268,89,108,100,Positivo +6269,95,130,100,Negativo +6270,87,104,95,Positivo +6271,96,120,95,Negativo +6272,89,72,99,Positivo +6273,98,106,103,Negativo +6274,98,81,95,Negativo +6275,89,80,97,Positivo +6276,88,108,105,Positivo +6277,93,110,100,Negativo +6278,90,91,97,Negativo +6279,85,77,99,Positivo +6280,94,64,98,Negativo +6281,88,114,101,Positivo +6282,98,71,104,Negativo +6283,87,110,99,Positivo +6284,89,81,98,Positivo +6285,96,96,100,Negativo +6286,98,48,98,Negativo +6287,90,50,95,Negativo +6288,85,117,100,Positivo +6289,85,113,103,Positivo +6290,96,73,96,Negativo +6291,96,105,98,Negativo +6292,92,86,95,Negativo +6293,87,67,99,Positivo +6294,94,71,102,Positivo +6295,92,130,95,Positivo +6296,100,65,105,Negativo +6297,87,63,95,Positivo +6298,93,62,102,Positivo +6299,85,80,96,Positivo +6300,100,96,99,Negativo +6301,97,121,105,Negativo +6302,92,109,102,Positivo +6303,100,68,101,Negativo +6304,97,48,101,Negativo +6305,90,72,101,Positivo +6306,92,113,96,Positivo +6307,90,88,103,Positivo +6308,96,42,101,Positivo +6309,99,67,95,Negativo +6310,89,129,100,Positivo +6311,91,117,104,Positivo +6312,89,44,95,Positivo +6313,87,67,98,Positivo +6314,85,98,98,Positivo +6315,99,126,100,Negativo +6316,95,94,99,Negativo +6317,98,84,105,Negativo +6318,93,56,99,Negativo +6319,99,68,99,Negativo +6320,98,126,103,Negativo +6321,98,63,95,Negativo +6322,98,126,102,Negativo +6323,100,93,101,Negativo +6324,88,101,97,Positivo +6325,95,70,105,Negativo +6326,100,53,95,Negativo +6327,90,123,105,Positivo +6328,87,100,105,Positivo +6329,91,124,104,Positivo +6330,98,103,96,Negativo +6331,96,74,98,Negativo +6332,98,80,103,Negativo +6333,86,77,104,Positivo +6334,89,126,105,Positivo +6335,99,77,96,Negativo +6336,95,101,104,Negativo +6337,88,62,97,Positivo +6338,87,112,99,Positivo +6339,87,69,103,Positivo +6340,94,61,103,Positivo +6341,94,84,102,Positivo +6342,87,110,95,Positivo +6343,89,64,103,Positivo +6344,100,66,98,Negativo +6345,86,103,104,Positivo +6346,96,64,103,Negativo +6347,87,54,96,Positivo +6348,86,104,101,Positivo +6349,98,67,105,Negativo +6350,95,87,95,Negativo +6351,100,75,104,Negativo +6352,91,95,99,Negativo +6353,96,121,97,Negativo +6354,95,50,96,Negativo +6355,99,129,104,Negativo +6356,86,123,100,Positivo +6357,95,97,99,Negativo +6358,100,42,105,Negativo +6359,94,101,98,Negativo +6360,87,57,96,Positivo +6361,90,130,101,Positivo +6362,98,116,99,Negativo +6363,85,130,96,Positivo +6364,97,56,100,Negativo +6365,94,104,101,Positivo +6366,96,107,97,Negativo +6367,97,99,96,Negativo +6368,87,45,98,Positivo +6369,97,124,99,Negativo +6370,91,100,104,Positivo +6371,85,47,103,Positivo +6372,85,116,103,Positivo +6373,88,83,105,Positivo +6374,86,103,101,Positivo +6375,87,95,98,Positivo +6376,99,124,105,Negativo +6377,90,86,102,Positivo +6378,91,52,103,Positivo +6379,89,65,97,Positivo +6380,100,108,97,Negativo +6381,92,45,104,Positivo +6382,89,81,96,Positivo +6383,94,84,104,Positivo +6384,95,60,97,Negativo +6385,87,50,96,Positivo +6386,87,49,96,Positivo +6387,98,92,102,Negativo +6388,86,66,105,Positivo +6389,98,122,96,Negativo +6390,87,126,97,Positivo +6391,89,124,96,Positivo +6392,92,81,95,Negativo +6393,100,58,95,Negativo +6394,86,114,96,Positivo +6395,85,54,99,Positivo +6396,94,69,101,Positivo +6397,95,101,101,Negativo +6398,98,40,105,Negativo +6399,86,87,101,Positivo +6400,98,50,101,Negativo +6401,98,124,97,Negativo +6402,97,87,99,Negativo +6403,100,108,101,Negativo +6404,98,90,97,Negativo +6405,90,95,96,Negativo +6406,87,99,104,Positivo +6407,88,63,102,Positivo +6408,98,56,95,Negativo +6409,92,58,100,Negativo +6410,96,62,105,Negativo +6411,97,69,101,Negativo +6412,93,40,105,Positivo +6413,92,40,96,Positivo +6414,86,100,104,Positivo +6415,86,129,104,Positivo +6416,95,106,96,Negativo +6417,99,120,95,Negativo +6418,98,57,101,Negativo +6419,86,71,102,Positivo +6420,94,130,101,Positivo +6421,96,70,101,Negativo +6422,90,63,98,Negativo +6423,98,73,105,Negativo +6424,93,95,95,Negativo +6425,93,87,99,Negativo +6426,93,106,104,Positivo +6427,87,69,104,Positivo +6428,91,70,105,Positivo +6429,96,114,99,Negativo +6430,88,102,95,Positivo +6431,87,80,102,Positivo +6432,86,44,99,Positivo +6433,99,40,98,Negativo +6434,96,105,102,Negativo +6435,88,93,99,Positivo +6436,86,54,103,Positivo +6437,88,96,105,Positivo +6438,99,74,101,Negativo +6439,85,60,101,Positivo +6440,88,108,100,Positivo +6441,95,107,98,Negativo +6442,98,52,105,Negativo +6443,86,80,97,Positivo +6444,93,117,99,Negativo +6445,96,119,96,Negativo +6446,87,108,97,Positivo +6447,87,120,103,Positivo +6448,96,90,95,Negativo +6449,91,121,97,Positivo +6450,94,122,95,Negativo +6451,88,113,97,Positivo +6452,91,50,95,Negativo +6453,97,113,96,Negativo +6454,99,73,100,Negativo +6455,100,88,104,Negativo +6456,92,68,95,Negativo +6457,95,108,100,Negativo +6458,96,75,104,Negativo +6459,95,49,105,Positivo +6460,100,64,97,Negativo +6461,86,65,100,Positivo +6462,88,89,99,Positivo +6463,99,112,96,Negativo +6464,90,59,98,Negativo +6465,100,81,105,Negativo +6466,97,116,95,Negativo +6467,85,57,99,Positivo +6468,91,40,97,Positivo +6469,96,124,99,Negativo +6470,92,58,95,Negativo +6471,85,113,101,Positivo +6472,99,91,96,Negativo +6473,96,81,101,Negativo +6474,92,50,98,Negativo +6475,100,57,96,Negativo +6476,88,123,97,Positivo +6477,90,120,98,Positivo +6478,91,110,99,Negativo +6479,98,98,101,Negativo +6480,90,85,100,Negativo +6481,99,98,103,Negativo +6482,95,42,99,Negativo +6483,91,114,99,Positivo +6484,99,66,99,Negativo +6485,100,47,99,Negativo +6486,99,63,102,Negativo +6487,94,101,97,Negativo +6488,97,48,101,Negativo +6489,87,47,100,Positivo +6490,99,47,95,Negativo +6491,95,87,101,Negativo +6492,96,129,95,Negativo +6493,89,118,100,Positivo +6494,89,87,99,Positivo +6495,96,110,96,Negativo +6496,88,57,103,Positivo +6497,100,84,105,Negativo +6498,89,109,100,Positivo +6499,92,67,98,Negativo +6500,95,103,95,Negativo +6501,87,101,99,Positivo +6502,86,95,104,Positivo +6503,98,41,104,Negativo +6504,98,101,105,Negativo +6505,97,66,95,Negativo +6506,89,71,96,Positivo +6507,89,117,100,Positivo +6508,91,111,104,Positivo +6509,85,103,101,Positivo +6510,99,112,96,Negativo +6511,100,70,102,Negativo +6512,93,41,98,Negativo +6513,93,99,97,Negativo +6514,92,123,96,Positivo +6515,93,58,99,Negativo +6516,98,83,101,Negativo +6517,91,45,97,Positivo +6518,96,98,100,Negativo +6519,93,68,96,Negativo +6520,85,56,103,Positivo +6521,96,106,97,Negativo +6522,90,106,99,Negativo +6523,86,97,103,Positivo +6524,91,66,101,Positivo +6525,99,114,101,Negativo +6526,86,90,95,Positivo +6527,97,85,97,Negativo +6528,98,118,98,Negativo +6529,91,55,95,Negativo +6530,87,68,105,Positivo +6531,89,76,98,Positivo +6532,94,128,95,Negativo +6533,92,98,105,Positivo +6534,85,65,102,Positivo +6535,85,125,99,Positivo +6536,92,42,97,Positivo +6537,94,108,103,Positivo +6538,94,123,98,Negativo +6539,89,75,99,Positivo +6540,89,103,97,Positivo +6541,89,48,101,Positivo +6542,99,83,97,Negativo +6543,85,43,96,Positivo +6544,93,123,100,Negativo +6545,97,59,105,Negativo +6546,87,121,96,Positivo +6547,93,61,97,Negativo +6548,96,77,95,Negativo +6549,97,92,98,Negativo +6550,87,53,102,Positivo +6551,95,129,105,Positivo +6552,90,40,96,Positivo +6553,89,65,99,Positivo +6554,96,48,101,Positivo +6555,96,63,95,Negativo +6556,88,122,101,Positivo +6557,87,64,105,Positivo +6558,89,106,95,Positivo +6559,91,41,95,Positivo +6560,87,94,105,Positivo +6561,100,108,98,Negativo +6562,91,122,104,Positivo +6563,96,47,102,Positivo +6564,95,63,105,Negativo +6565,86,54,101,Positivo +6566,85,76,95,Positivo +6567,94,123,95,Negativo +6568,93,112,104,Positivo +6569,85,89,99,Positivo +6570,92,129,101,Positivo +6571,88,78,98,Positivo +6572,98,121,104,Negativo +6573,97,80,100,Negativo +6574,94,74,96,Negativo +6575,92,92,98,Negativo +6576,92,129,103,Positivo +6577,90,111,101,Positivo +6578,91,78,96,Negativo +6579,87,89,96,Positivo +6580,89,76,98,Positivo +6581,94,104,105,Positivo +6582,90,66,95,Negativo +6583,88,130,100,Positivo +6584,91,58,105,Positivo +6585,91,71,96,Negativo +6586,95,50,102,Negativo +6587,92,120,96,Positivo +6588,95,91,98,Negativo +6589,93,101,102,Positivo +6590,99,111,103,Negativo +6591,87,42,98,Positivo +6592,95,117,102,Positivo +6593,93,102,98,Negativo +6594,96,61,101,Negativo +6595,99,62,102,Negativo +6596,87,91,101,Positivo +6597,92,92,103,Positivo +6598,88,47,98,Positivo +6599,95,120,102,Positivo +6600,85,84,95,Positivo +6601,91,44,98,Positivo +6602,91,84,104,Positivo +6603,97,55,98,Negativo +6604,87,65,96,Positivo +6605,88,121,103,Positivo +6606,98,95,100,Negativo +6607,95,100,102,Negativo +6608,98,43,100,Negativo +6609,99,52,95,Negativo +6610,96,94,95,Negativo +6611,86,63,101,Positivo +6612,90,74,97,Negativo +6613,94,66,105,Positivo +6614,91,45,96,Positivo +6615,88,59,99,Positivo +6616,86,87,101,Positivo +6617,89,50,103,Positivo +6618,87,46,100,Positivo +6619,92,82,97,Negativo +6620,85,128,98,Positivo +6621,88,91,98,Positivo +6622,100,89,97,Negativo +6623,91,48,105,Positivo +6624,87,73,99,Positivo +6625,88,64,98,Positivo +6626,97,116,95,Negativo +6627,96,41,104,Positivo +6628,97,126,101,Negativo +6629,98,106,98,Negativo +6630,90,129,96,Positivo +6631,89,107,96,Positivo +6632,96,49,103,Positivo +6633,98,86,105,Negativo +6634,97,101,96,Negativo +6635,87,88,101,Positivo +6636,88,117,96,Positivo +6637,93,97,102,Positivo +6638,98,50,104,Negativo +6639,87,50,102,Positivo +6640,86,84,103,Positivo +6641,94,116,97,Negativo +6642,98,89,104,Negativo +6643,98,48,99,Negativo +6644,95,63,100,Negativo +6645,90,100,98,Negativo +6646,87,71,104,Positivo +6647,85,102,102,Positivo +6648,92,124,97,Positivo +6649,97,108,100,Negativo +6650,88,130,105,Positivo +6651,85,113,99,Positivo +6652,92,114,105,Positivo +6653,97,57,97,Negativo +6654,85,91,104,Positivo +6655,95,86,95,Negativo +6656,93,108,101,Positivo +6657,89,92,96,Positivo +6658,100,88,96,Negativo +6659,91,99,102,Positivo +6660,91,47,101,Positivo +6661,90,127,99,Positivo +6662,87,105,105,Positivo +6663,87,49,99,Positivo +6664,88,101,105,Positivo +6665,91,68,102,Positivo +6666,96,108,101,Negativo +6667,97,127,97,Negativo +6668,97,95,95,Negativo +6669,97,127,97,Negativo +6670,100,114,95,Negativo +6671,99,87,97,Negativo +6672,86,108,103,Positivo +6673,91,67,105,Positivo +6674,89,106,95,Positivo +6675,88,97,97,Positivo +6676,92,107,104,Positivo +6677,85,127,101,Positivo +6678,96,58,104,Negativo +6679,90,104,95,Negativo +6680,93,84,103,Positivo +6681,96,94,101,Negativo +6682,97,117,95,Negativo +6683,100,111,95,Negativo +6684,93,88,103,Positivo +6685,92,127,100,Positivo +6686,90,67,97,Negativo +6687,85,129,100,Positivo +6688,90,49,99,Positivo +6689,87,91,102,Positivo +6690,97,62,99,Negativo +6691,93,114,95,Negativo +6692,85,95,97,Positivo +6693,95,98,98,Negativo +6694,98,124,102,Negativo +6695,88,55,100,Positivo +6696,93,113,105,Positivo +6697,85,111,103,Positivo +6698,100,54,104,Negativo +6699,98,62,99,Negativo +6700,95,77,98,Negativo +6701,93,46,105,Positivo +6702,93,58,102,Positivo +6703,85,108,104,Positivo +6704,90,98,99,Negativo +6705,96,119,98,Negativo +6706,99,53,96,Negativo +6707,90,81,95,Negativo +6708,93,91,97,Negativo +6709,100,84,103,Negativo +6710,93,72,95,Negativo +6711,99,116,98,Negativo +6712,95,109,98,Negativo +6713,93,117,101,Positivo +6714,96,121,98,Negativo +6715,87,42,104,Positivo +6716,91,117,96,Positivo +6717,87,76,100,Positivo +6718,96,98,100,Negativo +6719,96,42,98,Negativo +6720,100,55,99,Negativo +6721,90,73,97,Negativo +6722,88,77,96,Positivo +6723,96,105,101,Negativo +6724,86,90,104,Positivo +6725,87,121,98,Positivo +6726,91,42,105,Positivo +6727,91,77,105,Positivo +6728,96,72,96,Negativo +6729,99,110,104,Negativo +6730,95,107,104,Negativo +6731,94,79,103,Positivo +6732,90,84,98,Negativo +6733,90,42,103,Positivo +6734,98,54,105,Negativo +6735,85,82,105,Positivo +6736,97,48,99,Negativo +6737,97,42,99,Negativo +6738,86,96,105,Positivo +6739,89,43,104,Positivo +6740,88,129,98,Positivo +6741,93,77,103,Positivo +6742,89,80,103,Positivo +6743,100,69,95,Negativo +6744,99,124,105,Negativo +6745,87,52,98,Positivo +6746,89,84,96,Positivo +6747,87,122,105,Positivo +6748,87,80,99,Positivo +6749,85,85,103,Positivo +6750,87,108,104,Positivo +6751,85,83,97,Positivo +6752,94,105,97,Negativo +6753,94,57,99,Negativo +6754,94,85,103,Positivo +6755,98,95,101,Negativo +6756,86,82,98,Positivo +6757,93,72,95,Negativo +6758,93,91,104,Positivo +6759,95,52,95,Negativo +6760,98,42,104,Negativo +6761,99,65,100,Negativo +6762,95,90,104,Negativo +6763,93,73,98,Negativo +6764,90,61,97,Negativo +6765,85,48,105,Positivo +6766,97,112,99,Negativo +6767,93,68,98,Negativo +6768,98,106,102,Negativo +6769,90,121,97,Positivo +6770,95,104,98,Negativo +6771,89,58,95,Positivo +6772,99,86,103,Negativo +6773,88,107,100,Positivo +6774,92,88,96,Negativo +6775,92,76,95,Negativo +6776,88,81,98,Positivo +6777,93,87,102,Positivo +6778,93,47,103,Positivo +6779,91,114,98,Positivo +6780,86,102,98,Positivo +6781,86,68,104,Positivo +6782,90,84,100,Negativo +6783,87,89,102,Positivo +6784,100,53,97,Negativo +6785,96,84,101,Negativo +6786,95,47,102,Positivo +6787,85,96,101,Positivo +6788,88,73,98,Positivo +6789,97,128,97,Negativo +6790,93,58,101,Positivo +6791,90,126,104,Positivo +6792,98,86,97,Negativo +6793,95,53,100,Negativo +6794,96,124,102,Positivo +6795,98,120,103,Negativo +6796,100,130,101,Negativo +6797,100,128,103,Negativo +6798,91,45,95,Positivo +6799,90,115,98,Positivo +6800,96,58,95,Negativo +6801,99,90,100,Negativo +6802,86,103,95,Positivo +6803,85,120,103,Positivo +6804,96,48,103,Positivo +6805,92,74,95,Negativo +6806,98,88,95,Negativo +6807,95,90,96,Negativo +6808,86,120,99,Positivo +6809,95,118,101,Positivo +6810,99,96,100,Negativo +6811,98,92,97,Negativo +6812,97,79,104,Negativo +6813,91,65,99,Negativo +6814,95,65,105,Negativo +6815,86,98,100,Positivo +6816,100,129,99,Negativo +6817,90,113,99,Positivo +6818,85,95,97,Positivo +6819,94,105,100,Negativo +6820,96,43,96,Negativo +6821,98,120,99,Negativo +6822,86,107,101,Positivo +6823,92,118,104,Positivo +6824,97,70,98,Negativo +6825,91,127,104,Positivo +6826,86,107,102,Positivo +6827,85,41,98,Positivo +6828,92,78,105,Positivo +6829,92,64,95,Negativo +6830,95,110,97,Negativo +6831,92,47,105,Positivo +6832,90,99,100,Negativo +6833,99,118,105,Negativo +6834,94,46,96,Negativo +6835,90,82,99,Negativo +6836,93,90,96,Negativo +6837,95,74,105,Negativo +6838,93,45,97,Negativo +6839,89,107,103,Positivo +6840,87,106,102,Positivo +6841,96,66,105,Negativo +6842,88,103,97,Positivo +6843,94,41,101,Positivo +6844,98,105,96,Negativo +6845,96,106,97,Negativo +6846,99,62,101,Negativo +6847,99,83,95,Negativo +6848,91,94,98,Negativo +6849,96,95,96,Negativo +6850,97,51,101,Negativo +6851,89,65,97,Positivo +6852,98,110,98,Negativo +6853,92,62,95,Negativo +6854,98,87,98,Negativo +6855,95,113,104,Positivo +6856,100,124,95,Negativo +6857,87,75,99,Positivo +6858,97,106,96,Negativo +6859,87,85,102,Positivo +6860,87,44,95,Positivo +6861,96,110,102,Negativo +6862,97,114,102,Negativo +6863,91,61,103,Positivo +6864,96,121,98,Negativo +6865,97,128,97,Negativo +6866,100,72,102,Negativo +6867,89,94,98,Positivo +6868,90,42,105,Positivo +6869,96,104,98,Negativo +6870,86,106,95,Positivo +6871,93,46,99,Negativo +6872,93,90,103,Positivo +6873,93,115,99,Negativo +6874,89,109,102,Positivo +6875,85,88,96,Positivo +6876,93,65,95,Negativo +6877,85,124,99,Positivo +6878,86,119,98,Positivo +6879,99,95,96,Negativo +6880,99,45,99,Negativo +6881,99,125,100,Negativo +6882,93,78,103,Positivo +6883,98,104,105,Negativo +6884,91,78,99,Negativo +6885,95,110,96,Negativo +6886,96,123,98,Negativo +6887,90,55,105,Positivo +6888,92,78,99,Negativo +6889,86,43,95,Positivo +6890,89,110,97,Positivo +6891,85,81,96,Positivo +6892,91,119,104,Positivo +6893,88,57,104,Positivo +6894,89,106,105,Positivo +6895,95,57,97,Negativo +6896,100,117,99,Negativo +6897,88,43,97,Positivo +6898,96,46,102,Positivo +6899,92,128,104,Positivo +6900,98,122,97,Negativo +6901,88,128,101,Positivo +6902,93,70,103,Positivo +6903,97,63,102,Negativo +6904,94,75,104,Positivo +6905,88,101,98,Positivo +6906,100,67,99,Negativo +6907,85,47,96,Positivo +6908,96,80,95,Negativo +6909,88,41,99,Positivo +6910,97,101,105,Negativo +6911,95,41,100,Negativo +6912,90,121,97,Positivo +6913,99,97,100,Negativo +6914,89,51,101,Positivo +6915,91,42,104,Positivo +6916,88,74,102,Positivo +6917,96,74,102,Negativo +6918,97,74,95,Negativo +6919,99,88,99,Negativo +6920,90,113,97,Positivo +6921,92,125,101,Positivo +6922,99,78,101,Negativo +6923,91,108,103,Positivo +6924,88,106,95,Positivo +6925,86,125,98,Positivo +6926,92,52,99,Negativo +6927,97,77,96,Negativo +6928,85,119,104,Positivo +6929,85,97,95,Positivo +6930,94,56,97,Negativo +6931,93,83,104,Positivo +6932,87,96,95,Positivo +6933,91,122,97,Positivo +6934,90,88,102,Positivo +6935,90,80,98,Negativo +6936,93,84,103,Positivo +6937,92,125,101,Positivo +6938,95,105,101,Negativo +6939,92,115,97,Positivo +6940,86,83,103,Positivo +6941,96,67,102,Negativo +6942,92,112,103,Positivo +6943,89,45,98,Positivo +6944,87,92,104,Positivo +6945,96,113,100,Negativo +6946,96,75,95,Negativo +6947,85,46,100,Positivo +6948,85,120,99,Positivo +6949,94,109,105,Positivo +6950,98,87,101,Negativo +6951,93,115,101,Positivo +6952,90,126,95,Positivo +6953,96,96,105,Negativo +6954,97,75,98,Negativo +6955,94,100,98,Negativo +6956,96,68,97,Negativo +6957,96,67,104,Negativo +6958,95,78,103,Negativo +6959,88,58,105,Positivo +6960,99,97,95,Negativo +6961,93,67,103,Positivo +6962,91,42,101,Positivo +6963,90,47,99,Positivo +6964,100,48,99,Negativo +6965,97,86,98,Negativo +6966,89,47,103,Positivo +6967,98,120,100,Negativo +6968,89,56,102,Positivo +6969,96,97,97,Negativo +6970,98,116,102,Negativo +6971,90,41,104,Positivo +6972,98,91,104,Negativo +6973,99,77,96,Negativo +6974,95,74,96,Negativo +6975,88,120,97,Positivo +6976,85,52,98,Positivo +6977,100,59,95,Negativo +6978,100,101,101,Negativo +6979,87,44,98,Positivo +6980,93,107,96,Negativo +6981,89,102,99,Positivo +6982,92,93,98,Negativo +6983,96,59,100,Negativo +6984,96,70,101,Negativo +6985,86,54,103,Positivo +6986,98,123,103,Negativo +6987,93,117,101,Positivo +6988,93,124,105,Positivo +6989,86,91,98,Positivo +6990,86,83,102,Positivo +6991,86,83,104,Positivo +6992,97,121,95,Negativo +6993,99,93,105,Negativo +6994,90,113,96,Positivo +6995,90,114,97,Positivo +6996,96,47,96,Negativo +6997,94,107,100,Negativo +6998,92,54,97,Negativo +6999,85,71,97,Positivo +7000,96,79,100,Negativo +7001,98,99,98,Negativo +7002,88,82,97,Positivo +7003,96,112,105,Positivo +7004,97,116,95,Negativo +7005,98,91,95,Negativo +7006,87,94,101,Positivo +7007,95,40,97,Negativo +7008,93,44,96,Negativo +7009,85,107,99,Positivo +7010,98,127,95,Negativo +7011,96,64,103,Negativo +7012,91,88,98,Negativo +7013,86,70,99,Positivo +7014,92,40,102,Positivo +7015,96,109,98,Negativo +7016,92,108,96,Negativo +7017,97,69,100,Negativo +7018,99,55,103,Negativo +7019,98,103,99,Negativo +7020,93,61,103,Positivo +7021,93,78,102,Positivo +7022,91,84,99,Negativo +7023,88,50,103,Positivo +7024,89,105,97,Positivo +7025,90,78,97,Negativo +7026,88,123,100,Positivo +7027,99,92,105,Negativo +7028,90,67,103,Positivo +7029,90,68,104,Positivo +7030,90,90,105,Positivo +7031,100,103,105,Negativo +7032,97,121,99,Negativo +7033,86,124,100,Positivo +7034,98,68,104,Negativo +7035,97,97,104,Negativo +7036,89,112,100,Positivo +7037,87,95,104,Positivo +7038,98,97,105,Negativo +7039,88,90,98,Positivo +7040,85,125,97,Positivo +7041,92,65,96,Negativo +7042,90,69,101,Positivo +7043,100,67,96,Negativo +7044,100,120,98,Negativo +7045,93,109,104,Positivo +7046,86,94,105,Positivo +7047,85,41,105,Positivo +7048,88,57,104,Positivo +7049,89,103,98,Positivo +7050,99,98,99,Negativo +7051,97,103,97,Negativo +7052,94,45,100,Negativo +7053,95,72,100,Negativo +7054,100,127,96,Negativo +7055,98,86,105,Negativo +7056,92,109,98,Negativo +7057,96,96,105,Negativo +7058,89,68,100,Positivo +7059,99,77,97,Negativo +7060,86,117,104,Positivo +7061,99,78,100,Negativo +7062,96,99,104,Negativo +7063,94,71,100,Negativo +7064,98,90,99,Negativo +7065,87,123,101,Positivo +7066,85,126,104,Positivo +7067,91,81,96,Negativo +7068,97,114,96,Negativo +7069,88,130,96,Positivo +7070,86,93,96,Positivo +7071,99,115,98,Negativo +7072,97,64,105,Negativo +7073,93,80,95,Negativo +7074,94,118,95,Negativo +7075,94,121,96,Negativo +7076,100,115,95,Negativo +7077,97,107,105,Negativo +7078,99,70,98,Negativo +7079,89,128,98,Positivo +7080,93,83,103,Positivo +7081,98,77,105,Negativo +7082,100,126,102,Negativo +7083,85,72,97,Positivo +7084,91,97,96,Negativo +7085,94,127,95,Negativo +7086,94,83,103,Positivo +7087,89,57,102,Positivo +7088,93,121,99,Negativo +7089,85,79,105,Positivo +7090,100,115,101,Negativo +7091,93,120,103,Positivo +7092,88,81,97,Positivo +7093,94,83,99,Negativo +7094,90,42,101,Positivo +7095,95,61,99,Negativo +7096,98,94,95,Negativo +7097,98,49,99,Negativo +7098,98,121,97,Negativo +7099,93,40,102,Positivo +7100,99,44,100,Negativo +7101,85,67,97,Positivo +7102,88,67,100,Positivo +7103,91,76,102,Positivo +7104,86,78,96,Positivo +7105,91,129,99,Positivo +7106,92,106,103,Positivo +7107,98,75,95,Negativo +7108,86,123,104,Positivo +7109,94,126,99,Negativo +7110,93,126,95,Negativo +7111,97,67,100,Negativo +7112,85,104,103,Positivo +7113,95,41,96,Negativo +7114,94,42,100,Negativo +7115,99,54,99,Negativo +7116,94,96,97,Negativo +7117,95,96,98,Negativo +7118,99,68,97,Negativo +7119,94,50,97,Negativo +7120,85,54,98,Positivo +7121,89,119,97,Positivo +7122,85,95,104,Positivo +7123,95,129,103,Positivo +7124,97,126,99,Negativo +7125,97,71,98,Negativo +7126,100,62,104,Negativo +7127,87,72,102,Positivo +7128,100,111,103,Negativo +7129,95,123,103,Positivo +7130,98,59,105,Negativo +7131,98,129,99,Negativo +7132,89,69,96,Positivo +7133,100,63,104,Negativo +7134,96,70,104,Negativo +7135,94,102,104,Positivo +7136,88,83,104,Positivo +7137,97,74,97,Negativo +7138,96,89,103,Negativo +7139,88,71,95,Positivo +7140,85,41,105,Positivo +7141,98,81,103,Negativo +7142,85,65,101,Positivo +7143,86,118,98,Positivo +7144,91,118,97,Positivo +7145,99,117,103,Negativo +7146,87,97,100,Positivo +7147,96,117,104,Positivo +7148,89,56,100,Positivo +7149,97,125,102,Negativo +7150,91,81,101,Positivo +7151,85,81,101,Positivo +7152,90,115,95,Positivo +7153,97,125,97,Negativo +7154,89,126,105,Positivo +7155,100,42,102,Negativo +7156,98,97,96,Negativo +7157,99,107,99,Negativo +7158,95,93,95,Negativo +7159,87,110,99,Positivo +7160,85,90,102,Positivo +7161,85,73,96,Positivo +7162,99,62,103,Negativo +7163,90,47,99,Positivo +7164,100,113,102,Negativo +7165,85,49,97,Positivo +7166,86,79,96,Positivo +7167,97,91,97,Negativo +7168,92,119,95,Positivo +7169,89,69,101,Positivo +7170,100,110,99,Negativo +7171,90,96,95,Negativo +7172,92,120,95,Positivo +7173,91,111,97,Positivo +7174,99,112,102,Negativo +7175,90,118,105,Positivo +7176,96,41,104,Positivo +7177,96,76,104,Negativo +7178,100,100,104,Negativo +7179,92,113,95,Positivo +7180,87,46,99,Positivo +7181,98,100,103,Negativo +7182,95,125,105,Positivo +7183,96,52,97,Negativo +7184,90,104,101,Positivo +7185,95,78,105,Negativo +7186,93,124,96,Negativo +7187,97,82,100,Negativo +7188,88,117,105,Positivo +7189,86,121,97,Positivo +7190,97,72,102,Negativo +7191,96,125,97,Negativo +7192,100,117,97,Negativo +7193,86,52,105,Positivo +7194,91,60,96,Negativo +7195,89,51,100,Positivo +7196,97,99,98,Negativo +7197,85,54,104,Positivo +7198,96,91,96,Negativo +7199,93,68,104,Positivo +7200,97,111,99,Negativo +7201,93,56,97,Negativo +7202,98,46,101,Negativo +7203,92,88,99,Negativo +7204,91,47,98,Positivo +7205,100,84,97,Negativo +7206,96,86,101,Negativo +7207,85,98,100,Positivo +7208,95,83,101,Negativo +7209,95,129,97,Negativo +7210,99,55,97,Negativo +7211,95,81,105,Negativo +7212,89,81,104,Positivo +7213,87,127,96,Positivo +7214,91,89,99,Negativo +7215,91,110,103,Positivo +7216,90,83,101,Positivo +7217,85,126,100,Positivo +7218,95,70,104,Negativo +7219,97,106,97,Negativo +7220,94,85,96,Negativo +7221,98,118,103,Negativo +7222,92,111,101,Positivo +7223,90,96,95,Negativo +7224,92,76,103,Positivo +7225,85,112,95,Positivo +7226,85,98,103,Positivo +7227,91,117,98,Positivo +7228,94,79,97,Negativo +7229,85,113,100,Positivo +7230,85,54,105,Positivo +7231,96,94,102,Negativo +7232,85,114,99,Positivo +7233,94,99,95,Negativo +7234,92,124,98,Positivo +7235,93,83,102,Positivo +7236,96,58,101,Negativo +7237,100,43,99,Negativo +7238,96,107,96,Negativo +7239,92,86,102,Positivo +7240,88,105,100,Positivo +7241,89,125,103,Positivo +7242,88,47,97,Positivo +7243,97,87,101,Negativo +7244,92,78,99,Negativo +7245,96,106,98,Negativo +7246,90,66,100,Negativo +7247,100,80,97,Negativo +7248,86,112,102,Positivo +7249,97,46,103,Negativo +7250,99,50,100,Negativo +7251,95,115,99,Negativo +7252,100,102,97,Negativo +7253,86,49,101,Positivo +7254,92,115,102,Positivo +7255,85,86,105,Positivo +7256,94,105,96,Negativo +7257,97,51,104,Negativo +7258,97,126,103,Negativo +7259,85,125,98,Positivo +7260,92,50,96,Negativo +7261,93,58,97,Negativo +7262,86,96,97,Positivo +7263,90,59,105,Positivo +7264,92,80,99,Negativo +7265,95,61,104,Negativo +7266,94,122,96,Negativo +7267,96,72,98,Negativo +7268,86,67,104,Positivo +7269,98,75,96,Negativo +7270,90,89,100,Negativo +7271,85,54,104,Positivo +7272,93,47,103,Positivo +7273,91,88,102,Positivo +7274,91,93,103,Positivo +7275,93,119,101,Positivo +7276,100,55,105,Negativo +7277,91,115,98,Positivo +7278,95,93,100,Negativo +7279,89,80,105,Positivo +7280,92,48,98,Positivo +7281,92,113,103,Positivo +7282,92,49,99,Positivo +7283,86,125,99,Positivo +7284,90,121,99,Positivo +7285,92,104,99,Negativo +7286,94,106,97,Negativo +7287,91,41,100,Positivo +7288,88,95,103,Positivo +7289,95,44,103,Positivo +7290,89,41,97,Positivo +7291,97,90,95,Negativo +7292,85,116,96,Positivo +7293,87,101,95,Positivo +7294,96,56,98,Negativo +7295,87,105,95,Positivo +7296,92,74,95,Negativo +7297,96,109,103,Negativo +7298,96,57,104,Negativo +7299,88,91,97,Positivo +7300,94,43,96,Negativo +7301,90,127,101,Positivo +7302,88,88,98,Positivo +7303,94,97,100,Negativo +7304,89,65,104,Positivo +7305,86,87,99,Positivo +7306,95,70,105,Negativo +7307,94,122,104,Positivo +7308,95,41,105,Positivo +7309,91,107,105,Positivo +7310,90,121,100,Positivo +7311,89,109,102,Positivo +7312,86,123,96,Positivo +7313,85,54,97,Positivo +7314,97,124,98,Negativo +7315,88,110,97,Positivo +7316,97,128,104,Negativo +7317,91,102,98,Negativo +7318,100,105,101,Negativo +7319,96,129,103,Positivo +7320,93,74,99,Negativo +7321,96,115,104,Positivo +7322,86,89,102,Positivo +7323,98,69,103,Negativo +7324,91,100,103,Positivo +7325,90,65,105,Positivo +7326,86,104,103,Positivo +7327,100,93,101,Negativo +7328,89,84,97,Positivo +7329,89,64,98,Positivo +7330,92,84,102,Positivo +7331,89,64,95,Positivo +7332,90,96,101,Positivo +7333,87,78,103,Positivo +7334,87,94,98,Positivo +7335,88,97,101,Positivo +7336,98,91,96,Negativo +7337,100,68,105,Negativo +7338,100,44,96,Negativo +7339,86,58,95,Positivo +7340,88,79,105,Positivo +7341,100,102,105,Negativo +7342,97,42,99,Negativo +7343,100,49,96,Negativo +7344,92,96,101,Positivo +7345,87,51,103,Positivo +7346,88,45,103,Positivo +7347,95,105,102,Negativo +7348,98,69,96,Negativo +7349,90,128,105,Positivo +7350,92,71,95,Negativo +7351,86,67,98,Positivo +7352,91,71,100,Negativo +7353,96,58,95,Negativo +7354,100,123,97,Negativo +7355,87,68,99,Positivo +7356,100,56,96,Negativo +7357,96,45,101,Positivo +7358,95,109,102,Negativo +7359,94,69,100,Negativo +7360,92,95,102,Positivo +7361,87,42,97,Positivo +7362,98,79,101,Negativo +7363,92,71,97,Negativo +7364,95,72,104,Negativo +7365,89,126,103,Positivo +7366,99,107,100,Negativo +7367,97,89,101,Negativo +7368,91,40,100,Positivo +7369,90,69,96,Negativo +7370,100,69,104,Negativo +7371,98,42,105,Negativo +7372,97,88,104,Negativo +7373,94,50,102,Positivo +7374,95,85,100,Negativo +7375,99,81,97,Negativo +7376,98,109,96,Negativo +7377,99,125,100,Negativo +7378,91,53,97,Negativo +7379,95,44,102,Positivo +7380,89,58,102,Positivo +7381,97,54,104,Negativo +7382,94,63,98,Negativo +7383,93,115,105,Positivo +7384,93,96,102,Positivo +7385,89,112,97,Positivo +7386,97,94,97,Negativo +7387,86,122,98,Positivo +7388,89,102,97,Positivo +7389,85,60,99,Positivo +7390,89,50,98,Positivo +7391,86,110,97,Positivo +7392,95,68,95,Negativo +7393,94,129,98,Negativo +7394,95,75,97,Negativo +7395,98,67,102,Negativo +7396,89,130,102,Positivo +7397,88,78,105,Positivo +7398,96,86,96,Negativo +7399,99,120,103,Negativo +7400,97,62,105,Negativo +7401,88,101,104,Positivo +7402,92,62,101,Positivo +7403,100,95,99,Negativo +7404,98,129,98,Negativo +7405,90,95,95,Negativo +7406,93,82,105,Positivo +7407,88,69,95,Positivo +7408,90,100,99,Negativo +7409,93,109,100,Negativo +7410,99,122,101,Negativo +7411,92,118,101,Positivo +7412,87,63,102,Positivo +7413,94,55,101,Positivo +7414,88,40,98,Positivo +7415,89,60,97,Positivo +7416,98,93,101,Negativo +7417,97,44,98,Negativo +7418,93,64,102,Positivo +7419,96,90,101,Negativo +7420,87,53,104,Positivo +7421,94,92,103,Positivo +7422,90,51,99,Negativo +7423,89,50,99,Positivo +7424,91,87,103,Positivo +7425,98,65,104,Negativo +7426,89,56,104,Positivo +7427,86,84,95,Positivo +7428,89,115,96,Positivo +7429,91,115,105,Positivo +7430,93,67,101,Positivo +7431,94,96,103,Positivo +7432,94,100,95,Negativo +7433,91,53,100,Negativo +7434,85,76,104,Positivo +7435,97,45,99,Negativo +7436,88,97,99,Positivo +7437,92,68,102,Positivo +7438,90,70,103,Positivo +7439,86,42,101,Positivo +7440,92,46,103,Positivo +7441,97,93,99,Negativo +7442,98,123,104,Negativo +7443,91,73,102,Positivo +7444,95,102,105,Negativo +7445,96,58,96,Negativo +7446,91,101,104,Positivo +7447,87,95,105,Positivo +7448,89,102,100,Positivo +7449,100,63,105,Negativo +7450,93,59,104,Positivo +7451,86,50,98,Positivo +7452,94,70,99,Negativo +7453,92,42,95,Positivo +7454,86,114,99,Positivo +7455,100,87,104,Negativo +7456,99,102,95,Negativo +7457,95,117,105,Positivo +7458,95,119,96,Negativo +7459,100,64,99,Negativo +7460,96,66,96,Negativo +7461,89,44,100,Positivo +7462,94,117,104,Positivo +7463,88,106,105,Positivo +7464,93,66,97,Negativo +7465,98,97,103,Negativo +7466,90,105,103,Positivo +7467,93,74,95,Negativo +7468,92,78,99,Negativo +7469,96,88,99,Negativo +7470,96,41,105,Positivo +7471,91,71,97,Negativo +7472,95,53,101,Negativo +7473,93,111,104,Positivo +7474,99,42,102,Negativo +7475,87,52,96,Positivo +7476,92,59,103,Positivo +7477,100,95,97,Negativo +7478,96,70,96,Negativo +7479,89,90,95,Positivo +7480,93,67,95,Negativo +7481,97,44,98,Negativo +7482,90,130,99,Positivo +7483,85,50,99,Positivo +7484,96,115,97,Negativo +7485,98,116,103,Negativo +7486,95,84,100,Negativo +7487,100,86,98,Negativo +7488,88,81,104,Positivo +7489,89,115,97,Positivo +7490,94,54,103,Positivo +7491,97,98,99,Negativo +7492,92,82,101,Positivo +7493,87,49,95,Positivo +7494,98,45,98,Negativo +7495,88,125,96,Positivo +7496,96,99,99,Negativo +7497,91,64,97,Negativo +7498,90,130,103,Positivo +7499,100,48,98,Negativo +7500,98,119,102,Negativo +7501,94,114,96,Negativo +7502,96,120,98,Negativo +7503,92,58,101,Positivo +7504,86,52,105,Positivo +7505,86,66,95,Positivo +7506,85,90,98,Positivo +7507,94,88,98,Negativo +7508,91,74,99,Negativo +7509,100,57,103,Negativo +7510,94,103,103,Positivo +7511,85,104,95,Positivo +7512,89,94,103,Positivo +7513,97,89,102,Negativo +7514,95,123,104,Positivo +7515,92,130,102,Positivo +7516,90,53,103,Positivo +7517,93,108,95,Negativo +7518,97,81,96,Negativo +7519,99,126,99,Negativo +7520,85,82,105,Positivo +7521,98,112,100,Negativo +7522,91,49,105,Positivo +7523,95,89,101,Negativo +7524,95,75,101,Negativo +7525,91,89,99,Negativo +7526,92,102,101,Positivo +7527,85,88,96,Positivo +7528,94,77,101,Positivo +7529,89,130,100,Positivo +7530,87,128,102,Positivo +7531,97,86,100,Negativo +7532,97,45,101,Negativo +7533,98,41,97,Negativo +7534,97,74,102,Negativo +7535,94,102,105,Positivo +7536,99,45,96,Negativo +7537,95,75,103,Negativo +7538,85,49,103,Positivo +7539,93,46,96,Negativo +7540,90,47,102,Positivo +7541,87,127,98,Positivo +7542,96,50,97,Negativo +7543,85,130,97,Positivo +7544,86,52,97,Positivo +7545,93,50,103,Positivo +7546,92,45,101,Positivo +7547,86,106,95,Positivo +7548,88,69,104,Positivo +7549,96,65,98,Negativo +7550,92,101,104,Positivo +7551,91,130,105,Positivo +7552,97,50,105,Negativo +7553,98,89,100,Negativo +7554,92,76,100,Negativo +7555,93,70,100,Negativo +7556,93,119,105,Positivo +7557,85,113,97,Positivo +7558,97,55,100,Negativo +7559,86,96,98,Positivo +7560,94,93,98,Negativo +7561,96,94,100,Negativo +7562,89,111,99,Positivo +7563,88,98,100,Positivo +7564,100,129,95,Negativo +7565,95,64,104,Negativo +7566,99,127,98,Negativo +7567,85,55,103,Positivo +7568,97,71,98,Negativo +7569,89,44,97,Positivo +7570,97,78,99,Negativo +7571,85,69,95,Positivo +7572,85,56,99,Positivo +7573,96,80,97,Negativo +7574,85,75,103,Positivo +7575,100,56,97,Negativo +7576,92,102,97,Negativo +7577,87,73,103,Positivo +7578,85,53,105,Positivo +7579,96,78,95,Negativo +7580,97,50,98,Negativo +7581,99,92,99,Negativo +7582,85,117,97,Positivo +7583,85,71,101,Positivo +7584,86,62,97,Positivo +7585,92,103,95,Negativo +7586,98,42,104,Negativo +7587,90,91,102,Positivo +7588,90,102,103,Positivo +7589,90,105,100,Negativo +7590,95,102,103,Negativo +7591,93,124,104,Positivo +7592,99,87,102,Negativo +7593,86,55,95,Positivo +7594,91,129,98,Positivo +7595,95,128,103,Positivo +7596,93,43,105,Positivo +7597,94,76,97,Negativo +7598,94,120,99,Negativo +7599,91,43,99,Positivo +7600,92,60,104,Positivo +7601,88,57,96,Positivo +7602,97,129,95,Negativo +7603,89,55,96,Positivo +7604,96,79,102,Negativo +7605,93,44,99,Negativo +7606,96,66,95,Negativo +7607,93,119,98,Negativo +7608,91,42,101,Positivo +7609,93,112,103,Positivo +7610,98,46,98,Negativo +7611,94,128,97,Negativo +7612,86,61,105,Positivo +7613,87,108,104,Positivo +7614,89,63,103,Positivo +7615,86,119,100,Positivo +7616,90,86,97,Negativo +7617,92,75,100,Negativo +7618,98,64,98,Negativo +7619,87,127,97,Positivo +7620,86,51,96,Positivo +7621,90,105,103,Positivo +7622,92,68,101,Positivo +7623,88,110,97,Positivo +7624,100,68,103,Negativo +7625,91,97,101,Positivo +7626,95,49,100,Negativo +7627,89,121,99,Positivo +7628,99,70,96,Negativo +7629,95,61,95,Negativo +7630,87,60,105,Positivo +7631,100,53,98,Negativo +7632,99,98,96,Negativo +7633,86,86,96,Positivo +7634,95,75,104,Negativo +7635,94,47,99,Negativo +7636,92,90,103,Positivo +7637,94,75,95,Negativo +7638,88,82,104,Positivo +7639,99,92,99,Negativo +7640,92,54,101,Positivo +7641,86,47,95,Positivo +7642,94,64,102,Positivo +7643,89,87,104,Positivo +7644,89,120,95,Positivo +7645,95,104,102,Negativo +7646,96,51,101,Negativo +7647,92,59,101,Positivo +7648,86,75,100,Positivo +7649,89,47,104,Positivo +7650,95,117,96,Negativo +7651,92,40,96,Positivo +7652,98,55,99,Negativo +7653,91,58,102,Positivo +7654,99,50,101,Negativo +7655,88,100,105,Positivo +7656,91,81,100,Negativo +7657,92,62,105,Positivo +7658,99,76,105,Negativo +7659,94,118,102,Positivo +7660,88,62,104,Positivo +7661,87,73,101,Positivo +7662,98,63,98,Negativo +7663,96,104,95,Negativo +7664,88,110,99,Positivo +7665,87,121,99,Positivo +7666,91,41,104,Positivo +7667,91,117,98,Positivo +7668,95,87,97,Negativo +7669,92,80,102,Positivo +7670,89,69,100,Positivo +7671,86,69,103,Positivo +7672,98,69,100,Negativo +7673,89,82,96,Positivo +7674,99,103,101,Negativo +7675,91,109,98,Negativo +7676,97,125,97,Negativo +7677,99,99,97,Negativo +7678,87,124,105,Positivo +7679,99,80,99,Negativo +7680,96,71,104,Negativo +7681,95,61,101,Negativo +7682,88,99,100,Positivo +7683,94,122,95,Negativo +7684,95,44,98,Negativo +7685,97,115,95,Negativo +7686,86,68,99,Positivo +7687,95,120,104,Positivo +7688,86,120,95,Positivo +7689,98,77,103,Negativo +7690,87,109,102,Positivo +7691,88,96,98,Positivo +7692,97,61,100,Negativo +7693,87,52,99,Positivo +7694,89,105,102,Positivo +7695,91,111,97,Positivo +7696,92,113,105,Positivo +7697,94,59,100,Negativo +7698,95,93,95,Negativo +7699,98,77,98,Negativo +7700,95,86,105,Negativo +7701,89,109,97,Positivo +7702,97,108,98,Negativo +7703,89,103,99,Positivo +7704,94,125,104,Positivo +7705,94,48,104,Positivo +7706,98,43,103,Negativo +7707,97,123,97,Negativo +7708,98,125,99,Negativo +7709,88,62,97,Positivo +7710,94,94,97,Negativo +7711,96,57,102,Negativo +7712,98,124,97,Negativo +7713,95,63,100,Negativo +7714,95,80,104,Negativo +7715,94,51,104,Positivo +7716,96,99,96,Negativo +7717,100,118,98,Negativo +7718,96,73,101,Negativo +7719,89,89,98,Positivo +7720,91,62,98,Negativo +7721,88,67,105,Positivo +7722,90,71,105,Positivo +7723,90,96,96,Negativo +7724,91,117,99,Positivo +7725,87,76,96,Positivo +7726,85,86,105,Positivo +7727,93,84,102,Positivo +7728,94,128,99,Negativo +7729,94,68,96,Negativo +7730,88,100,98,Positivo +7731,92,120,102,Positivo +7732,91,68,104,Positivo +7733,86,77,104,Positivo +7734,92,53,104,Positivo +7735,94,106,96,Negativo +7736,96,58,104,Negativo +7737,85,69,102,Positivo +7738,93,96,100,Negativo +7739,90,77,96,Negativo +7740,88,57,98,Positivo +7741,91,79,95,Negativo +7742,96,119,104,Positivo +7743,89,54,96,Positivo +7744,96,76,97,Negativo +7745,98,78,99,Negativo +7746,100,130,97,Negativo +7747,97,82,96,Negativo +7748,95,127,99,Negativo +7749,87,130,105,Positivo +7750,98,105,104,Negativo +7751,97,74,101,Negativo +7752,100,72,102,Negativo +7753,97,123,105,Negativo +7754,85,58,102,Positivo +7755,93,130,104,Positivo +7756,88,111,95,Positivo +7757,95,64,104,Negativo +7758,92,121,104,Positivo +7759,98,95,97,Negativo +7760,94,107,95,Negativo +7761,86,93,101,Positivo +7762,95,94,103,Negativo +7763,90,130,102,Positivo +7764,100,73,101,Negativo +7765,95,106,96,Negativo +7766,93,88,103,Positivo +7767,97,61,105,Negativo +7768,100,107,97,Negativo +7769,93,98,103,Positivo +7770,92,53,98,Negativo +7771,99,54,104,Negativo +7772,99,130,101,Negativo +7773,94,117,103,Positivo +7774,91,130,97,Positivo +7775,87,125,95,Positivo +7776,89,47,99,Positivo +7777,96,129,99,Negativo +7778,99,54,105,Negativo +7779,95,85,102,Negativo +7780,96,101,105,Negativo +7781,98,74,102,Negativo +7782,98,79,98,Negativo +7783,91,116,98,Positivo +7784,93,95,101,Positivo +7785,100,87,99,Negativo +7786,95,58,100,Negativo +7787,96,130,103,Positivo +7788,99,105,95,Negativo +7789,92,61,102,Positivo +7790,98,97,100,Negativo +7791,100,89,98,Negativo +7792,97,104,99,Negativo +7793,85,97,99,Positivo +7794,94,92,104,Positivo +7795,90,56,104,Positivo +7796,97,82,97,Negativo +7797,98,102,100,Negativo +7798,89,94,96,Positivo +7799,89,81,103,Positivo +7800,94,79,96,Negativo +7801,93,63,99,Negativo +7802,86,83,101,Positivo +7803,85,47,99,Positivo +7804,100,77,103,Negativo +7805,100,56,100,Negativo +7806,87,49,96,Positivo +7807,97,84,95,Negativo +7808,94,64,95,Negativo +7809,87,83,96,Positivo +7810,99,114,102,Negativo +7811,92,59,96,Negativo +7812,98,89,101,Negativo +7813,91,114,102,Positivo +7814,89,86,102,Positivo +7815,94,75,101,Positivo +7816,99,65,102,Negativo +7817,97,115,99,Negativo +7818,91,45,105,Positivo +7819,91,54,101,Positivo +7820,95,119,95,Negativo +7821,87,52,95,Positivo +7822,99,46,96,Negativo +7823,96,79,104,Negativo +7824,98,63,99,Negativo +7825,91,41,101,Positivo +7826,97,63,98,Negativo +7827,93,81,96,Negativo +7828,92,57,105,Positivo +7829,100,125,95,Negativo +7830,94,114,104,Positivo +7831,94,67,105,Positivo +7832,86,95,98,Positivo +7833,97,68,100,Negativo +7834,97,92,100,Negativo +7835,99,78,102,Negativo +7836,88,63,96,Positivo +7837,86,69,97,Positivo +7838,94,90,101,Positivo +7839,97,84,96,Negativo +7840,99,101,96,Negativo +7841,87,105,103,Positivo +7842,91,118,99,Positivo +7843,97,100,97,Negativo +7844,98,97,103,Negativo +7845,92,61,98,Negativo +7846,91,68,103,Positivo +7847,99,76,97,Negativo +7848,95,49,100,Negativo +7849,99,62,105,Negativo +7850,85,54,98,Positivo +7851,89,68,104,Positivo +7852,89,77,97,Positivo +7853,99,54,104,Negativo +7854,100,45,97,Negativo +7855,86,51,96,Positivo +7856,98,40,100,Negativo +7857,94,73,95,Negativo +7858,91,106,101,Positivo +7859,98,100,102,Negativo +7860,85,91,98,Positivo +7861,94,66,102,Positivo +7862,100,129,105,Negativo +7863,88,75,102,Positivo +7864,85,93,95,Positivo +7865,93,67,100,Negativo +7866,85,110,99,Positivo +7867,86,56,102,Positivo +7868,89,89,101,Positivo +7869,99,50,101,Negativo +7870,92,98,102,Positivo +7871,88,76,103,Positivo +7872,87,112,100,Positivo +7873,95,110,99,Negativo +7874,96,113,99,Negativo +7875,89,76,99,Positivo +7876,89,126,98,Positivo +7877,89,78,99,Positivo +7878,87,52,100,Positivo +7879,94,93,105,Positivo +7880,95,59,97,Negativo +7881,89,68,95,Positivo +7882,99,80,99,Negativo +7883,88,74,103,Positivo +7884,85,104,100,Positivo +7885,96,57,98,Negativo +7886,94,63,101,Positivo +7887,97,100,96,Negativo +7888,91,115,104,Positivo +7889,100,45,99,Negativo +7890,85,74,103,Positivo +7891,92,55,96,Negativo +7892,88,118,103,Positivo +7893,90,70,101,Positivo +7894,100,45,104,Negativo +7895,92,117,95,Positivo +7896,87,45,101,Positivo +7897,88,80,104,Positivo +7898,92,124,103,Positivo +7899,93,64,98,Negativo +7900,87,78,100,Positivo +7901,94,40,96,Negativo +7902,91,69,102,Positivo +7903,87,52,99,Positivo +7904,91,123,98,Positivo +7905,86,111,101,Positivo +7906,90,123,104,Positivo +7907,99,74,101,Negativo +7908,87,84,98,Positivo +7909,96,114,98,Negativo +7910,98,79,103,Negativo +7911,100,52,104,Negativo +7912,96,123,95,Negativo +7913,96,112,103,Positivo +7914,99,70,99,Negativo +7915,87,66,104,Positivo +7916,99,95,100,Negativo +7917,94,77,102,Positivo +7918,97,53,97,Negativo +7919,93,44,95,Negativo +7920,93,77,98,Negativo +7921,94,87,99,Negativo +7922,92,97,99,Negativo +7923,90,58,99,Negativo +7924,87,47,98,Positivo +7925,90,90,97,Negativo +7926,96,82,95,Negativo +7927,87,121,104,Positivo +7928,93,108,99,Negativo +7929,100,70,96,Negativo +7930,85,107,102,Positivo +7931,94,100,97,Negativo +7932,92,47,103,Positivo +7933,92,109,98,Negativo +7934,91,70,99,Negativo +7935,98,63,99,Negativo +7936,93,79,100,Negativo +7937,99,82,96,Negativo +7938,85,89,98,Positivo +7939,95,63,102,Negativo +7940,97,125,104,Negativo +7941,93,111,97,Negativo +7942,93,95,103,Positivo +7943,98,81,105,Negativo +7944,88,63,99,Positivo +7945,90,69,104,Positivo +7946,99,66,95,Negativo +7947,85,84,96,Positivo +7948,90,67,99,Negativo +7949,92,98,104,Positivo +7950,92,127,96,Positivo +7951,90,81,95,Negativo +7952,90,123,104,Positivo +7953,89,119,99,Positivo +7954,85,52,97,Positivo +7955,97,88,96,Negativo +7956,85,104,102,Positivo +7957,96,71,98,Negativo +7958,89,44,103,Positivo +7959,86,80,97,Positivo +7960,93,67,96,Negativo +7961,96,89,104,Negativo +7962,86,46,101,Positivo +7963,97,69,97,Negativo +7964,89,90,103,Positivo +7965,98,95,96,Negativo +7966,85,60,98,Positivo +7967,96,53,101,Negativo +7968,91,112,99,Positivo +7969,87,80,104,Positivo +7970,91,49,101,Positivo +7971,87,56,95,Positivo +7972,95,49,105,Positivo +7973,87,44,104,Positivo +7974,92,80,98,Negativo +7975,92,84,96,Negativo +7976,93,101,99,Negativo +7977,91,123,100,Positivo +7978,97,82,102,Negativo +7979,87,53,104,Positivo +7980,96,55,97,Negativo +7981,85,85,105,Positivo +7982,97,108,96,Negativo +7983,89,63,105,Positivo +7984,100,101,97,Negativo +7985,96,88,105,Negativo +7986,95,106,105,Negativo +7987,92,44,101,Positivo +7988,91,129,97,Positivo +7989,87,50,99,Positivo +7990,94,107,104,Positivo +7991,95,69,103,Negativo +7992,98,80,105,Negativo +7993,100,80,103,Negativo +7994,90,74,101,Positivo +7995,85,44,102,Positivo +7996,98,62,102,Negativo +7997,91,65,97,Negativo +7998,86,63,100,Positivo +7999,94,99,100,Negativo +8000,99,120,102,Negativo +8001,95,127,104,Positivo +8002,87,118,99,Positivo +8003,98,103,96,Negativo +8004,100,122,95,Negativo +8005,87,93,98,Positivo +8006,90,111,97,Positivo +8007,85,108,102,Positivo +8008,98,82,105,Negativo +8009,92,40,100,Positivo +8010,95,111,98,Negativo +8011,99,102,105,Negativo +8012,86,122,96,Positivo +8013,93,68,105,Positivo +8014,98,121,97,Negativo +8015,92,78,103,Positivo +8016,98,44,97,Negativo +8017,92,44,95,Positivo +8018,92,105,105,Positivo +8019,92,73,95,Negativo +8020,100,105,105,Negativo +8021,94,101,96,Negativo +8022,98,48,105,Negativo +8023,94,80,96,Negativo +8024,93,51,105,Positivo +8025,97,110,97,Negativo +8026,85,78,103,Positivo +8027,91,40,104,Positivo +8028,89,93,100,Positivo +8029,88,49,103,Positivo +8030,99,42,103,Negativo +8031,87,114,99,Positivo +8032,96,96,99,Negativo +8033,87,92,101,Positivo +8034,86,73,97,Positivo +8035,98,91,97,Negativo +8036,93,63,101,Positivo +8037,90,78,97,Negativo +8038,100,48,103,Negativo +8039,95,102,100,Negativo +8040,94,67,105,Positivo +8041,100,54,96,Negativo +8042,95,115,104,Positivo +8043,99,40,100,Negativo +8044,100,44,104,Negativo +8045,91,67,103,Positivo +8046,96,72,101,Negativo +8047,94,127,96,Negativo +8048,87,126,105,Positivo +8049,92,65,102,Positivo +8050,86,123,102,Positivo +8051,87,81,104,Positivo +8052,95,84,97,Negativo +8053,96,69,98,Negativo +8054,85,120,102,Positivo +8055,88,90,101,Positivo +8056,87,96,98,Positivo +8057,93,81,103,Positivo +8058,87,85,98,Positivo +8059,91,57,98,Negativo +8060,88,87,98,Positivo +8061,94,124,98,Negativo +8062,95,72,101,Negativo +8063,85,54,105,Positivo +8064,95,58,95,Negativo +8065,95,86,100,Negativo +8066,100,121,98,Negativo +8067,88,64,99,Positivo +8068,93,58,102,Positivo +8069,99,47,97,Negativo +8070,90,121,104,Positivo +8071,98,78,96,Negativo +8072,87,40,96,Positivo +8073,99,121,104,Negativo +8074,89,41,97,Positivo +8075,85,67,105,Positivo +8076,86,98,103,Positivo +8077,100,62,96,Negativo +8078,88,63,102,Positivo +8079,91,124,96,Positivo +8080,91,124,97,Positivo +8081,96,42,99,Negativo +8082,87,127,97,Positivo +8083,85,68,100,Positivo +8084,92,92,100,Negativo +8085,89,56,96,Positivo +8086,99,54,100,Negativo +8087,98,85,98,Negativo +8088,85,105,95,Positivo +8089,91,72,101,Positivo +8090,92,99,98,Negativo +8091,91,84,105,Positivo +8092,93,60,97,Negativo +8093,92,81,103,Positivo +8094,97,96,97,Negativo +8095,97,94,102,Negativo +8096,96,66,95,Negativo +8097,100,45,98,Negativo +8098,86,80,104,Positivo +8099,92,114,97,Positivo +8100,86,40,105,Positivo +8101,91,46,105,Positivo +8102,96,126,97,Negativo +8103,94,98,104,Positivo +8104,85,93,100,Positivo +8105,97,60,97,Negativo +8106,99,128,101,Negativo +8107,89,91,104,Positivo +8108,94,78,99,Negativo +8109,96,90,102,Negativo +8110,94,127,98,Negativo +8111,88,63,103,Positivo +8112,85,105,97,Positivo +8113,93,108,95,Negativo +8114,93,52,103,Positivo +8115,87,43,102,Positivo +8116,90,116,98,Positivo +8117,95,71,104,Negativo +8118,98,54,98,Negativo +8119,86,96,95,Positivo +8120,98,40,102,Negativo +8121,100,80,102,Negativo +8122,96,79,97,Negativo +8123,99,66,95,Negativo +8124,86,44,103,Positivo +8125,90,77,105,Positivo +8126,94,79,96,Negativo +8127,88,63,97,Positivo +8128,96,118,98,Negativo +8129,93,89,98,Negativo +8130,97,91,96,Negativo +8131,85,41,96,Positivo +8132,87,128,102,Positivo +8133,88,56,95,Positivo +8134,92,90,104,Positivo +8135,97,56,103,Negativo +8136,93,83,101,Positivo +8137,93,101,100,Negativo +8138,98,40,97,Negativo +8139,99,46,103,Negativo +8140,89,58,102,Positivo +8141,95,112,101,Positivo +8142,99,47,97,Negativo +8143,91,91,95,Negativo +8144,87,66,96,Positivo +8145,92,96,102,Positivo +8146,97,65,101,Negativo +8147,98,107,96,Negativo +8148,97,110,102,Negativo +8149,88,87,103,Positivo +8150,91,71,97,Negativo +8151,85,113,105,Positivo +8152,98,62,97,Negativo +8153,91,56,104,Positivo +8154,90,111,97,Positivo +8155,89,122,101,Positivo +8156,99,81,102,Negativo +8157,90,45,95,Positivo +8158,99,63,101,Negativo +8159,97,70,98,Negativo +8160,94,67,98,Negativo +8161,90,88,102,Positivo +8162,90,103,98,Negativo +8163,89,82,98,Positivo +8164,86,103,97,Positivo +8165,97,68,101,Negativo +8166,96,108,102,Negativo +8167,99,99,102,Negativo +8168,93,43,96,Negativo +8169,99,112,101,Negativo +8170,88,117,105,Positivo +8171,100,44,103,Negativo +8172,99,125,98,Negativo +8173,88,117,95,Positivo +8174,98,55,97,Negativo +8175,86,101,95,Positivo +8176,91,112,100,Positivo +8177,95,59,105,Negativo +8178,95,94,97,Negativo +8179,89,106,97,Positivo +8180,96,89,95,Negativo +8181,87,63,103,Positivo +8182,95,124,101,Positivo +8183,90,93,95,Negativo +8184,98,66,95,Negativo +8185,99,76,95,Negativo +8186,99,59,96,Negativo +8187,98,114,97,Negativo +8188,95,125,102,Positivo +8189,88,41,95,Positivo +8190,96,124,105,Positivo +8191,97,42,99,Negativo +8192,94,71,105,Positivo +8193,87,66,104,Positivo +8194,91,121,100,Positivo +8195,90,95,100,Negativo +8196,94,115,97,Negativo +8197,100,72,96,Negativo +8198,97,109,105,Negativo +8199,100,49,103,Negativo +8200,96,82,97,Negativo +8201,86,46,96,Positivo +8202,87,66,105,Positivo +8203,85,108,101,Positivo +8204,97,92,105,Negativo +8205,98,56,103,Negativo +8206,91,107,97,Negativo +8207,98,47,100,Negativo +8208,87,129,100,Positivo +8209,89,124,104,Positivo +8210,86,47,97,Positivo +8211,87,43,95,Positivo +8212,94,75,102,Positivo +8213,97,52,101,Negativo +8214,89,95,99,Positivo +8215,98,44,99,Negativo +8216,85,122,105,Positivo +8217,95,48,104,Positivo +8218,100,69,101,Negativo +8219,92,110,102,Positivo +8220,93,62,103,Positivo +8221,86,79,101,Positivo +8222,98,115,102,Negativo +8223,91,69,104,Positivo +8224,99,40,105,Negativo +8225,90,82,103,Positivo +8226,89,43,105,Positivo +8227,95,103,102,Negativo +8228,93,82,97,Negativo +8229,90,92,98,Negativo +8230,88,42,101,Positivo +8231,95,65,97,Negativo +8232,99,105,102,Negativo +8233,92,75,97,Negativo +8234,91,75,99,Negativo +8235,97,57,97,Negativo +8236,94,92,99,Negativo +8237,85,117,97,Positivo +8238,86,123,98,Positivo +8239,93,60,102,Positivo +8240,95,129,95,Negativo +8241,96,42,98,Negativo +8242,98,66,101,Negativo +8243,89,80,95,Positivo +8244,85,124,101,Positivo +8245,91,59,104,Positivo +8246,86,71,97,Positivo +8247,86,77,103,Positivo +8248,100,76,100,Negativo +8249,85,120,105,Positivo +8250,96,105,105,Negativo +8251,94,85,100,Negativo +8252,91,76,105,Positivo +8253,98,67,102,Negativo +8254,93,88,102,Positivo +8255,94,91,103,Positivo +8256,87,62,100,Positivo +8257,98,75,105,Negativo +8258,93,56,96,Negativo +8259,92,59,101,Positivo +8260,88,66,102,Positivo +8261,88,116,97,Positivo +8262,85,122,104,Positivo +8263,97,52,98,Negativo +8264,93,41,99,Negativo +8265,86,111,98,Positivo +8266,89,125,99,Positivo +8267,96,97,102,Negativo +8268,86,97,100,Positivo +8269,88,72,104,Positivo +8270,88,95,105,Positivo +8271,90,65,105,Positivo +8272,98,96,95,Negativo +8273,85,82,102,Positivo +8274,89,81,103,Positivo +8275,86,63,105,Positivo +8276,93,99,102,Positivo +8277,96,88,102,Negativo +8278,85,79,104,Positivo +8279,94,126,97,Negativo +8280,87,45,103,Positivo +8281,85,53,102,Positivo +8282,89,115,96,Positivo +8283,90,124,101,Positivo +8284,90,98,105,Positivo +8285,94,121,98,Negativo +8286,92,93,99,Negativo +8287,89,71,101,Positivo +8288,91,69,103,Positivo +8289,85,93,95,Positivo +8290,96,105,105,Negativo +8291,99,79,99,Negativo +8292,86,121,101,Positivo +8293,88,73,100,Positivo +8294,98,80,105,Negativo +8295,85,91,98,Positivo +8296,100,53,99,Negativo +8297,88,91,104,Positivo +8298,89,96,102,Positivo +8299,98,107,100,Negativo +8300,98,43,100,Negativo +8301,100,97,99,Negativo +8302,98,86,97,Negativo +8303,92,53,103,Positivo +8304,94,60,101,Positivo +8305,91,65,102,Positivo +8306,88,124,100,Positivo +8307,94,115,102,Positivo +8308,88,117,101,Positivo +8309,87,109,95,Positivo +8310,96,95,99,Negativo +8311,94,73,99,Negativo +8312,93,78,105,Positivo +8313,90,76,97,Negativo +8314,95,55,96,Negativo +8315,100,63,103,Negativo +8316,98,40,102,Negativo +8317,98,54,95,Negativo +8318,95,65,95,Negativo +8319,88,75,103,Positivo +8320,100,44,98,Negativo +8321,89,97,99,Positivo +8322,94,122,95,Negativo +8323,92,100,101,Positivo +8324,96,106,96,Negativo +8325,100,119,104,Negativo +8326,100,87,102,Negativo +8327,100,80,95,Negativo +8328,96,76,105,Negativo +8329,95,102,102,Negativo +8330,86,100,104,Positivo +8331,94,60,103,Positivo +8332,89,54,95,Positivo +8333,96,84,96,Negativo +8334,96,40,99,Negativo +8335,87,82,97,Positivo +8336,88,53,105,Positivo +8337,99,119,98,Negativo +8338,99,49,104,Negativo +8339,86,61,97,Positivo +8340,98,90,100,Negativo +8341,95,79,97,Negativo +8342,93,98,98,Negativo +8343,86,87,95,Positivo +8344,94,115,102,Positivo +8345,86,84,101,Positivo +8346,87,40,95,Positivo +8347,94,111,104,Positivo +8348,87,49,100,Positivo +8349,98,62,100,Negativo +8350,90,76,98,Negativo +8351,97,118,103,Negativo +8352,87,81,98,Positivo +8353,93,90,100,Negativo +8354,93,56,97,Negativo +8355,85,49,102,Positivo +8356,96,106,105,Negativo +8357,88,76,101,Positivo +8358,89,90,100,Positivo +8359,95,46,101,Positivo +8360,96,70,97,Negativo +8361,96,93,98,Negativo +8362,96,85,95,Negativo +8363,90,94,97,Negativo +8364,93,113,96,Negativo +8365,88,120,100,Positivo +8366,90,116,102,Positivo +8367,87,64,98,Positivo +8368,100,70,103,Negativo +8369,100,58,95,Negativo +8370,100,112,95,Negativo +8371,96,105,98,Negativo +8372,91,127,99,Positivo +8373,89,45,102,Positivo +8374,85,43,99,Positivo +8375,86,66,105,Positivo +8376,87,48,95,Positivo +8377,97,70,98,Negativo +8378,95,106,96,Negativo +8379,93,109,96,Negativo +8380,87,129,104,Positivo +8381,88,122,99,Positivo +8382,85,43,103,Positivo +8383,94,129,101,Positivo +8384,90,74,101,Positivo +8385,85,90,95,Positivo +8386,93,69,101,Positivo +8387,92,51,97,Negativo +8388,95,98,95,Negativo +8389,87,81,96,Positivo +8390,96,93,96,Negativo +8391,99,83,104,Negativo +8392,89,46,96,Positivo +8393,97,112,103,Negativo +8394,99,103,95,Negativo +8395,93,130,100,Negativo +8396,87,119,101,Positivo +8397,85,42,102,Positivo +8398,92,46,97,Positivo +8399,97,47,103,Negativo +8400,93,67,95,Negativo +8401,97,114,100,Negativo +8402,88,125,98,Positivo +8403,89,48,104,Positivo +8404,89,112,98,Positivo +8405,100,83,97,Negativo +8406,94,105,105,Positivo +8407,93,74,97,Negativo +8408,94,99,101,Positivo +8409,87,48,97,Positivo +8410,91,121,100,Positivo +8411,91,56,103,Positivo +8412,92,107,103,Positivo +8413,100,73,102,Negativo +8414,85,70,95,Positivo +8415,89,84,105,Positivo +8416,99,130,100,Negativo +8417,86,44,102,Positivo +8418,90,123,103,Positivo +8419,98,58,98,Negativo +8420,89,56,104,Positivo +8421,87,96,99,Positivo +8422,85,68,101,Positivo +8423,97,125,102,Negativo +8424,93,67,98,Negativo +8425,90,103,95,Negativo +8426,90,61,95,Negativo +8427,92,90,95,Negativo +8428,96,70,102,Negativo +8429,87,58,100,Positivo +8430,100,71,101,Negativo +8431,89,120,96,Positivo +8432,92,107,102,Positivo +8433,93,118,100,Negativo +8434,92,81,96,Negativo +8435,86,104,95,Positivo +8436,89,80,105,Positivo +8437,92,117,98,Positivo +8438,91,101,103,Positivo +8439,98,120,97,Negativo +8440,87,123,99,Positivo +8441,97,62,99,Negativo +8442,98,71,96,Negativo +8443,98,46,105,Negativo +8444,89,95,102,Positivo +8445,91,46,100,Positivo +8446,86,47,104,Positivo +8447,93,101,98,Negativo +8448,87,45,99,Positivo +8449,96,53,96,Negativo +8450,95,77,96,Negativo +8451,87,44,102,Positivo +8452,97,92,97,Negativo +8453,89,49,99,Positivo +8454,92,122,95,Positivo +8455,92,69,100,Negativo +8456,88,119,99,Positivo +8457,90,86,105,Positivo +8458,98,118,103,Negativo +8459,100,55,100,Negativo +8460,85,122,97,Positivo +8461,90,111,105,Positivo +8462,92,96,96,Negativo +8463,94,83,102,Positivo +8464,99,81,99,Negativo +8465,85,86,95,Positivo +8466,87,58,101,Positivo +8467,88,83,99,Positivo +8468,90,94,103,Positivo +8469,95,74,100,Negativo +8470,100,80,95,Negativo +8471,89,69,104,Positivo +8472,100,59,95,Negativo +8473,96,62,98,Negativo +8474,87,53,103,Positivo +8475,90,75,102,Positivo +8476,100,116,95,Negativo +8477,100,78,102,Negativo +8478,97,80,95,Negativo +8479,88,102,100,Positivo +8480,86,128,95,Positivo +8481,95,120,97,Negativo +8482,92,66,95,Negativo +8483,87,41,97,Positivo +8484,86,65,99,Positivo +8485,85,75,99,Positivo +8486,91,53,101,Positivo +8487,97,99,96,Negativo +8488,100,110,100,Negativo +8489,91,88,104,Positivo +8490,99,116,102,Negativo +8491,92,46,99,Positivo +8492,96,127,105,Positivo +8493,100,80,97,Negativo +8494,95,105,101,Negativo +8495,89,52,95,Positivo +8496,99,74,96,Negativo +8497,94,109,97,Negativo +8498,92,94,99,Negativo +8499,91,80,99,Negativo +8500,91,98,104,Positivo +8501,98,95,97,Negativo +8502,94,83,105,Positivo +8503,87,114,105,Positivo +8504,97,104,96,Negativo +8505,85,120,98,Positivo +8506,99,53,100,Negativo +8507,93,70,104,Positivo +8508,98,69,98,Negativo +8509,90,114,99,Positivo +8510,86,97,95,Positivo +8511,89,59,102,Positivo +8512,91,100,97,Negativo +8513,99,109,100,Negativo +8514,86,49,102,Positivo +8515,90,124,95,Positivo +8516,94,96,95,Negativo +8517,91,49,96,Positivo +8518,95,94,96,Negativo +8519,88,88,98,Positivo +8520,92,126,101,Positivo +8521,86,63,104,Positivo +8522,92,90,100,Negativo +8523,87,79,100,Positivo +8524,93,46,101,Positivo +8525,87,92,102,Positivo +8526,89,41,98,Positivo +8527,100,71,102,Negativo +8528,86,40,97,Positivo +8529,89,119,96,Positivo +8530,99,102,103,Negativo +8531,99,106,105,Negativo +8532,96,111,96,Negativo +8533,90,75,103,Positivo +8534,94,69,96,Negativo +8535,91,88,96,Negativo +8536,97,50,102,Negativo +8537,94,70,98,Negativo +8538,90,112,102,Positivo +8539,86,128,103,Positivo +8540,98,81,102,Negativo +8541,91,68,101,Positivo +8542,85,61,105,Positivo +8543,97,110,104,Negativo +8544,85,75,95,Positivo +8545,100,108,97,Negativo +8546,90,95,101,Positivo +8547,86,65,104,Positivo +8548,96,86,95,Negativo +8549,89,127,101,Positivo +8550,100,121,101,Negativo +8551,87,95,100,Positivo +8552,87,115,103,Positivo +8553,93,116,98,Negativo +8554,99,95,96,Negativo +8555,95,108,96,Negativo +8556,100,76,99,Negativo +8557,100,69,99,Negativo +8558,93,50,101,Positivo +8559,95,93,104,Negativo +8560,96,85,95,Negativo +8561,92,106,101,Positivo +8562,85,92,105,Positivo +8563,94,74,104,Positivo +8564,99,102,97,Negativo +8565,85,107,104,Positivo +8566,96,85,96,Negativo +8567,87,97,95,Positivo +8568,91,47,101,Positivo +8569,86,93,103,Positivo +8570,91,95,102,Positivo +8571,96,124,100,Negativo +8572,97,81,98,Negativo +8573,86,113,96,Positivo +8574,86,129,104,Positivo +8575,85,55,98,Positivo +8576,97,99,100,Negativo +8577,88,88,102,Positivo +8578,98,61,105,Negativo +8579,96,122,105,Positivo +8580,95,86,95,Negativo +8581,100,128,96,Negativo +8582,93,107,102,Positivo +8583,90,101,100,Negativo +8584,92,103,102,Positivo +8585,91,53,102,Positivo +8586,100,74,104,Negativo +8587,97,125,105,Negativo +8588,99,70,100,Negativo +8589,94,107,103,Positivo +8590,92,110,103,Positivo +8591,89,109,103,Positivo +8592,97,100,103,Negativo +8593,86,74,101,Positivo +8594,94,44,101,Positivo +8595,87,60,96,Positivo +8596,90,51,97,Negativo +8597,93,40,102,Positivo +8598,97,66,99,Negativo +8599,98,78,96,Negativo +8600,97,113,101,Negativo +8601,99,73,97,Negativo +8602,85,91,95,Positivo +8603,88,109,104,Positivo +8604,93,56,100,Negativo +8605,96,75,105,Negativo +8606,92,119,96,Positivo +8607,87,117,103,Positivo +8608,91,83,96,Negativo +8609,92,72,95,Negativo +8610,94,102,105,Positivo +8611,95,93,105,Negativo +8612,97,56,97,Negativo +8613,90,57,96,Negativo +8614,95,106,97,Negativo +8615,90,51,97,Negativo +8616,99,95,96,Negativo +8617,85,72,101,Positivo +8618,88,90,102,Positivo +8619,96,93,98,Negativo +8620,91,48,105,Positivo +8621,89,63,100,Positivo +8622,88,101,99,Positivo +8623,93,65,103,Positivo +8624,87,73,99,Positivo +8625,92,65,101,Positivo +8626,86,84,102,Positivo +8627,86,73,95,Positivo +8628,91,118,101,Positivo +8629,97,97,103,Negativo +8630,85,89,104,Positivo +8631,94,60,101,Positivo +8632,98,92,103,Negativo +8633,88,95,102,Positivo +8634,100,95,96,Negativo +8635,88,113,101,Positivo +8636,91,91,104,Positivo +8637,94,65,104,Positivo +8638,92,84,95,Negativo +8639,98,123,105,Negativo +8640,97,61,105,Negativo +8641,85,46,102,Positivo +8642,87,125,97,Positivo +8643,96,64,96,Negativo +8644,96,119,100,Negativo +8645,91,74,104,Positivo +8646,91,87,95,Negativo +8647,86,57,97,Positivo +8648,96,63,104,Negativo +8649,87,66,98,Positivo +8650,99,94,97,Negativo +8651,100,102,96,Negativo +8652,92,87,95,Negativo +8653,89,48,101,Positivo +8654,91,95,95,Negativo +8655,93,129,97,Negativo +8656,95,129,103,Positivo +8657,94,80,100,Negativo +8658,100,69,100,Negativo +8659,85,105,96,Positivo +8660,94,81,95,Negativo +8661,90,92,97,Negativo +8662,91,47,99,Positivo +8663,86,127,100,Positivo +8664,100,78,105,Negativo +8665,95,47,102,Positivo +8666,96,112,96,Negativo +8667,87,129,96,Positivo +8668,88,85,96,Positivo +8669,94,89,103,Positivo +8670,92,83,97,Negativo +8671,89,53,101,Positivo +8672,97,45,98,Negativo +8673,94,41,97,Negativo +8674,91,67,95,Negativo +8675,95,120,98,Negativo +8676,97,55,103,Negativo +8677,98,94,97,Negativo +8678,94,81,99,Negativo +8679,91,108,95,Negativo +8680,85,109,105,Positivo +8681,97,126,95,Negativo +8682,99,99,98,Negativo +8683,95,78,103,Negativo +8684,87,56,96,Positivo +8685,89,111,105,Positivo +8686,91,116,105,Positivo +8687,94,49,95,Negativo +8688,89,94,95,Positivo +8689,99,49,97,Negativo +8690,86,120,98,Positivo +8691,92,98,102,Positivo +8692,87,101,105,Positivo +8693,95,70,98,Negativo +8694,94,54,97,Negativo +8695,100,90,95,Negativo +8696,91,87,98,Negativo +8697,94,128,98,Negativo +8698,98,60,101,Negativo +8699,91,81,99,Negativo +8700,99,97,98,Negativo +8701,91,82,99,Negativo +8702,100,85,98,Negativo +8703,95,124,99,Negativo +8704,90,95,104,Positivo +8705,91,47,99,Positivo +8706,95,86,104,Negativo +8707,86,50,103,Positivo +8708,100,59,102,Negativo +8709,95,53,99,Negativo +8710,89,121,102,Positivo +8711,87,43,102,Positivo +8712,86,40,98,Positivo +8713,88,113,103,Positivo +8714,92,127,105,Positivo +8715,91,90,98,Negativo +8716,100,128,103,Negativo +8717,89,67,96,Positivo +8718,96,54,101,Negativo +8719,91,98,100,Negativo +8720,87,46,104,Positivo +8721,94,112,105,Positivo +8722,86,43,95,Positivo +8723,85,79,103,Positivo +8724,95,108,103,Negativo +8725,96,47,101,Positivo +8726,92,42,96,Positivo +8727,95,110,101,Negativo +8728,87,86,95,Positivo +8729,85,107,105,Positivo +8730,91,87,104,Positivo +8731,86,92,104,Positivo +8732,88,42,95,Positivo +8733,95,50,104,Negativo +8734,87,63,100,Positivo +8735,98,54,95,Negativo +8736,93,82,104,Positivo +8737,98,48,99,Negativo +8738,96,67,103,Negativo +8739,100,50,98,Negativo +8740,93,86,95,Negativo +8741,99,80,99,Negativo +8742,85,126,100,Positivo +8743,85,46,97,Positivo +8744,93,62,101,Positivo +8745,85,80,96,Positivo +8746,85,49,99,Positivo +8747,94,57,102,Positivo +8748,85,56,100,Positivo +8749,90,43,101,Positivo +8750,91,41,100,Positivo +8751,100,84,99,Negativo +8752,100,101,95,Negativo +8753,91,44,105,Positivo +8754,93,114,103,Positivo +8755,93,77,100,Negativo +8756,88,108,99,Positivo +8757,94,130,101,Positivo +8758,99,69,99,Negativo +8759,97,73,100,Negativo +8760,99,108,100,Negativo +8761,92,61,100,Negativo +8762,95,62,105,Negativo +8763,88,48,101,Positivo +8764,85,70,103,Positivo +8765,89,72,103,Positivo +8766,100,130,102,Negativo +8767,99,88,96,Negativo +8768,94,44,98,Negativo +8769,86,127,103,Positivo +8770,85,122,105,Positivo +8771,89,41,95,Positivo +8772,98,87,101,Negativo +8773,100,97,103,Negativo +8774,85,43,105,Positivo +8775,85,125,105,Positivo +8776,89,44,97,Positivo +8777,85,44,95,Positivo +8778,86,60,98,Positivo +8779,86,104,96,Positivo +8780,100,126,99,Negativo +8781,91,84,103,Positivo +8782,93,105,100,Negativo +8783,86,43,100,Positivo +8784,90,56,105,Positivo +8785,97,83,100,Negativo +8786,88,54,102,Positivo +8787,85,64,96,Positivo +8788,99,127,101,Negativo +8789,93,41,103,Positivo +8790,87,75,97,Positivo +8791,90,46,99,Positivo +8792,99,51,97,Negativo +8793,99,93,98,Negativo +8794,87,70,100,Positivo +8795,87,122,99,Positivo +8796,94,41,105,Positivo +8797,94,130,95,Negativo +8798,100,82,101,Negativo +8799,89,114,104,Positivo +8800,100,57,100,Negativo +8801,91,45,97,Positivo +8802,95,96,103,Negativo +8803,89,96,103,Positivo +8804,88,99,95,Positivo +8805,93,47,100,Negativo +8806,87,46,95,Positivo +8807,99,79,101,Negativo +8808,95,43,103,Positivo +8809,94,96,96,Negativo +8810,93,83,99,Negativo +8811,95,84,102,Negativo +8812,88,40,105,Positivo +8813,85,126,99,Positivo +8814,88,41,105,Positivo +8815,95,40,102,Positivo +8816,89,67,96,Positivo +8817,100,116,103,Negativo +8818,86,129,99,Positivo +8819,88,50,97,Positivo +8820,94,54,104,Positivo +8821,98,101,99,Negativo +8822,96,121,105,Positivo +8823,88,86,95,Positivo +8824,99,79,97,Negativo +8825,99,85,99,Negativo +8826,94,72,105,Positivo +8827,88,121,99,Positivo +8828,90,106,99,Negativo +8829,96,66,103,Negativo +8830,89,50,105,Positivo +8831,85,89,99,Positivo +8832,98,102,100,Negativo +8833,98,122,100,Negativo +8834,98,100,95,Negativo +8835,94,67,95,Negativo +8836,90,72,103,Positivo +8837,85,72,96,Positivo +8838,98,85,96,Negativo +8839,94,99,103,Positivo +8840,97,102,98,Negativo +8841,89,80,95,Positivo +8842,89,125,103,Positivo +8843,97,104,105,Negativo +8844,94,102,104,Positivo +8845,87,67,104,Positivo +8846,90,54,100,Negativo +8847,99,70,101,Negativo +8848,92,52,103,Positivo +8849,99,104,99,Negativo +8850,86,98,95,Positivo +8851,85,83,105,Positivo +8852,86,99,104,Positivo +8853,85,82,102,Positivo +8854,100,116,100,Negativo +8855,86,66,104,Positivo +8856,96,88,103,Negativo +8857,87,127,102,Positivo +8858,91,45,104,Positivo +8859,95,57,102,Negativo +8860,86,77,104,Positivo +8861,92,55,96,Negativo +8862,93,85,103,Positivo +8863,97,107,102,Negativo +8864,93,53,97,Negativo +8865,88,119,104,Positivo +8866,89,127,105,Positivo +8867,92,130,99,Positivo +8868,87,125,97,Positivo +8869,100,81,103,Negativo +8870,86,97,103,Positivo +8871,98,104,97,Negativo +8872,90,51,97,Negativo +8873,94,62,97,Negativo +8874,100,58,99,Negativo +8875,86,119,96,Positivo +8876,91,122,97,Positivo +8877,89,113,95,Positivo +8878,92,86,103,Positivo +8879,99,94,100,Negativo +8880,95,60,98,Negativo +8881,88,82,104,Positivo +8882,89,40,105,Positivo +8883,92,96,101,Positivo +8884,88,100,103,Positivo +8885,90,124,101,Positivo +8886,100,53,100,Negativo +8887,100,106,97,Negativo +8888,96,47,104,Positivo +8889,87,62,102,Positivo +8890,100,125,98,Negativo +8891,97,115,99,Negativo +8892,92,64,96,Negativo +8893,86,95,103,Positivo +8894,89,100,96,Positivo +8895,95,130,95,Negativo +8896,85,106,97,Positivo +8897,85,50,101,Positivo +8898,97,76,101,Negativo +8899,94,84,104,Positivo +8900,97,47,97,Negativo +8901,86,66,103,Positivo +8902,93,68,97,Negativo +8903,97,77,96,Negativo +8904,93,117,102,Positivo +8905,95,92,98,Negativo +8906,90,74,98,Negativo +8907,94,106,97,Negativo +8908,94,93,97,Negativo +8909,99,126,104,Negativo +8910,86,67,99,Positivo +8911,95,95,100,Negativo +8912,98,50,101,Negativo +8913,91,107,100,Negativo +8914,88,75,100,Positivo +8915,98,41,97,Negativo +8916,93,105,99,Negativo +8917,94,116,99,Negativo +8918,100,118,98,Negativo +8919,98,54,105,Negativo +8920,92,40,102,Positivo +8921,95,85,97,Negativo +8922,90,46,95,Positivo +8923,92,66,101,Positivo +8924,97,46,100,Negativo +8925,86,54,103,Positivo +8926,94,116,96,Negativo +8927,99,63,101,Negativo +8928,98,114,96,Negativo +8929,98,68,99,Negativo +8930,85,50,99,Positivo +8931,90,106,102,Positivo +8932,88,58,95,Positivo +8933,94,129,105,Positivo +8934,85,110,103,Positivo +8935,96,77,102,Negativo +8936,97,62,98,Negativo +8937,86,127,105,Positivo +8938,86,81,98,Positivo +8939,89,72,101,Positivo +8940,86,71,100,Positivo +8941,91,65,101,Positivo +8942,90,123,103,Positivo +8943,92,105,99,Negativo +8944,100,48,105,Negativo +8945,95,101,105,Negativo +8946,94,91,103,Positivo +8947,86,83,100,Positivo +8948,94,71,105,Positivo +8949,93,61,97,Negativo +8950,99,61,98,Negativo +8951,96,128,100,Negativo +8952,95,121,100,Negativo +8953,92,59,97,Negativo +8954,87,89,95,Positivo +8955,89,77,99,Positivo +8956,100,100,100,Negativo +8957,91,63,104,Positivo +8958,93,94,100,Negativo +8959,94,65,104,Positivo +8960,94,70,97,Negativo +8961,98,48,97,Negativo +8962,92,76,100,Negativo +8963,98,110,105,Negativo +8964,97,75,99,Negativo +8965,85,97,102,Positivo +8966,85,111,105,Positivo +8967,90,45,99,Positivo +8968,92,57,102,Positivo +8969,86,110,102,Positivo +8970,94,63,98,Negativo +8971,87,57,98,Positivo +8972,91,49,102,Positivo +8973,86,113,95,Positivo +8974,88,96,99,Positivo +8975,93,128,101,Positivo +8976,95,127,103,Positivo +8977,89,56,104,Positivo +8978,89,127,102,Positivo +8979,97,68,95,Negativo +8980,98,58,104,Negativo +8981,95,121,97,Negativo +8982,86,104,102,Positivo +8983,100,128,103,Negativo +8984,96,80,101,Negativo +8985,85,104,101,Positivo +8986,94,62,105,Positivo +8987,88,107,98,Positivo +8988,93,71,105,Positivo +8989,99,113,99,Negativo +8990,100,102,95,Negativo +8991,94,118,104,Positivo +8992,96,99,100,Negativo +8993,91,97,98,Negativo +8994,91,93,97,Negativo +8995,97,129,105,Negativo +8996,88,60,97,Positivo +8997,86,118,97,Positivo +8998,87,107,97,Positivo +8999,90,104,95,Negativo +9000,86,95,104,Positivo +9001,87,55,102,Positivo +9002,96,123,97,Negativo +9003,95,55,97,Negativo +9004,95,71,99,Negativo +9005,96,95,100,Negativo +9006,87,129,96,Positivo +9007,97,82,104,Negativo +9008,97,94,104,Negativo +9009,94,87,100,Negativo +9010,90,67,98,Negativo +9011,95,41,102,Positivo +9012,100,59,103,Negativo +9013,89,89,101,Positivo +9014,90,97,100,Negativo +9015,86,75,97,Positivo +9016,87,115,100,Positivo +9017,87,86,96,Positivo +9018,99,88,104,Negativo +9019,98,102,102,Negativo +9020,93,125,97,Negativo +9021,97,65,97,Negativo +9022,85,123,102,Positivo +9023,99,89,95,Negativo +9024,99,64,97,Negativo +9025,92,86,105,Positivo +9026,92,115,95,Positivo +9027,93,128,96,Negativo +9028,97,121,100,Negativo +9029,93,117,99,Negativo +9030,90,60,95,Negativo +9031,98,70,99,Negativo +9032,100,120,99,Negativo +9033,94,122,102,Positivo +9034,97,83,98,Negativo +9035,89,88,104,Positivo +9036,90,108,100,Negativo +9037,96,100,98,Negativo +9038,90,114,104,Positivo +9039,87,130,102,Positivo +9040,98,92,97,Negativo +9041,90,69,104,Positivo +9042,98,92,97,Negativo +9043,95,105,102,Negativo +9044,100,117,100,Negativo +9045,89,105,103,Positivo +9046,94,105,97,Negativo +9047,87,87,104,Positivo +9048,96,92,104,Negativo +9049,95,112,98,Negativo +9050,89,77,99,Positivo +9051,87,114,104,Positivo +9052,92,109,97,Negativo +9053,90,100,100,Negativo +9054,96,80,105,Negativo +9055,100,49,96,Negativo +9056,90,52,99,Negativo +9057,90,82,98,Negativo +9058,97,113,102,Negativo +9059,96,109,95,Negativo +9060,94,117,100,Negativo +9061,97,111,97,Negativo +9062,94,82,96,Negativo +9063,87,98,100,Positivo +9064,93,93,101,Positivo +9065,93,79,105,Positivo +9066,100,96,103,Negativo +9067,94,114,95,Negativo +9068,87,96,101,Positivo +9069,99,69,100,Negativo +9070,88,108,99,Positivo +9071,85,79,103,Positivo +9072,86,58,104,Positivo +9073,100,66,105,Negativo +9074,88,91,100,Positivo +9075,91,122,103,Positivo +9076,91,68,104,Positivo +9077,93,94,96,Negativo +9078,87,50,95,Positivo +9079,86,65,97,Positivo +9080,89,50,104,Positivo +9081,97,50,104,Negativo +9082,91,90,97,Negativo +9083,98,88,95,Negativo +9084,95,69,96,Negativo +9085,92,87,100,Negativo +9086,89,93,98,Positivo +9087,100,49,101,Negativo +9088,94,109,104,Positivo +9089,86,50,105,Positivo +9090,85,44,97,Positivo +9091,89,100,105,Positivo +9092,95,41,99,Negativo +9093,89,71,104,Positivo +9094,97,52,103,Negativo +9095,86,130,104,Positivo +9096,87,117,96,Positivo +9097,90,115,101,Positivo +9098,97,52,101,Negativo +9099,98,83,98,Negativo +9100,88,71,97,Positivo +9101,86,68,104,Positivo +9102,90,77,95,Negativo +9103,97,54,95,Negativo +9104,86,107,97,Positivo +9105,95,110,99,Negativo +9106,86,100,98,Positivo +9107,90,89,98,Negativo +9108,94,69,103,Positivo +9109,85,79,95,Positivo +9110,94,67,97,Negativo +9111,87,94,99,Positivo +9112,99,113,95,Negativo +9113,85,77,101,Positivo +9114,99,126,102,Negativo +9115,95,89,102,Negativo +9116,97,75,96,Negativo +9117,95,107,102,Negativo +9118,89,43,105,Positivo +9119,86,50,99,Positivo +9120,92,110,97,Negativo +9121,93,46,102,Positivo +9122,99,105,96,Negativo +9123,85,52,101,Positivo +9124,93,91,104,Positivo +9125,85,77,99,Positivo +9126,89,67,98,Positivo +9127,94,73,98,Negativo +9128,100,40,101,Negativo +9129,91,94,97,Negativo +9130,93,64,104,Positivo +9131,99,65,102,Negativo +9132,95,108,102,Negativo +9133,97,119,103,Negativo +9134,93,128,102,Positivo +9135,96,89,99,Negativo +9136,85,71,102,Positivo +9137,91,113,105,Positivo +9138,88,48,100,Positivo +9139,100,110,97,Negativo +9140,85,51,102,Positivo +9141,96,89,103,Negativo +9142,89,93,103,Positivo +9143,95,129,95,Negativo +9144,91,115,103,Positivo +9145,93,68,99,Negativo +9146,97,69,97,Negativo +9147,95,43,104,Positivo +9148,92,120,99,Positivo +9149,94,53,102,Positivo +9150,96,55,98,Negativo +9151,97,109,105,Negativo +9152,88,92,100,Positivo +9153,95,61,105,Negativo +9154,89,103,105,Positivo +9155,96,52,95,Negativo +9156,99,94,100,Negativo +9157,92,48,97,Positivo +9158,89,90,103,Positivo +9159,100,65,105,Negativo +9160,98,100,99,Negativo +9161,92,52,98,Negativo +9162,97,52,100,Negativo +9163,94,65,96,Negativo +9164,89,55,101,Positivo +9165,89,73,95,Positivo +9166,86,79,100,Positivo +9167,95,41,101,Positivo +9168,91,119,105,Positivo +9169,96,83,96,Negativo +9170,86,115,99,Positivo +9171,96,120,96,Negativo +9172,92,130,96,Positivo +9173,100,58,104,Negativo +9174,86,86,104,Positivo +9175,93,64,102,Positivo +9176,90,121,98,Positivo +9177,98,42,103,Negativo +9178,94,76,98,Negativo +9179,98,125,99,Negativo +9180,97,43,99,Negativo +9181,98,83,100,Negativo +9182,90,56,104,Positivo +9183,96,66,104,Negativo +9184,93,81,96,Negativo +9185,99,79,102,Negativo +9186,96,129,102,Positivo +9187,98,97,98,Negativo +9188,86,43,96,Positivo +9189,100,117,100,Negativo +9190,93,96,95,Negativo +9191,99,50,105,Negativo +9192,97,126,101,Negativo +9193,97,82,102,Negativo +9194,87,117,104,Positivo +9195,88,49,104,Positivo +9196,93,90,97,Negativo +9197,90,43,97,Positivo +9198,93,100,98,Negativo +9199,100,86,102,Negativo +9200,94,61,98,Negativo +9201,95,130,103,Positivo +9202,85,113,99,Positivo +9203,88,43,95,Positivo +9204,100,81,100,Negativo +9205,98,86,102,Negativo +9206,93,106,103,Positivo +9207,91,101,102,Positivo +9208,90,94,100,Negativo +9209,97,90,104,Negativo +9210,98,85,104,Negativo +9211,96,96,97,Negativo +9212,93,51,97,Negativo +9213,98,62,100,Negativo +9214,85,66,98,Positivo +9215,89,113,98,Positivo +9216,100,59,97,Negativo +9217,100,86,100,Negativo +9218,96,66,105,Negativo +9219,88,116,97,Positivo +9220,85,57,99,Positivo +9221,90,60,97,Negativo +9222,99,51,102,Negativo +9223,90,127,96,Positivo +9224,99,57,98,Negativo +9225,86,77,95,Positivo +9226,96,60,98,Negativo +9227,91,113,98,Positivo +9228,95,50,99,Negativo +9229,90,92,104,Positivo +9230,92,40,103,Positivo +9231,96,77,98,Negativo +9232,97,76,100,Negativo +9233,85,74,104,Positivo +9234,85,74,102,Positivo +9235,91,53,102,Positivo +9236,90,105,96,Negativo +9237,85,122,97,Positivo +9238,100,103,97,Negativo +9239,92,58,97,Negativo +9240,99,119,96,Negativo +9241,91,42,97,Positivo +9242,94,60,105,Positivo +9243,85,82,105,Positivo +9244,93,98,100,Negativo +9245,89,57,100,Positivo +9246,98,68,101,Negativo +9247,90,76,96,Negativo +9248,100,90,100,Negativo +9249,100,83,100,Negativo +9250,96,84,104,Negativo +9251,98,80,97,Negativo +9252,92,73,101,Positivo +9253,93,112,105,Positivo +9254,88,44,102,Positivo +9255,95,101,103,Negativo +9256,86,48,105,Positivo +9257,94,130,104,Positivo +9258,93,82,100,Negativo +9259,93,84,102,Positivo +9260,88,79,97,Positivo +9261,88,122,104,Positivo +9262,94,45,98,Negativo +9263,92,40,95,Positivo +9264,95,47,95,Negativo +9265,86,121,99,Positivo +9266,100,122,104,Negativo +9267,89,98,105,Positivo +9268,92,52,97,Negativo +9269,98,76,98,Negativo +9270,89,93,104,Positivo +9271,88,122,105,Positivo +9272,94,95,102,Positivo +9273,96,124,97,Negativo +9274,98,61,105,Negativo +9275,88,61,103,Positivo +9276,96,112,97,Negativo +9277,100,112,95,Negativo +9278,85,65,95,Positivo +9279,85,122,101,Positivo +9280,94,55,105,Positivo +9281,87,93,99,Positivo +9282,99,107,102,Negativo +9283,91,50,103,Positivo +9284,92,101,99,Negativo +9285,93,76,102,Positivo +9286,86,46,102,Positivo +9287,85,112,104,Positivo +9288,92,62,99,Negativo +9289,88,118,100,Positivo +9290,98,61,105,Negativo +9291,92,110,102,Positivo +9292,92,98,96,Negativo +9293,97,104,101,Negativo +9294,94,65,103,Positivo +9295,97,72,100,Negativo +9296,88,115,103,Positivo +9297,92,113,98,Positivo +9298,96,122,103,Positivo +9299,87,126,95,Positivo +9300,98,67,97,Negativo +9301,98,125,101,Negativo +9302,91,93,103,Positivo +9303,94,54,95,Negativo +9304,87,122,104,Positivo +9305,91,126,100,Positivo +9306,98,80,100,Negativo +9307,95,104,104,Negativo +9308,98,91,105,Negativo +9309,88,90,96,Positivo +9310,98,60,99,Negativo +9311,87,64,100,Positivo +9312,93,130,99,Negativo +9313,95,120,98,Negativo +9314,91,54,103,Positivo +9315,89,94,101,Positivo +9316,87,112,99,Positivo +9317,93,72,103,Positivo +9318,100,76,100,Negativo +9319,95,119,101,Positivo +9320,90,125,95,Positivo +9321,100,78,103,Negativo +9322,95,100,104,Negativo +9323,89,119,101,Positivo +9324,96,83,97,Negativo +9325,97,54,103,Negativo +9326,89,65,103,Positivo +9327,96,66,96,Negativo +9328,99,41,104,Negativo +9329,92,65,102,Positivo +9330,91,45,96,Positivo +9331,87,77,97,Positivo +9332,91,46,95,Positivo +9333,85,95,105,Positivo +9334,89,63,105,Positivo +9335,99,52,103,Negativo +9336,90,109,97,Negativo +9337,95,93,99,Negativo +9338,91,55,103,Positivo +9339,89,96,98,Positivo +9340,97,115,102,Negativo +9341,86,55,98,Positivo +9342,99,104,99,Negativo +9343,90,90,95,Negativo +9344,93,77,105,Positivo +9345,86,55,96,Positivo +9346,87,112,103,Positivo +9347,98,48,98,Negativo +9348,94,62,98,Negativo +9349,89,87,103,Positivo +9350,99,121,103,Negativo +9351,99,46,97,Negativo +9352,98,89,100,Negativo +9353,93,68,95,Negativo +9354,85,66,104,Positivo +9355,99,115,99,Negativo +9356,97,83,104,Negativo +9357,96,68,99,Negativo +9358,92,102,98,Negativo +9359,92,62,101,Positivo +9360,89,59,97,Positivo +9361,87,121,100,Positivo +9362,97,74,99,Negativo +9363,89,92,100,Positivo +9364,91,81,98,Negativo +9365,88,130,100,Positivo +9366,99,42,98,Negativo +9367,89,81,104,Positivo +9368,87,86,97,Positivo +9369,85,44,95,Positivo +9370,89,119,99,Positivo +9371,89,57,99,Positivo +9372,96,126,101,Positivo +9373,85,113,95,Positivo +9374,86,84,96,Positivo +9375,93,113,98,Negativo +9376,97,101,101,Negativo +9377,90,130,98,Positivo +9378,100,95,97,Negativo +9379,92,95,97,Negativo +9380,92,111,95,Positivo +9381,85,46,98,Positivo +9382,87,42,98,Positivo +9383,91,80,95,Negativo +9384,94,79,103,Positivo +9385,94,116,100,Negativo +9386,90,75,102,Positivo +9387,89,99,99,Positivo +9388,97,46,98,Negativo +9389,92,53,96,Negativo +9390,88,62,96,Positivo +9391,100,56,95,Negativo +9392,92,62,96,Negativo +9393,92,58,105,Positivo +9394,92,119,95,Positivo +9395,100,119,95,Negativo +9396,86,123,101,Positivo +9397,94,79,105,Positivo +9398,86,87,102,Positivo +9399,90,102,105,Positivo +9400,88,63,101,Positivo +9401,98,93,104,Negativo +9402,86,68,105,Positivo +9403,99,55,104,Negativo +9404,90,83,95,Negativo +9405,87,55,101,Positivo +9406,96,53,97,Negativo +9407,99,112,101,Negativo +9408,99,79,97,Negativo +9409,94,66,101,Positivo +9410,89,83,104,Positivo +9411,96,70,103,Negativo +9412,87,80,101,Positivo +9413,94,58,104,Positivo +9414,100,120,97,Negativo +9415,99,42,105,Negativo +9416,100,70,99,Negativo +9417,85,118,101,Positivo +9418,94,59,104,Positivo +9419,91,121,104,Positivo +9420,94,84,95,Negativo +9421,89,107,102,Positivo +9422,97,87,96,Negativo +9423,89,124,98,Positivo +9424,93,76,100,Negativo +9425,88,56,98,Positivo +9426,92,71,95,Negativo +9427,85,108,100,Positivo +9428,99,116,97,Negativo +9429,89,97,96,Positivo +9430,98,115,98,Negativo +9431,99,63,97,Negativo +9432,92,66,101,Positivo +9433,98,128,97,Negativo +9434,89,82,99,Positivo +9435,97,67,98,Negativo +9436,86,65,95,Positivo +9437,90,126,103,Positivo +9438,100,77,105,Negativo +9439,99,73,98,Negativo +9440,88,48,104,Positivo +9441,96,44,101,Positivo +9442,89,84,102,Positivo +9443,97,117,102,Negativo +9444,90,125,105,Positivo +9445,99,107,104,Negativo +9446,98,55,98,Negativo +9447,92,55,101,Positivo +9448,89,61,95,Positivo +9449,93,42,105,Positivo +9450,100,72,104,Negativo +9451,86,79,103,Positivo +9452,98,45,100,Negativo +9453,96,52,100,Negativo +9454,95,118,98,Negativo +9455,96,69,105,Negativo +9456,96,99,104,Negativo +9457,88,61,99,Positivo +9458,87,48,101,Positivo +9459,91,59,102,Positivo +9460,87,42,98,Positivo +9461,91,111,100,Positivo +9462,86,43,100,Positivo +9463,93,69,105,Positivo +9464,92,54,101,Positivo +9465,89,63,101,Positivo +9466,90,111,101,Positivo +9467,92,51,100,Negativo +9468,88,129,103,Positivo +9469,92,62,100,Negativo +9470,88,93,96,Positivo +9471,97,70,96,Negativo +9472,91,106,99,Negativo +9473,98,128,99,Negativo +9474,91,110,97,Negativo +9475,85,80,101,Positivo +9476,86,129,95,Positivo +9477,97,111,96,Negativo +9478,87,42,101,Positivo +9479,85,109,101,Positivo +9480,90,92,98,Negativo +9481,87,45,97,Positivo +9482,94,89,100,Negativo +9483,96,40,101,Positivo +9484,93,108,103,Positivo +9485,85,56,99,Positivo +9486,95,83,96,Negativo +9487,88,67,102,Positivo +9488,93,113,103,Positivo +9489,97,92,95,Negativo +9490,86,54,102,Positivo +9491,85,106,105,Positivo +9492,97,116,96,Negativo +9493,97,128,104,Negativo +9494,96,113,100,Negativo +9495,89,74,97,Positivo +9496,85,105,97,Positivo +9497,87,127,105,Positivo +9498,97,45,98,Negativo +9499,99,57,103,Negativo +9500,97,94,100,Negativo +9501,92,127,103,Positivo +9502,96,129,95,Negativo +9503,95,95,99,Negativo +9504,99,115,102,Negativo +9505,86,77,101,Positivo +9506,100,40,96,Negativo +9507,96,60,101,Negativo +9508,89,72,100,Positivo +9509,94,67,98,Negativo +9510,90,105,96,Negativo +9511,100,129,100,Negativo +9512,91,89,95,Negativo +9513,91,89,100,Negativo +9514,87,103,98,Positivo +9515,87,110,103,Positivo +9516,97,58,97,Negativo +9517,98,70,102,Negativo +9518,94,61,104,Positivo +9519,88,83,103,Positivo +9520,87,51,104,Positivo +9521,94,104,101,Positivo +9522,96,116,103,Positivo +9523,92,73,103,Positivo +9524,91,109,104,Positivo +9525,96,60,102,Negativo +9526,87,72,97,Positivo +9527,100,77,98,Negativo +9528,91,110,101,Positivo +9529,92,120,98,Positivo +9530,99,119,102,Negativo +9531,93,105,100,Negativo +9532,85,73,96,Positivo +9533,96,88,104,Negativo +9534,88,53,104,Positivo +9535,96,100,96,Negativo +9536,98,51,100,Negativo +9537,100,107,98,Negativo +9538,86,99,103,Positivo +9539,99,99,99,Negativo +9540,87,64,99,Positivo +9541,95,103,100,Negativo +9542,94,105,98,Negativo +9543,97,114,105,Negativo +9544,97,74,96,Negativo +9545,89,97,105,Positivo +9546,95,100,105,Negativo +9547,98,53,95,Negativo +9548,91,59,95,Negativo +9549,94,113,97,Negativo +9550,100,68,97,Negativo +9551,97,98,99,Negativo +9552,94,98,102,Positivo +9553,89,40,96,Positivo +9554,93,84,103,Positivo +9555,93,100,101,Positivo +9556,90,93,100,Negativo +9557,90,110,100,Negativo +9558,89,79,101,Positivo +9559,87,101,101,Positivo +9560,87,52,97,Positivo +9561,95,85,102,Negativo +9562,86,80,97,Positivo +9563,96,98,103,Negativo +9564,95,65,96,Negativo +9565,94,127,101,Positivo +9566,92,46,95,Positivo +9567,89,102,101,Positivo +9568,87,42,101,Positivo +9569,93,107,95,Negativo +9570,89,82,99,Positivo +9571,98,67,97,Negativo +9572,86,97,103,Positivo +9573,89,72,95,Positivo +9574,95,68,102,Negativo +9575,92,42,101,Positivo +9576,94,119,98,Negativo +9577,94,60,100,Negativo +9578,88,67,101,Positivo +9579,95,45,104,Positivo +9580,98,59,96,Negativo +9581,96,115,97,Negativo +9582,99,117,100,Negativo +9583,87,68,99,Positivo +9584,98,62,103,Negativo +9585,99,53,101,Negativo +9586,88,44,101,Positivo +9587,91,75,100,Negativo +9588,97,92,100,Negativo +9589,94,123,103,Positivo +9590,100,87,101,Negativo +9591,91,85,95,Negativo +9592,98,47,102,Negativo +9593,97,85,96,Negativo +9594,97,41,96,Negativo +9595,94,42,97,Negativo +9596,98,122,96,Negativo +9597,92,125,101,Positivo +9598,90,128,97,Positivo +9599,87,116,95,Positivo +9600,89,78,104,Positivo +9601,91,126,98,Positivo +9602,99,86,105,Negativo +9603,98,106,100,Negativo +9604,93,109,97,Negativo +9605,94,86,102,Positivo +9606,97,99,99,Negativo +9607,85,44,98,Positivo +9608,90,125,104,Positivo +9609,86,88,105,Positivo +9610,95,92,95,Negativo +9611,90,115,101,Positivo +9612,95,103,98,Negativo +9613,86,110,95,Positivo +9614,88,98,104,Positivo +9615,93,56,105,Positivo +9616,94,114,95,Negativo +9617,97,44,105,Negativo +9618,90,123,97,Positivo +9619,87,92,97,Positivo +9620,99,103,98,Negativo +9621,87,44,105,Positivo +9622,97,101,96,Negativo +9623,99,67,104,Negativo +9624,88,42,97,Positivo +9625,87,50,102,Positivo +9626,97,57,99,Negativo +9627,90,102,103,Positivo +9628,91,72,100,Negativo +9629,95,106,100,Negativo +9630,86,41,99,Positivo +9631,98,88,103,Negativo +9632,87,49,102,Positivo +9633,92,99,105,Positivo +9634,86,99,96,Positivo +9635,89,124,100,Positivo +9636,96,94,104,Negativo +9637,92,106,96,Negativo +9638,85,78,101,Positivo +9639,95,95,96,Negativo +9640,99,94,96,Negativo +9641,96,115,100,Negativo +9642,94,55,104,Positivo +9643,97,107,101,Negativo +9644,98,73,102,Negativo +9645,86,95,105,Positivo +9646,97,53,98,Negativo +9647,92,42,100,Positivo +9648,86,40,95,Positivo +9649,97,120,98,Negativo +9650,94,123,103,Positivo +9651,99,56,100,Negativo +9652,89,83,102,Positivo +9653,98,69,98,Negativo +9654,92,74,99,Negativo +9655,87,96,104,Positivo +9656,97,102,96,Negativo +9657,99,95,101,Negativo +9658,98,112,105,Negativo +9659,91,105,97,Negativo +9660,93,111,105,Positivo +9661,100,69,100,Negativo +9662,87,43,100,Positivo +9663,87,70,100,Positivo +9664,90,108,96,Negativo +9665,92,122,100,Positivo +9666,90,90,95,Negativo +9667,91,105,101,Positivo +9668,98,50,105,Negativo +9669,89,94,103,Positivo +9670,91,47,102,Positivo +9671,90,45,104,Positivo +9672,87,106,98,Positivo +9673,93,66,102,Positivo +9674,91,62,104,Positivo +9675,97,49,95,Negativo +9676,93,127,103,Positivo +9677,95,90,98,Negativo +9678,89,121,95,Positivo +9679,89,123,96,Positivo +9680,92,125,99,Positivo +9681,85,89,103,Positivo +9682,92,106,99,Negativo +9683,93,61,103,Positivo +9684,92,64,102,Positivo +9685,99,105,95,Negativo +9686,89,77,101,Positivo +9687,90,62,98,Negativo +9688,96,68,105,Negativo +9689,85,85,102,Positivo +9690,95,54,101,Negativo +9691,95,55,96,Negativo +9692,86,105,99,Positivo +9693,90,111,97,Positivo +9694,100,71,95,Negativo +9695,87,53,105,Positivo +9696,88,61,96,Positivo +9697,85,64,100,Positivo +9698,86,115,98,Positivo +9699,88,128,103,Positivo +9700,85,118,105,Positivo +9701,89,113,98,Positivo +9702,91,129,100,Positivo +9703,89,98,95,Positivo +9704,97,103,96,Negativo +9705,89,56,102,Positivo +9706,88,118,97,Positivo +9707,93,107,102,Positivo +9708,88,95,105,Positivo +9709,98,123,103,Negativo +9710,98,82,105,Negativo +9711,92,112,96,Positivo +9712,98,130,100,Negativo +9713,85,92,101,Positivo +9714,92,92,98,Negativo +9715,85,123,104,Positivo +9716,87,129,104,Positivo +9717,98,45,100,Negativo +9718,99,77,104,Negativo +9719,89,61,104,Positivo +9720,87,114,103,Positivo +9721,87,47,103,Positivo +9722,85,125,105,Positivo +9723,92,86,104,Positivo +9724,100,43,99,Negativo +9725,95,46,100,Negativo +9726,87,125,99,Positivo +9727,92,93,103,Positivo +9728,91,110,105,Positivo +9729,85,109,102,Positivo +9730,91,48,105,Positivo +9731,99,102,99,Negativo +9732,93,93,95,Negativo +9733,90,50,104,Positivo +9734,97,126,105,Negativo +9735,98,77,101,Negativo +9736,99,63,95,Negativo +9737,89,41,95,Positivo +9738,96,129,104,Positivo +9739,88,41,98,Positivo +9740,96,50,95,Negativo +9741,96,86,104,Negativo +9742,97,43,103,Negativo +9743,100,63,104,Negativo +9744,87,124,96,Positivo +9745,85,87,98,Positivo +9746,99,99,98,Negativo +9747,88,55,98,Positivo +9748,87,71,99,Positivo +9749,88,109,98,Positivo +9750,94,68,105,Positivo +9751,89,124,100,Positivo +9752,88,43,96,Positivo +9753,85,118,104,Positivo +9754,89,108,104,Positivo +9755,98,101,102,Negativo +9756,90,82,103,Positivo +9757,91,46,99,Positivo +9758,100,91,102,Negativo +9759,93,47,103,Positivo +9760,88,55,99,Positivo +9761,85,65,101,Positivo +9762,89,92,100,Positivo +9763,95,77,103,Negativo +9764,96,69,96,Negativo +9765,85,81,95,Positivo +9766,95,73,102,Negativo +9767,88,56,95,Positivo +9768,86,96,96,Positivo +9769,97,73,102,Negativo +9770,90,40,96,Positivo +9771,90,66,96,Negativo +9772,88,57,100,Positivo +9773,92,99,103,Positivo +9774,92,72,96,Negativo +9775,89,54,104,Positivo +9776,93,109,101,Positivo +9777,99,114,101,Negativo +9778,87,122,99,Positivo +9779,96,80,105,Negativo +9780,89,88,103,Positivo +9781,90,71,105,Positivo +9782,92,78,103,Positivo +9783,89,129,104,Positivo +9784,96,95,97,Negativo +9785,100,125,105,Negativo +9786,87,94,104,Positivo +9787,98,91,102,Negativo +9788,96,86,101,Negativo +9789,98,107,98,Negativo +9790,92,42,96,Positivo +9791,98,104,101,Negativo +9792,93,87,99,Negativo +9793,99,99,105,Negativo +9794,94,53,98,Negativo +9795,97,55,102,Negativo +9796,91,90,99,Negativo +9797,99,78,103,Negativo +9798,90,72,103,Positivo +9799,100,112,101,Negativo +9800,88,107,97,Positivo +9801,85,45,104,Positivo +9802,94,88,105,Positivo +9803,90,48,105,Positivo +9804,98,130,102,Negativo +9805,91,110,101,Positivo +9806,99,115,102,Negativo +9807,85,118,104,Positivo +9808,100,111,104,Negativo +9809,98,123,101,Negativo +9810,97,95,101,Negativo +9811,86,117,102,Positivo +9812,92,44,96,Positivo +9813,95,78,104,Negativo +9814,94,126,100,Negativo +9815,88,61,104,Positivo +9816,85,84,100,Positivo +9817,95,123,101,Positivo +9818,88,87,95,Positivo +9819,95,40,100,Negativo +9820,99,40,99,Negativo +9821,89,98,95,Positivo +9822,99,101,96,Negativo +9823,89,87,104,Positivo +9824,100,48,95,Negativo +9825,90,74,97,Negativo +9826,87,42,99,Positivo +9827,86,88,96,Positivo +9828,96,101,100,Negativo +9829,90,126,103,Positivo +9830,100,92,101,Negativo +9831,95,129,101,Positivo +9832,97,61,99,Negativo +9833,87,108,95,Positivo +9834,91,69,95,Negativo +9835,87,57,95,Positivo +9836,85,44,100,Positivo +9837,98,81,105,Negativo +9838,98,121,95,Negativo +9839,93,67,105,Positivo +9840,92,119,96,Positivo +9841,91,87,105,Positivo +9842,94,91,95,Negativo +9843,98,118,101,Negativo +9844,95,83,97,Negativo +9845,93,53,104,Positivo +9846,100,125,102,Negativo +9847,96,41,101,Positivo +9848,92,57,100,Negativo +9849,92,90,100,Negativo +9850,95,102,99,Negativo +9851,97,93,99,Negativo +9852,94,49,104,Positivo +9853,96,129,102,Positivo +9854,97,96,105,Negativo +9855,98,106,101,Negativo +9856,93,110,101,Positivo +9857,98,122,105,Negativo +9858,92,81,97,Negativo +9859,85,102,96,Positivo +9860,96,51,105,Negativo +9861,89,102,99,Positivo +9862,99,63,100,Negativo +9863,88,49,104,Positivo +9864,91,111,104,Positivo +9865,92,125,99,Positivo +9866,97,120,95,Negativo +9867,99,78,97,Negativo +9868,95,98,103,Negativo +9869,85,100,96,Positivo +9870,97,41,104,Negativo +9871,97,69,101,Negativo +9872,85,71,103,Positivo +9873,99,44,101,Negativo +9874,94,100,101,Positivo +9875,91,110,105,Positivo +9876,94,40,95,Negativo +9877,92,50,97,Negativo +9878,98,42,101,Negativo +9879,90,84,95,Negativo +9880,97,108,102,Negativo +9881,90,98,101,Positivo +9882,86,115,105,Positivo +9883,90,54,103,Positivo +9884,91,102,96,Negativo +9885,88,120,95,Positivo +9886,99,61,95,Negativo +9887,92,64,103,Positivo +9888,94,116,100,Negativo +9889,95,93,100,Negativo +9890,89,98,102,Positivo +9891,98,98,98,Negativo +9892,100,41,95,Negativo +9893,92,127,96,Positivo +9894,95,53,96,Negativo +9895,87,73,96,Positivo +9896,89,47,102,Positivo +9897,96,59,103,Negativo +9898,88,100,98,Positivo +9899,89,110,97,Positivo +9900,88,45,102,Positivo +9901,96,69,103,Negativo +9902,87,86,97,Positivo +9903,86,95,100,Positivo +9904,87,48,100,Positivo +9905,100,73,96,Negativo +9906,100,69,103,Negativo +9907,96,43,99,Negativo +9908,92,124,95,Positivo +9909,100,58,95,Negativo +9910,96,119,96,Negativo +9911,96,97,96,Negativo +9912,98,84,105,Negativo +9913,98,59,95,Negativo +9914,100,51,100,Negativo +9915,96,106,95,Negativo +9916,93,103,98,Negativo +9917,97,127,97,Negativo +9918,85,118,98,Positivo +9919,90,122,105,Positivo +9920,92,52,100,Negativo +9921,100,44,97,Negativo +9922,98,59,95,Negativo +9923,96,117,96,Negativo +9924,85,108,99,Positivo +9925,100,60,104,Negativo +9926,98,68,96,Negativo +9927,88,49,98,Positivo +9928,98,113,100,Negativo +9929,86,43,99,Positivo +9930,88,48,101,Positivo +9931,93,71,99,Negativo +9932,98,103,95,Negativo +9933,87,60,96,Positivo +9934,90,52,97,Negativo +9935,91,67,99,Negativo +9936,86,69,101,Positivo +9937,96,45,99,Negativo +9938,89,65,98,Positivo +9939,90,76,98,Negativo +9940,92,120,100,Positivo +9941,90,70,99,Negativo +9942,91,109,103,Positivo +9943,95,72,103,Negativo +9944,86,130,102,Positivo +9945,97,112,95,Negativo +9946,88,53,102,Positivo +9947,85,90,105,Positivo +9948,98,106,99,Negativo +9949,96,112,104,Positivo +9950,98,106,105,Negativo +9951,89,84,96,Positivo +9952,94,90,99,Negativo +9953,92,84,98,Negativo +9954,95,109,95,Negativo +9955,89,57,102,Positivo +9956,90,104,105,Positivo +9957,92,103,102,Positivo +9958,89,43,99,Positivo +9959,87,119,101,Positivo +9960,89,89,102,Positivo +9961,88,71,101,Positivo +9962,96,94,102,Negativo +9963,85,97,102,Positivo +9964,88,86,100,Positivo +9965,100,109,98,Negativo +9966,89,95,98,Positivo +9967,95,114,95,Negativo +9968,98,96,98,Negativo +9969,100,46,102,Negativo +9970,97,111,95,Negativo +9971,86,92,105,Positivo +9972,98,123,96,Negativo +9973,92,106,104,Positivo +9974,90,100,102,Positivo +9975,93,48,95,Negativo +9976,85,87,100,Positivo +9977,94,118,95,Negativo +9978,88,52,101,Positivo +9979,94,108,101,Positivo +9980,88,93,100,Positivo +9981,90,91,97,Negativo +9982,95,43,95,Negativo +9983,85,56,100,Positivo +9984,87,71,102,Positivo +9985,87,125,101,Positivo +9986,98,110,95,Negativo +9987,92,68,96,Negativo +9988,93,42,97,Negativo +9989,90,116,103,Positivo +9990,93,62,96,Negativo +9991,95,116,95,Negativo +9992,95,41,96,Negativo +9993,98,125,100,Negativo +9994,100,42,96,Negativo +9995,95,124,97,Negativo +9996,88,70,100,Positivo +9997,99,56,105,Negativo +9998,92,49,98,Positivo +9999,85,52,99,Positivo \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-NB.ipynb b/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-NB.ipynb new file mode 100644 index 00000000..234ce3ff --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-NB.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":29,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-11-19T12:45:24.158690Z","iopub.status.busy":"2023-11-19T12:45:24.158053Z","iopub.status.idle":"2023-11-19T12:45:24.183095Z","shell.execute_reply":"2023-11-19T12:45:24.181328Z","shell.execute_reply.started":"2023-11-19T12:45:24.158557Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","import seaborn as sns\n","import pickle\n","from matplotlib import pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from sklearn.svm import SVC\n","from sklearn.metrics import confusion_matrix\n","%matplotlib inline\n","\n","df = pd.read_csv('input/dataset-covid-csv/dataset_covid_trad.csv')\n","\n","# Substitui as palavras Positivo e Negativo por 1 e 0\n","df['Resultado'].replace(['Positivo','Negativo'],[1,0],inplace=True)\n","\n","# Variavel para decidir se queremos apresentacoes de debug\n","debug = 0\n","if debug == 1:\n"," # Apresenta as primeiras 5 linhas dos dados\n"," print(df.head())\n"," # Apresenta a estrutura do dataframe\n"," print(df.shape)\n"," # Apresenta a quantidade de NaN em cada coluna\n"," print(df.isna().sum())\n","# define a coluna ID como o indice do df\n","df.set_index('ID', inplace=True)\n","\n","# Apresenta a distribuicao inicial dos dados\n","sns.pairplot(data=df, hue='Resultado')\n","plt.show()"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:32.954738Z","iopub.status.busy":"2023-11-19T12:45:32.954309Z","iopub.status.idle":"2023-11-19T12:45:32.963271Z","shell.execute_reply":"2023-11-19T12:45:32.962278Z","shell.execute_reply.started":"2023-11-19T12:45:32.954670Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0.8916666666666667\n","0.8875714285714286\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAhAAAAGzCAYAAAB+YC5UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA32UlEQVR4nO3deXwUZbr28asDZCGQhC1pIjs4CoLshoioQIYgiIOiDBo1jAgeBZRdorIJGsE9yCKOI4yioh5hBGWJgOASWYIIRkBmZBU7AUMSCJKFrvcPXvrYlWBR2KEb5vedT33OpOrp6qdzBrm87+epdhiGYQgAAMCGIH9PAAAAXHwIEAAAwDYCBAAAsI0AAQAAbCNAAAAA2wgQAADANgIEAACwjQABAABsI0AAAADbCBDAWUyePFkOh8Pf05AkNWrUSAMHDvT3NADAgwCBi8L8+fPlcDg8R2hoqGJjY5WYmKi0tDQdO3bM31O8qMyePVvz58+v0Pf4/vvvNXnyZO3du7dC3weAfxAgcFF58skn9eabb2rOnDkaPny4JGnEiBFq1aqVtm3b5ufZXTwuVICYMmUKAQK4RFX29wQAO2666SZ16NDB83NKSorWrFmjm2++Wbfccot27NihsLAwP84QAP47UIHARa9bt26aMGGC9u3bp7feestzftu2bRo4cKCaNGmi0NBQOZ1O3Xffffrll1/K3OOLL75Qx44dFRoaqqZNm+rVV18t971KS0s1depUNW3aVCEhIWrUqJEee+wxFRUVeY3bvHmzEhMTVbt2bYWFhalx48a67777LD+LYRiaNm2a6tWrp6pVq6pr167Kysoqd2xeXp5GjBih+vXrKyQkRM2aNdP06dPldrt/9z0aNWqkrKwsrVu3ztMSuvHGG23f991331X79u1VvXp1RUREqFWrVnr55ZclnW453XHHHZKkrl27et7ns88+87x++fLl6tKli8LDw1W9enX17t37rJ8VQOChAoFLwj333KPHHntMq1at0uDBgyVJ6enp+vHHH/W3v/1NTqdTWVlZmjdvnrKysvT11197Fkhu375dPXr0UJ06dTR58mSVlpZq0qRJiomJKfM+999/vxYsWKDbb79do0eP1oYNG5SamqodO3Zo8eLFkqScnBzP/caPH6+oqCjt3btXH374oeXnmDhxoqZNm6ZevXqpV69e2rJli3r06KHi4mKvcSdOnNANN9ygn376SQ888IAaNGigr776SikpKfr555/10ksvnfU9XnrpJQ0fPlzVqlXT448/Lkmez3qu901PT9edd96p7t27a/r06ZKkHTt26Msvv9Qjjzyi66+/Xg8//LDS0tL02GOPqXnz5pLk+b9vvvmmkpOTlZiYqOnTp+vEiROaM2eOrrvuOn3zzTdq1KiR5e8KgJ8ZwEXgjTfeMCQZmzZtOuuYyMhIo23btp6fT5w4UWbMO++8Y0gy1q9f7znXt29fIzQ01Ni3b5/n3Pfff29UqlTJ+O0fka1btxqSjPvvv9/rnmPGjDEkGWvWrDEMwzAWL15sOdfy5OTkGMHBwUbv3r0Nt9vtOf/YY48Zkozk5GTPualTpxrh4eHGDz/84HWP8ePHG5UqVTL279//u+911VVXGTfccEOZ8+d630ceecSIiIgwSktLz/oe77//viHJWLt2rdf5Y8eOGVFRUcbgwYO9zrtcLiMyMrLMeQCBiRYGLhnVqlXz2o3x27UQJ0+e1JEjR9SpUydJ0pYtWyRJp06d0sqVK9W3b181aNDAM7558+ZKTEz0uv8nn3wiSRo1apTX+dGjR0uSPv74Y0lSVFSUJGnZsmUqKSk55/l/+umnKi4u1vDhw722j44YMaLM2Pfff19dunRRjRo1dOTIEc+RkJCgU6dOaf369ef8vudz36ioKBUWFio9Pd32e6SnpysvL0933nmn13tUqlRJcXFxWrt27XnNHcCFRQsDl4zjx48rOjra83Nubq6mTJmid999Vzk5OV5j8/PzJUmHDx/Wr7/+qssvv7zM/a644gpPaJCkffv2KSgoSM2aNfMa53Q6FRUVpX379kmSbrjhBvXr109TpkzRiy++qBtvvFF9+/bVXXfdpZCQkLPO/8zrzXOpU6eOatSo4XVu9+7d2rZtm+rUqVPuvcyf91yd630feughvffee7rpppt02WWXqUePHurfv7969ux5Tu8hnV67Up6IiIjzmjuAC4sAgUvCwYMHlZ+f7/WXe//+/fXVV19p7NixatOmjapVqya3262ePXtaLjT8PVYPl3I4HPrggw/09ddfa+nSpVq5cqXuu+8+Pf/88/r6669VrVq1837vM9xut/785z9r3Lhx5V7/05/+VKH3jY6O1tatW7Vy5UotX75cy5cv1xtvvKF7771XCxYssHwP6fQ6CKfTWeZ65cr8Ywm4GPAnFZeEN998U5I8bYejR49q9erVmjJliiZOnOgZd+bffs+oU6eOwsLCypyXpF27dnn93LBhQ7ndbu3evduzGFCSsrOzlZeXp4YNG3qN79Spkzp16qSnnnpKb7/9tpKSkvTuu+/q/vvvL/cznHn97t271aRJE8/5w4cP6+jRo15jmzZtquPHjyshIaH8X4iFs4UgO/cNDg5Wnz591KdPH7ndbj300EN69dVXNWHCBDVr1ux330M6HULOd/4A/I81ELjorVmzRlOnTlXjxo2VlJQkSapUqZKk09sif8u8O6FSpUpKTEzUkiVLtH//fs/5HTt2aOXKlV5je/XqVe49XnjhBUlS7969JZ0OL+b3bdOmjSSV2e75WwkJCapSpYpmzpzp9frydlT0799fGRkZZeYond6GWVpaetb3kaTw8HDl5eWd933NW2GDgoJ09dVXS/q/zxgeHu553W8lJiYqIiJCTz/9dLlrRA4fPvy7cwcQGKhA4KKyfPly7dy5U6WlpcrOztaaNWuUnp6uhg0b6qOPPlJoaKik033066+/XjNmzFBJSYkuu+wyrVq1Snv27ClzzylTpmjFihXq0qWLHnroIZWWlmrmzJm66qqrvJ5u2bp1ayUnJ2vevHnKy8vTDTfcoI0bN2rBggXq27evunbtKklasGCBZs+erVtvvVVNmzbVsWPH9NprrykiIsITQspTp04djRkzRqmpqbr55pvVq1cvffPNN1q+fLlq167tNXbs2LH66KOPdPPNN2vgwIFq3769CgsLtX37dn3wwQfau3dvmdf8Vvv27TVnzhxNmzZNzZo1U3R0tLp163bO973//vuVm5urbt26qV69etq3b59mzpypNm3aeKozbdq0UaVKlTR9+nTl5+crJCRE3bp1U3R0tObMmaN77rlH7dq104ABA1SnTh3t379fH3/8sTp37qxXXnnl3P9HAcA//LwLBDgnZ7ZxnjmCg4MNp9Np/PnPfzZefvllo6CgoMxrDh48aNx6661GVFSUERkZadxxxx3GoUOHDEnGpEmTvMauW7fOaN++vREcHGw0adLEmDt3rjFp0iTD/EekpKTEmDJlitG4cWOjSpUqRv369Y2UlBTj5MmTnjFbtmwx7rzzTqNBgwZGSEiIER0dbdx8883G5s2bLT/nqVOnjClTphh169Y1wsLCjBtvvNH47rvvjIYNG3pt4zSM09shU1JSjGbNmhnBwcFG7dq1jWuvvdZ47rnnjOLi4t99H5fLZfTu3duoXr26IclrS+e53PeDDz4wevToYURHRxvBwcFGgwYNjAceeMD4+eefvd7ntddeM5o0aeLZEvvbLZ1r1641EhMTjcjISCM0NNRo2rSpMXDgwHP6PQHwP4dhmGqtAAAAFlgDAQAAbCNAAAAA2wgQAADANgIEAACwjQABAABsI0AAAADbCBAAAMC2gHkSZcmRH/09BSDghMV28fcUgIBUWvxThd7fl38nVandxHrQRShgAgQAAAHDfcrfMwh4tDAAAIBtVCAAADAz3P6eQcAjQAAAYOYmQFghQAAAYGJQgbDEGggAAGAbFQgAAMxoYVgiQAAAYEYLwxItDAAAYBsVCAAAzHiQlCUCBAAAZrQwLNHCAAAAtlGBAADAjF0YlggQAACY8CApa7QwAACAbVQgAAAwo4VhiQABAIAZLQxLBAgAAMx4DoQl1kAAAADbqEAAAGBGC8MSAQIAADMWUVqihQEAAGyjAgEAgBktDEsECAAAzGhhWKKFAQAAbKMCAQCAiWHwHAgrBAgAAMxYA2GJFgYAALCNCgQAAGYsorREgAAAwIwWhiUCBAAAZnyZliXWQAAAANuoQAAAYEYLwxIBAgAAMxZRWqKFAQAAbKMCAQCAGS0MSwQIAADMaGFYooUBAABsI0AAAGDmdvvusGH9+vXq06ePYmNj5XA4tGTJEs+1kpISPfroo2rVqpXCw8MVGxure++9V4cOHfK6R25urpKSkhQREaGoqCgNGjRIx48f9xqzbds2denSRaGhoapfv75mzJhh+1dEgAAAwMQwTvnssKOwsFCtW7fWrFmzylw7ceKEtmzZogkTJmjLli368MMPtWvXLt1yyy1e45KSkpSVlaX09HQtW7ZM69ev15AhQzzXCwoK1KNHDzVs2FCZmZl69tlnNXnyZM2bN8/WXB2GYRi2XlFBSo786O8pAAEnLLaLv6cABKTS4p8q9P6/rp/vs3uFXT/wvF7ncDi0ePFi9e3b96xjNm3apGuuuUb79u1TgwYNtGPHDrVo0UKbNm1Shw4dJEkrVqxQr169dPDgQcXGxmrOnDl6/PHH5XK5FBwcLEkaP368lixZop07d57z/KhAAABg5sMWRlFRkQoKCryOoqIin0wzPz9fDodDUVFRkqSMjAxFRUV5woMkJSQkKCgoSBs2bPCMuf766z3hQZISExO1a9cuHT169JzfmwABAICZ4fbZkZqaqsjISK8jNTX1D0/x5MmTevTRR3XnnXcqIiJCkuRyuRQdHe01rnLlyqpZs6ZcLpdnTExMjNeYMz+fGXMu2MYJAICZD7dxpqSkaNSoUV7nQkJC/tA9S0pK1L9/fxmGoTlz5vyhe50vAgQAABUoJCTkDweG3zoTHvbt26c1a9Z4qg+S5HQ6lZOT4zW+tLRUubm5cjqdnjHZ2dleY878fGbMuaCFAQCAmQ9bGL50Jjzs3r1bn376qWrVquV1PT4+Xnl5ecrMzPScW7Nmjdxut+Li4jxj1q9fr5KSEs+Y9PR0XXHFFapRo8Y5z4UAAQCAmZ+eA3H8+HFt3bpVW7dulSTt2bNHW7du1f79+1VSUqLbb79dmzdv1sKFC3Xq1Cm5XC65XC4VFxdLkpo3b66ePXtq8ODB2rhxo7788ksNGzZMAwYMUGxsrCTprrvuUnBwsAYNGqSsrCwtWrRIL7/8cpk2ixW2cQIBjG2cQPkqfBvnqtk+u1dYj4fOeexnn32mrl27ljmfnJysyZMnq3HjxuW+bu3atbrxxhslnX6Q1LBhw7R06VIFBQWpX79+SktLU7Vq1Tzjt23bpqFDh2rTpk2qXbu2hg8frkcffdTW5yJAAAGMAAGUr8IDxMpXfHavsMRhPrtXIGERJQAAZnyZliXWQAAAANuoQAAAYEYFwhIBAgAAMx9vv7wU0cIAAAC2UYEAAMCMFoYlAgQAAGa0MCwRIAAAMKMCYYk1EAAAwDYqEAAAmNHCsESAAADAjBaGJVoYAADANioQAACYUYGwRIAAAMAsML6oOqDRwgAAALZRgQAAwIwWhiUCBAAAZgQIS7QwAACAbVQgAAAw40FSlggQAACY0cKwRIAAAMCMbZyWWAMBAABsowIBAIAZLQxLBAgAAMwIEJZoYQAAANuoQAAAYMY2TksECAAATAw3uzCs0MIAAAC2UYEAAMCMRZSWCBAAAJixBsISLQwAAGAbFQgAAMxYRGmJAAEAgBlrICwRIAAAMCNAWGINBAAAsI0KBAAAZnydtyUCBAAAZrQwLNHCuARt3rpdQ8dNUtdbktSy801avf4rr+uzXn9Lfe4crI7d++rannfo/kdStC1rp9eYYeMmK+G2e9Wu6y268Za7NP7JZ5Vz+BevMStWr1e/5KHq0K2v/nxbsv6x8IMK/2yAL3W5Lk5LFs/X/r2ZKi3+Sbfckuh1/fW/v6jS4p+8jo+XvuU1pkaNKP1zwUzlHtmpIznfa96rzyk8vOqF/BiAXxAgLkG//npSVzRrosdHP1Tu9Ub1L9Njox7Sh/+co3/Ofk6xzhgNGfm4co/mecZc0661nn8yRcveeU0vPvWEDvz0s0Y+8ZTn+ucZmzR+ygz179tLi9+coyfGDNWbixbr7Q8+quiPB/hMeHhVbdv2vYY/8vhZx6xYsUaX1W/jOZLuGep1/c0FM9WixRXqedOd+kvfZHW5rpPmzplR0VNHRXMbvjsuUbQwLkFd4juqS3zHs17v3aOr18/jHh6sD5et1A//2aNOHdpKku4dcKvneqwzRvff3V8PpzypktJSValcWUtXrlG36+P111t7S5LqX1ZX99/TX68vfF939usjh8NRAZ8M8K0VK9dqxcq1vzumqLhY2dmHy7125ZXN1LNnN8V1ukmZW7ZJkkaMfEJLP3pT4x6dqp9/zvb5nHGB8CRKS7YDxJEjR/SPf/xDGRkZcrlckiSn06lrr71WAwcOVJ06dXw+SVSckpISvf+v5apeLVxXNGtS7pj8gmNatmqt2rRqriqVT/9Ppri4RKGhIV7jQkJClJ1zRIdcObqsbkyFzx24EG64Pl6HDn6ro3n5Wrv2S02cNEO5uUclSZ3i2uvo0TxPeJCkT1d/LrfbrWuuaat//WuFv6YNVDhbAWLTpk1KTExU1apVlZCQoD/96U+SpOzsbKWlpemZZ57RypUr1aFDh9+9T1FRkYqKirzOBRUVKSQk5CyvgK999uUGjZ30jE6eLFKdWjU176WnVCMq0mvMC7Nf1zv/u1S/nixS66uu1Kxnp3iudY5rpxlp8/T15gRd06619h88pAXvfihJOvxLLgECl4SVq9Zq8ZJPtHfvATVp0lDTpo7Xx0vfVOcut8jtdsvpjC6zNujUqVPKzc2TMybaT7OGT1zCrQdfsRUghg8frjvuuENz584tU6I2DEP/8z//o+HDhysjI+N375OamqopU6Z4nXti7MOaOO4RO9PBH3BNu9b63/mzdDQvXx8sXaExE1L19msvqVaNKM+Yv911u267OVGHXDma88ZCpUx9TrOfnSKHw6Hbb7lJB376WUPHTlbpqVKFV62qu/v31ezX31IQ7QtcIt577//W9Hz33U5t375Du3dl6MYbrtWatV/4cWaoaAa7MCzZChDffvut5s+fX25/2+FwaOTIkWrbtq3lfVJSUjRq1Civc0HHfrIzFfxBVcNC1aBerBrUi1Xrls3V66+D9OHSlRp87189Y2pERapGVKQaNainJo3qK+HWe/Vt1k61adlcDodDox4apEceGKgjuUdVMypSX2/eKkmqF+v006cCKtaePft1+PAvatq0kdas/UIuV46i69TyGlOpUiXVrBklV3aOn2YJXBi2dmE4nU5t3LjxrNc3btyomBjr0nVISIgiIiK8DtoX/uV2u1VcUnLW68b/L+cVF3uPqVSpkmLq1FaVKlX0yafr1Lplc9X8TRUDuJRcdlld1apVQz+7Ti+O/HpDpmrUiFK7tq08Y7p17aygoCBt3PiNv6YJX2AXhiVbFYgxY8ZoyJAhyszMVPfu3T1hITs7W6tXr9Zrr72m5557rkIminN34sSv2n/wkOfnnw5la+cP/1FkRHVFRkZo3oJ31fW6ONWpXVNH8wr0zodLlXPkFyV27SJJ2pa1U9/t+EHtrr5KERHVdOCnnzXztTdV/7K6atPySknS0bx8rVr7hTq2u1rFRcVa/Em6Vq35XPNnsX0NF4/w8Kpq1qyx5+fGjRqodeurlJt7VLm5eZr4xCh9uPgTubJz1LRJI6WmPq5//2evVq1aJ0naufPfWrFijebOfVZDh45XlSqV9fLLT2nRe/9iB8bFjl0YlhyGYe95nYsWLdKLL76ozMxMnTp1StLpfwtt3769Ro0apf79+5/XREqO/Hher0NZG7ds033DHy1z/i83JWji2OEaN3m6tn+/S0fz8xUVEaGWzf+kIQMHqFXzKyRJP/xnj5556VXt+veP+vXkSdWpVVOd49rrgYF3KqZObUmnA8SwcZP1w497JcNQ65bN9fCQZF191ZUX8qNe8sJiu/h7Cpe0G66P1+pPyz4AbcE/39PQYSn68IPX1aZNS0VFRejQoWylf7pOkyY/q5ycI56xNWpEKe3labq595/ldrv14eJPNGLkBBUWnriQH+W/Tmlxxba9C59M8tm9wicu9Nm9AontAHFGSUmJjhw5/Yeodu3TJew/ggABlEWAAMpHgPC/836QVJUqVVS3bl1fzgUAgMDALgxLPIkSAACzS3jxo6/wXRgAAMA2AgQAAGaG23eHDevXr1efPn0UGxsrh8OhJUuWeE/LMDRx4kTVrVtXYWFhSkhI0O7du73G5ObmKikpSREREYqKitKgQYN0/PhxrzHbtm1Tly5dFBoaqvr162vGDPs76AgQAACY+ek5EIWFhWrdurVmzZpV7vUZM2YoLS1Nc+fO1YYNGxQeHq7ExESdPHnSMyYpKUlZWVlKT0/XsmXLtH79eg0ZMsRzvaCgQD169FDDhg2VmZmpZ599VpMnT9a8efNszfW8d2H4GrswgLLYhQGUr8J3YTx+h8/uFf7U++f1OofDocWLF6tv376STlcfYmNjNXr0aI0ZM0aSlJ+fr5iYGM2fP18DBgzQjh071KJFC23atMnzvVQrVqxQr169dPDgQcXGxmrOnDl6/PHH5XK5FBwcLEkaP368lixZop07d57z/KhAAABgYrjdPjuKiopUUFDgdZi/UPJc7NmzRy6XSwkJCZ5zkZGRiouL83wHVUZGhqKiory+1DIhIUFBQUHasGGDZ8z111/vCQ+SlJiYqF27duno0aPnPB8CBAAAZj5sYaSmpioyMtLrSE1NtT0ll8slSWW+MiImJsZzzeVyKTra+5tgK1eurJo1a3qNKe8ev32Pc8E2TgAAKlB5XyB5KXz/EwECAAAzHz4HIiQkxCeBwek8/U3H2dnZXg9yzM7OVps2bTxjcnK8vwm2tLRUubm5ntc7nU5lZ3t/V8uZn8+MORe0MAAAMPPTNs7f07hxYzmdTq1evdpzrqCgQBs2bFB8fLwkKT4+Xnl5ecrMzPSMWbNmjdxut+Li4jxj1q9fr5LffANzenq6rrjiCtWoUeOc50OAAADAzE/bOI8fP66tW7dq69atkk4vnNy6dav2798vh8OhESNGaNq0afroo4+0fft23XvvvYqNjfXs1GjevLl69uypwYMHa+PGjfryyy81bNgwDRgwQLGxsZKku+66S8HBwRo0aJCysrK0aNEivfzyy2XaLFZoYQAAECA2b96srl27en4+85d6cnKy5s+fr3HjxqmwsFBDhgxRXl6errvuOq1YsUKhoaGe1yxcuFDDhg1T9+7dFRQUpH79+iktLc1zPTIyUqtWrdLQoUPVvn171a5dWxMnTvR6VsS54DkQQADjORBA+Sr6ORDHRvTx2b2qv7TUZ/cKJFQgAAAw48u0LLEGAgAA2EYFAgAAM7fvdk9cqggQAACY0cKwRAsDAADYRgUCAAAzKhCWCBAAAJgEyBMOAhotDAAAYBsVCAAAzGhhWCJAAABgRoCwRIAAAMDEIEBYYg0EAACwjQoEAABmVCAsESAAADDjSdaWaGEAAADbqEAAAGDCIkprBAgAAMwIEJZoYQAAANuoQAAAYMYiSksECAAATFgDYY0WBgAAsI0KBAAAZrQwLBEgAAAwoYVhjQABAIAZFQhLrIEAAAC2UYEAAMDEoAJhiQABAIAZAcISLQwAAGAbFQgAAExoYVgjQAAAYEaAsEQLAwAA2EYFAgAAE1oY1ggQAACYECCsESAAADAhQFhjDQQAALCNCgQAAGaGw98zCHgECAAATGhhWKOFAQAAbKMCAQCAieGmhWGFAAEAgAktDGu0MAAAgG1UIAAAMDHYhWGJAAEAgAktDGu0MAAAgG1UIAAAMGEXhjUCBAAAJobh7xkEPgIEAAAmVCCssQYCAADYRgUCAAATKhDWCBAAAJiwBsIaLQwAAGAbAQIAABPD7fDZYcepU6c0YcIENW7cWGFhYWratKmmTp0q4zclEcMwNHHiRNWtW1dhYWFKSEjQ7t27ve6Tm5urpKQkRUREKCoqSoMGDdLx48d98rs5gwABAICJYTh8dtgxffp0zZkzR6+88op27Nih6dOna8aMGZo5c6ZnzIwZM5SWlqa5c+dqw4YNCg8PV2Jiok6ePOkZk5SUpKysLKWnp2vZsmVav369hgwZ4rPfjyQ5DCMwOj0lR3709xSAgBMW28XfUwACUmnxTxV6//+0TPTZvZp+t/Kcx958882KiYnR66+/7jnXr18/hYWF6a233pJhGIqNjdXo0aM1ZswYSVJ+fr5iYmI0f/58DRgwQDt27FCLFi20adMmdejQQZK0YsUK9erVSwcPHlRsbKxPPhcVCAAATAy3746ioiIVFBR4HUVFReW+77XXXqvVq1frhx9+kCR9++23+uKLL3TTTTdJkvbs2SOXy6WEhATPayIjIxUXF6eMjAxJUkZGhqKiojzhQZISEhIUFBSkDRs2+Ox3RIAAAMDEbTh8dqSmpioyMtLrSE1NLfd9x48frwEDBujKK69UlSpV1LZtW40YMUJJSUmSJJfLJUmKiYnxel1MTIznmsvlUnR0tNf1ypUrq2bNmp4xvsA2TgAAKlBKSopGjRrldS4kJKTcse+9954WLlyot99+W1dddZW2bt2qESNGKDY2VsnJyRdiuueMAAEAgIndxY+/JyQk5KyBwWzs2LGeKoQktWrVSvv27VNqaqqSk5PldDolSdnZ2apbt67nddnZ2WrTpo0kyel0Kicnx+u+paWlys3N9bzeF2hhAABg4q9tnCdOnFBQkPdfzZUqVZLb7ZYkNW7cWE6nU6tXr/ZcLygo0IYNGxQfHy9Jio+PV15enjIzMz1j1qxZI7fbrbi4uPP9lZRBBQIAABN/7U/s06ePnnrqKTVo0EBXXXWVvvnmG73wwgu67777JEkOh0MjRozQtGnTdPnll6tx48aaMGGCYmNj1bdvX0lS8+bN1bNnTw0ePFhz585VSUmJhg0bpgEDBvhsB4ZEgAAAIGDMnDlTEyZM0EMPPaScnBzFxsbqgQce0MSJEz1jxo0bp8LCQg0ZMkR5eXm67rrrtGLFCoWGhnrGLFy4UMOGDVP37t0VFBSkfv36KS0tzadz5TkQQADjORBA+Sr6ORDfN+3ts3u1+M/HPrtXIKECAQCAiduHiygvVSyiBAAAtlGBAADAxJfbOC9VBAgAAEwCY3VgYKOFAQAAbKMCAQCACYsorREgAAAwYQ2ENVoYAADANioQAACYsIjSGgECAAAT1kBYC5gAEVG/q7+nAAScXw997u8pAP+VWANhjTUQAADAtoCpQAAAEChoYVgjQAAAYMIaSmu0MAAAgG1UIAAAMKGFYY0AAQCACbswrNHCAAAAtlGBAADAxO3vCVwECBAAAJgYooVhhRYGAACwjQoEAAAmbh4EYYkAAQCAiZsWhiUCBAAAJqyBsMYaCAAAYBsVCAAATNjGaY0AAQCACS0Ma7QwAACAbVQgAAAwoYVhjQABAIAJAcIaLQwAAGAbFQgAAExYRGmNAAEAgImb/GCJFgYAALCNCgQAACZ8F4Y1AgQAACZ8Gac1AgQAACZs47TGGggAAGAbFQgAAEzcDtZAWCFAAABgwhoIa7QwAACAbVQgAAAwYRGlNQIEAAAmPInSGi0MAABgGxUIAABMeBKlNQIEAAAm7MKwRgsDAADYRgUCAAATFlFaI0AAAGDCNk5rBAgAAExYA2GNNRAAAMA2KhAAAJiwBsIaFQgAAEzcPjzs+umnn3T33XerVq1aCgsLU6tWrbR582bPdcMwNHHiRNWtW1dhYWFKSEjQ7t27ve6Rm5urpKQkRUREKCoqSoMGDdLx48fPYzZnR4AAACBAHD16VJ07d1aVKlW0fPlyff/993r++edVo0YNz5gZM2YoLS1Nc+fO1YYNGxQeHq7ExESdPHnSMyYpKUlZWVlKT0/XsmXLtH79eg0ZMsSnc3UYhhEQa0XCwhr6ewpAwCk4sNbfUwACUpXaTSr0/q/Wu9tn9xr4n9dVVFTkdS4kJEQhISFlxo4fP15ffvmlPv/883LvZRiGYmNjNXr0aI0ZM0aSlJ+fr5iYGM2fP18DBgzQjh071KJFC23atEkdOnSQJK1YsUK9evXSwYMHFRsb65PPRQUCAAATw+G7IzU1VZGRkV5Hampque/70UcfqUOHDrrjjjsUHR2ttm3b6rXXXvNc37Nnj1wulxISEjznIiMjFRcXp4yMDElSRkaGoqKiPOFBkhISEhQUFKQNGzb47HdEgAAAoAKlpKQoPz/f60hJSSl37I8//qg5c+bo8ssv18qVK/Xggw/q4Ycf1oIFCyRJLpdLkhQTE+P1upiYGM81l8ul6Ohor+uVK1dWzZo1PWN8gV0YAACY+PJBUmdrV5T7vm63OnTooKefflqS1LZtW3333XeaO3eukpOTfTirP44KBAAAJv7ahVG3bl21aNHC61zz5s21f/9+SZLT6ZQkZWdne43Jzs72XHM6ncrJyfG6XlpaqtzcXM8YXyBAAAAQIDp37qxdu3Z5nfvhhx/UsOHpjQaNGzeW0+nU6tWrPdcLCgq0YcMGxcfHS5Li4+OVl5enzMxMz5g1a9bI7XYrLi7OZ3OlhQEAgIm/tieOHDlS1157rZ5++mn1799fGzdu1Lx58zRv3jxJksPh0IgRIzRt2jRdfvnlaty4sSZMmKDY2Fj17dtX0umKRc+ePTV48GDNnTtXJSUlGjZsmAYMGOCzHRgSAQIAgDL89STKjh07avHixUpJSdGTTz6pxo0b66WXXlJSUpJnzLhx41RYWKghQ4YoLy9P1113nVasWKHQ0FDPmIULF2rYsGHq3r27goKC1K9fP6Wlpfl0rjwHAghgPAcCKF9FPwfixQa+ew7EyP1v+exegYQ1EAAAwDZaGAAAmPhyG+eligABAIBJQPT2AxwtDAAAYBsVCAAATPy1C+NiQoAAAMCENRDWaGEAAADbqEAAAGDCIkprBAgAAEzcRAhLtDAAAIBtVCAAADBhEaU1AgQAACY0MKwRIAAAMKECYY01EAAAwDYqEAAAmPAkSmsECAAATNjGaY0WBgAAsI0KBAAAJtQfrBEgAAAwYReGNVoYAADANioQAACYsIjSGgECAAAT4oM1WhgAAMA2KhAAAJiwiNIaAQIAABPWQFgjQAAAYEJ8sMYaCAAAYBsVCAAATFgDYY0AAQCAiUETwxItDAAAYBsVCAAATGhhWCNAAABgwjZOa7QwAACAbVQgAAAwof5gjQABAIAJLQxrtDD+C3TufI0++OB1/fjjRv366z716dPD6/qvv+4r9xg58gHPmJ07vyhzfcyYBy/0RwHO2+at2zV03CR1vSVJLTvfpNXrv/K6Puv1t9TnzsHq2L2vru15h+5/JEXbsnZ6jRk2brISbrtX7breohtvuUvjn3xWOYd/8RpjGIbeePsD9R5wv9re2Efd/nK3Xl3wToV/PuBCowLxXyA8vKq2b9+hf/7zPS1aNK/M9UaNOnj93KPHjZo7d4YWL/7E6/yUKc/rjTf+7x+Ex44dr5gJAxXg119P6opmTXRr7x4a8di0Mtcb1b9Mj416SPVinSoqKtY/Fy3WkJGP65NFr6tmjShJ0jXtWmvwvX9Vndo1lX34Fz33yt818omntPDVFzz3SX1prjI2btGYoffr8qaNlF9wTPkFxy7Ux4SPsAvDGgHiv8CqVZ9p1arPzno9O/uw1899+vxZ69ZlaO/eA17njx8/XmYscLHoEt9RXeI7nvV67x5dvX4e9/BgfbhspX74zx516tBWknTvgFs912OdMbr/7v56OOVJlZSWqkrlyvrP3v16b/HHWvzmXDVuWE+SVC/WWQGfBhWNB0lZo4UBL9HRtdWzZzctWLCozLXRox/UwYNblZHxiUaOfECVKlXywwyBildSUqL3/7Vc1auF64pmTcodk19wTMtWrVWbVs1VpfLpfxdb9+UG1Yt1at1XG5R4+0D16JesiakvUYG4CLl9eFyqfF6BOHDggCZNmqR//OMfZx1TVFSkoqIir3OGYcjhcPh6OrDp7rv76dixQi1ZssLr/OzZ8/XNN9/p6NE8derUXk8++aiczmg9+uhUP80U8L3PvtygsZOe0cmTRapTq6bmvfSUakRFeo15Yfbreud/l+rXk0VqfdWVmvXsFM+1Az+5dCg7R6vWfK6nnxijU263ZqS9qpGPP6V/zHzmQn8coEL5vAKRm5urBQsW/O6Y1NRURUZGeh2lpfm+ngrOw7339teiRUvKBLy0tL/r88+/1nff7dTf/75Q48dP04MPJis4ONhPMwV875p2rfW/82fprbnPq3On9hozIVW/HM3zGvO3u27X+2+8onkvPqWgSkFKmfqcDON0udsw3CouLtHTE8aofZuWuqbd1XoyZaQ2bvlWe/Yd9MMnwvkyfPifS5XtCsRHH330u9d//PFHy3ukpKRo1KhRXueio1vanQp8rHPnjrriima6555hlmM3bfpGVapUUcOG9bR7t/X/z4GLQdWwUDWoF6sG9WLVumVz9frrIH24dKUG3/tXz5gaUZGqERWpRg3qqUmj+kq49V59m7VTbVo2V+1aNVW5UiU1alDPM75Jo/qSpJ+zczzrIhD4LuXWg6/YDhB9+/aVw+HwJO7yWLUiQkJCFBISYus1qHjJyX9VZuY2bd++w3Js69ZX6dSpUzp8+MgFmBngH263W8UlJWe9brhP/3OwuPj0mLatWqj01CntP3hIDerFSpL27v9JkhTrjK7g2QIXlu0AUbduXc2ePVt/+ctfyr2+detWtW/f/g9PDL4THl5VTZs28vzcqFF9XX11Cx09mqcDBw5JkqpXr6bbbuut8ePLbm+Li2unjh3baN26DB07dlydOrXX9OkT9M47i5WXV3ChPgbwh5w48av2Hzzk+fmnQ9na+cN/FBlRXZGREZq34F11vS5OdWrX1NG8Ar3z4VLlHPlFiV27SJK2Ze3Udzt+ULurr1JERDUd+OlnzXztTdW/rK7atLxSkhTfsa1aXNFME1Nf1KOPPCC329BTz89SfMe2XlUJBD737/xLMk6zHSDat2+vzMzMswYIq+oELrx27a7WqlX/t6tixoyJkqQ333xfQ4aMkSTdcUcfORwOvfde2RZVUVGx7rijjx5/fIRCQkK0d+8BzZz5utLS/n5hPgDgA9/t3K37hj/q+XnGzNPPRPnLTQmaOHa49uw7oI+Wf6qj+fmKiohQy+Z/0oLZz6pZk4aSpNDQEH267ivNev0t/XrypOrUqqnOce31wNQUz1qgoKAgvTJ9sp5+cY6SHxqnsLBQdenUQWOHD77wHxh/CH+LWXMYNv+2//zzz1VYWKiePXuWe72wsFCbN2/WDTfcYGsiYWENbY0H/hsUHFjr7ykAAalK7fK31/rK3Q1v89m93tr3oc/uFUhsVyC6dOnyu9fDw8NthwcAAAIJ34VhjSdRAgBgcilvv/QVnkQJAABsowIBAIAJz4GwRoAAAMCENRDWaGEAAGASCI+yfuaZZ+RwODRixAjPuZMnT2ro0KGqVauWqlWrpn79+ik7O9vrdfv371fv3r1VtWpVRUdHa+zYsSotLT3veZwNAQIAgACzadMmvfrqq7r66qu9zo8cOVJLly7V+++/r3Xr1unQoUO67bb/23J66tQp9e7dW8XFxfrqq6+0YMECzZ8/XxMnTvT5HAkQAACY+PPrvI8fP66kpCS99tprqlGjhud8fn6+Xn/9db3wwgvq1q2b2rdvrzfeeENfffWVvv76a0nSqlWr9P333+utt95SmzZtdNNNN2nq1KmaNWuWiouLz+t3cTYECAAATAzD8NlRVFSkgoICr8P8jce/NXToUPXu3VsJCQle5zMzM1VSUuJ1/sorr1SDBg2UkZEhScrIyFCrVq0UExPjGZOYmKiCggJlZWX59HdEgAAAoAKlpqYqMjLS60hNTS137LvvvqstW7aUe93lcik4OFhRUVFe52NiYuRyuTxjfhsezlw/c82X2IUBAICJL3dhpKSkaNSoUV7nzN9ILUkHDhzQI488ovT0dIWGhvrs/SsKFQgAAEx8uQYiJCREERERXkd5ASIzM1M5OTlq166dKleurMqVK2vdunVKS0tT5cqVFRMTo+LiYuXl5Xm9Ljs7W06nU5LkdDrL7Mo48/OZMb5CgAAAIAB0795d27dv19atWz1Hhw4dlJSU5PnvVapU0erVqz2v2bVrl/bv36/4+HhJUnx8vLZv366cnBzPmPT0dEVERKhFixY+nS8tDAAATPzxXRjVq1dXy5Ytvc6Fh4erVq1anvODBg3SqFGjVLNmTUVERGj48OGKj49Xp06dJEk9evRQixYtdM8992jGjBlyuVx64oknNHTo0HKrHn8EAQIAAJNAfRLliy++qKCgIPXr109FRUVKTEzU7NmzPdcrVaqkZcuW6cEHH1R8fLzCw8OVnJysJ5980udzcRiGERC/pbCwhv6eAhBwCg6s9fcUgIBUpXaTCr1/rwa9fHavT/Z/4rN7BRIqEAAAmATIv1sHNAIEAAAmfBunNQIEAAAm/lhEebFhGycAALCNCgQAACaBugsjkBAgAAAwYRGlNVoYAADANioQAACY0MKwRoAAAMCEXRjWaGEAAADbqEAAAGDiZhGlJQIEAAAmxAdrtDAAAIBtVCAAADBhF4Y1AgQAACYECGsECAAATHgSpTXWQAAAANuoQAAAYEILwxoBAgAAE55EaY0WBgAAsI0KBAAAJiyitEaAAADAhDUQ1mhhAAAA26hAAABgQgvDGgECAAATWhjWaGEAAADbqEAAAGDCcyCsESAAADBxswbCEgECAAATKhDWWAMBAABsowIBAIAJLQxrBAgAAExoYVijhQEAAGyjAgEAgAktDGsECAAATGhhWKOFAQAAbKMCAQCACS0MawQIAABMaGFYo4UBAABsowIBAICJYbj9PYWAR4AAAMDETQvDEgECAAATg0WUllgDAQAAbKMCAQCACS0MawQIAABMaGFYo4UBAABsowIBAIAJT6K0RoAAAMCEJ1Fao4UBAABsowIBAIAJiyitESAAADBhG6c1WhgAAASI1NRUdezYUdWrV1d0dLT69u2rXbt2eY05efKkhg4dqlq1aqlatWrq16+fsrOzvcbs379fvXv3VtWqVRUdHa2xY8eqtLTUp3MlQAAAYGIYhs8OO9atW6ehQ4fq66+/Vnp6ukpKStSjRw8VFhZ6xowcOVJLly7V+++/r3Xr1unQoUO67bbbPNdPnTql3r17q7i4WF999ZUWLFig+fPna+LEiT77/UiSwwiQRk9YWEN/TwEIOAUH1vp7CkBAqlK7SYXev2b1y312r9xju8/7tYcPH1Z0dLTWrVun66+/Xvn5+apTp47efvtt3X777ZKknTt3qnnz5srIyFCnTp20fPly3XzzzTp06JBiYmIkSXPnztWjjz6qw4cPKzg42CefiwoEAAAmvqxAFBUVqaCgwOsoKio6p3nk5+dLkmrWrClJyszMVElJiRISEjxjrrzySjVo0EAZGRmSpIyMDLVq1coTHiQpMTFRBQUFysrK8tWviAABAEBFSk1NVWRkpNeRmppq+Tq3260RI0aoc+fOatmypSTJ5XIpODhYUVFRXmNjYmLkcrk8Y34bHs5cP3PNV9iFAQCAiS93YaSkpGjUqFFe50JCQixfN3ToUH333Xf64osvfDYXXyJAAABg4svlgSEhIecUGH5r2LBhWrZsmdavX6969ep5zjudThUXFysvL8+rCpGdnS2n0+kZs3HjRq/7ndmlcWaML9DCAAAgQBiGoWHDhmnx4sVas2aNGjdu7HW9ffv2qlKlilavXu05t2vXLu3fv1/x8fGSpPj4eG3fvl05OTmeMenp6YqIiFCLFi18NlcqEAAAmPjry7SGDh2qt99+W//6179UvXp1z5qFyMhIhYWFKTIyUoMGDdKoUaNUs2ZNRUREaPjw4YqPj1enTp0kST169FCLFi10zz33aMaMGXK5XHriiSc0dOhQ25WQ38M2TiCAsY0TKF9Fb+MMr9rIZ/cqPLH3nMc6HI5yz7/xxhsaOHCgpNMPkho9erTeeecdFRUVKTExUbNnz/ZqT+zbt08PPvigPvvsM4WHhys5OVnPPPOMKlf2Xd2AAAEEMAIEUL5LNUBcTGhhAABg4q8WxsWEAAEAgEmAFOcDGrswAACAbVQgAAAwMfg6b0sECAAATGhhWCNAAABgQoCwxhoIAABgGxUIAABMqD9YC5gHSSEwFBUVKTU1VSkpKT595ClwMePPBVAWAQJeCgoKFBkZqfz8fEVERPh7OkBA4M8FUBZrIAAAgG0ECAAAYBsBAgAA2EaAgJeQkBBNmjSJhWLAb/DnAiiLRZQAAMA2KhAAAMA2AgQAALCNAAEAAGwjQAAAANsIEAAAwDYCBDxmzZqlRo0aKTQ0VHFxcdq4caO/pwT41fr169WnTx/FxsbK4XBoyZIl/p4SEDAIEJAkLVq0SKNGjdKkSZO0ZcsWtW7dWomJicrJyfH31AC/KSwsVOvWrTVr1ix/TwUIODwHApKkuLg4dezYUa+88ookye12q379+ho+fLjGjx/v59kB/udwOLR48WL17dvX31MBAgIVCKi4uFiZmZlKSEjwnAsKClJCQoIyMjL8ODMAQKAiQEBHjhzRqVOnFBMT43U+JiZGLpfLT7MCAAQyAgQAALCNAAHVrl1blSpVUnZ2ttf57OxsOZ1OP80KABDICBBQcHCw2rdvr9WrV3vOud1urV69WvHx8X6cGQAgUFX29wQQGEaNGqXk5GR16NBB11xzjV566SUVFhbqb3/7m7+nBvjN8ePH9e9//9vz8549e7R161bVrFlTDRo08OPMAP9jGyc8XnnlFT377LNyuVxq06aN0tLSFBcX5+9pAX7z2WefqWvXrmXOJycna/78+Rd+QkAAIUAAAADbWAMBAABsI0AAAADbCBAAAMA2AgQAALCNAAEAAGwjQAAAANsIEAAAwDYCBAAAsI0AAQAAbCNAAAAA2wgQAADAtv8HvzXjB2G8hz8AAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Separa os dados dos resultados\n","dados_sem_result = df.drop('Resultado',axis=1) #x\n","dados_result = df['Resultado'] #y\n","\n","# Divide os dados em 30% para teste e 70% para treinamento\n","dados_sem_result_train, dados_sem_result_test, dados_result_train, dados_result_test = train_test_split(dados_sem_result, dados_result, test_size=0.3)\n","\n","# Cria uma instancia do classificador Naive Bayes\n","from sklearn.naive_bayes import GaussianNB\n","model = GaussianNB(var_smoothing=1e-25)\n","\n","# Este comando treina o modelo Naive Bayes nos dados de treinamento. A funcao fit() ajusta o modelo aos dados\n","model.fit(dados_sem_result_train, dados_result_train)\n","\n","# Salvar o modelo treinado como um arquivo pickle\n","with open('model_covid_prediction.pkl', 'wb') as file:\n"," pickle.dump(model, file)\n","\n","# Calcula a acuracia do modelo Naive Bayes nos dados de teste\n","print(model.score(dados_sem_result_test, dados_result_test))\n","# Calcula a acuracia do modelo Naive Bayes nos dados de treinamento\n","print(model.score(dados_sem_result_train, dados_result_train))\n","\n","dados_result_pred = model.predict(dados_sem_result_test)\n","y_pred_train = model.predict(dados_sem_result_train)\n","test = confusion_matrix(dados_result_pred, dados_result_test)\n","\n","# Apresenta os dados de teste em um grafico\n","plt.title('Dados de teste')\n","sns.heatmap(data=test, annot=True, fmt='g')\n","plt.show()\n"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:35.882126Z","iopub.status.busy":"2023-11-19T12:45:35.881628Z","iopub.status.idle":"2023-11-19T12:45:35.901709Z","shell.execute_reply":"2023-11-19T12:45:35.900337Z","shell.execute_reply.started":"2023-11-19T12:45:35.882078Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["train = confusion_matrix(y_pred_train, dados_result_train)\n","\n","# Apresenta os dados de treinamento em um grafico\n","plt.title('Dados de treinamento')\n","sns.heatmap(data=train,annot=True,fmt='g')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":4019053,"sourceId":6992410,"sourceType":"datasetVersion"}],"dockerImageVersionId":30096,"isGpuEnabled":false,"isInternetEnabled":false,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.0"}},"nbformat":4,"nbformat_minor":4} diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-SVM.ipynb b/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-SVM.ipynb new file mode 100644 index 00000000..728dfcee --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/predict-covid-SVM.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":11,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-11-19T12:45:24.158690Z","iopub.status.busy":"2023-11-19T12:45:24.158053Z","iopub.status.idle":"2023-11-19T12:45:24.183095Z","shell.execute_reply":"2023-11-19T12:45:24.181328Z","shell.execute_reply.started":"2023-11-19T12:45:24.158557Z"},"trusted":true},"outputs":[],"source":["import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","import seaborn as sns\n","import pickle\n","from matplotlib import pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from sklearn.svm import SVC\n","from sklearn.metrics import confusion_matrix\n","%matplotlib inline\n","\n","df = pd.read_csv('input/dataset-covid-csv/dataset_covid_trad.csv')\n","\n","# Substitui as palavras Positivo e Negativo por 1 e 0\n","df['Resultado'].replace(['Positivo','Negativo'],[1,0],inplace=True)\n","\n","# Variavel para decidir se queremos apresentacoes de debug\n","debug = 0\n","if debug == 1:\n"," # Apresenta as primeiras 5 linhas dos dados\n"," print(df.head())\n"," # Apresenta a estrutura do dataframe\n"," print(df.shape)\n"," # Apresenta a quantidade de NaN em cada coluna\n"," print(df.isna().sum())"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:25.599624Z","iopub.status.busy":"2023-11-19T12:45:25.598824Z","iopub.status.idle":"2023-11-19T12:45:25.612963Z","shell.execute_reply":"2023-11-19T12:45:25.611431Z","shell.execute_reply.started":"2023-11-19T12:45:25.599567Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# define a coluna ID como o indice do df\n","df.set_index('ID', inplace=True)\n","\n","# Apresenta a distribuicao inicial dos dados\n","sns.pairplot(data=df, hue='Resultado')\n","plt.show()"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:32.954738Z","iopub.status.busy":"2023-11-19T12:45:32.954309Z","iopub.status.idle":"2023-11-19T12:45:32.963271Z","shell.execute_reply":"2023-11-19T12:45:32.962278Z","shell.execute_reply.started":"2023-11-19T12:45:32.954670Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0.9966666666666667\n","1.0\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Separa os dados dos resultados\n","dados_sem_result = df.drop('Resultado',axis=1) #x\n","dados_result = df['Resultado'] #y\n","\n","# Divide os dados em 30% para teste e 70% para treinamento\n","dados_sem_result_train, dados_sem_result_test, dados_result_train, dados_result_test = train_test_split(dados_sem_result, dados_result, test_size=0.3)\n","# Cria uma instancia do classificador SVM (Suport Vector Machine) Escolhemos o kernel rbf (Radial Basis Function)\n","model = SVC(C=5,gamma='auto')\n","# Este comando treina o modelo SVM nos dados de treinamento. A funcao fit() ajusta o modelo aos dados\n","model.fit(dados_sem_result_train, dados_result_train)\n","\n","# Salvar o modelo treinado como um arquivo pickle\n","with open('model_covid_prediction.pkl', 'wb') as file:\n"," pickle.dump(model, file)\n","\n","# Calcula a acuracia do modelo SVM nos dados de teste\n","print(model.score(dados_sem_result_test, dados_result_test))\n","# Calcula a acuracia do modelo SVM nos dados de treinamento\n","print(model.score(dados_sem_result_train, dados_result_train))\n","\n","dados_result_pred = model.predict(dados_sem_result_test)\n","y_pred_train = model.predict(dados_sem_result_train)\n","test = confusion_matrix(dados_result_pred, dados_result_test)\n","\n","# Apresenta os dados de teste em um grafico\n","plt.title('Dados de teste')\n","sns.heatmap(data=test, annot=True, fmt='g')\n","plt.show()\n"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:35.882126Z","iopub.status.busy":"2023-11-19T12:45:35.881628Z","iopub.status.idle":"2023-11-19T12:45:35.901709Z","shell.execute_reply":"2023-11-19T12:45:35.900337Z","shell.execute_reply.started":"2023-11-19T12:45:35.882078Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["train = confusion_matrix(y_pred_train, dados_result_train)\n","\n","# Apresenta os dados de treinamento em um grafico\n","plt.title('Dados de treinamento')\n","sns.heatmap(data=train,annot=True,fmt='g')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":4019053,"sourceId":6992410,"sourceType":"datasetVersion"}],"dockerImageVersionId":30096,"isGpuEnabled":false,"isInternetEnabled":false,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.0"}},"nbformat":4,"nbformat_minor":4} From 9461007aa0c2d3c921172df36608cb0df818211a Mon Sep 17 00:00:00 2001 From: gabrielRPacheco Date: Mon, 15 Jan 2024 11:14:10 -0300 Subject: [PATCH 7/8] =?UTF-8?q?Corre=C3=A7=C3=A3o=20de=20pequenos=20erros?= =?UTF-8?q?=20na=20entrada=20de=20dados=20e=20adi=C3=A7=C3=A3o=20dos=20arq?= =?UTF-8?q?uivos=20Arduino=20para=20uso=20de=20sensores=20reais.=20Inclus?= =?UTF-8?q?=C3=A3o=20dos=20geradores=20de=20modelos=20de=20aprendizado=20d?= =?UTF-8?q?e=20m=C3=A1quina=20e=20base=20de=20dados=20adotada?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../ecg_spo2/ecg_spo2.ino | 215 + .../ecg_spo2/filters.h | 262 + arduino_code_for_real_sensors/temp/temp.ino | 106 + data_to_read/bpm.csv | 2 +- data_to_read/spo2.csv | 2 +- data_to_read/temp.csv | 2 +- sensors.launch | 10 + .../target_system/g3t1_1.launch | 2 +- .../target_system/g3t1_2.launch | 2 +- .../target_system/g3t1_3.launch | 2 +- .../components/component/src/Sensor.cpp | 19 +- .../input/dataset-covid-csv/dataset_covid.csv | 10001 ++++++++++++++++ .../dataset-covid-csv/dataset_covid_trad.csv | 10001 ++++++++++++++++ .../ModelTraining/predict-covid-NB.ipynb | 1 + .../ModelTraining/predict-covid-SVM.ipynb | 1 + 15 files changed, 20613 insertions(+), 15 deletions(-) create mode 100644 arduino_code_for_real_sensors/ecg_spo2/ecg_spo2.ino create mode 100644 arduino_code_for_real_sensors/ecg_spo2/filters.h create mode 100644 arduino_code_for_real_sensors/temp/temp.ino create mode 100644 sensors.launch create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid.csv create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid_trad.csv create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-NB.ipynb create mode 100644 src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-SVM.ipynb diff --git a/arduino_code_for_real_sensors/ecg_spo2/ecg_spo2.ino b/arduino_code_for_real_sensors/ecg_spo2/ecg_spo2.ino new file mode 100644 index 00000000..d351aa8e --- /dev/null +++ b/arduino_code_for_real_sensors/ecg_spo2/ecg_spo2.ino @@ -0,0 +1,215 @@ +#define USE_USBCON +#include +#include +#include "filters.h" +#include + +// Sensor (adjust to your sensor type) +MAX30105 sensor; +const auto kSamplingRate = sensor.SAMPLING_RATE_400SPS; +const float kSamplingFrequency = 400.0; + +// Finger Detection Threshold and Cooldown +const unsigned long kFingerThreshold = 10000; +const unsigned int kFingerCooldownMs = 500; + +// Edge Detection Threshold (decrease for MAX30100) +const float kEdgeThreshold = -2000.0; + +// Filters +const float kLowPassCutoff = 5.0; +const float kHighPassCutoff = 0.5; + +// Averaging +const bool kEnableAveraging = false; +const int kAveragingSamples = 5; +const int kSampleThreshold = 5; + +// ROS +ros::NodeHandle nh; + +float spo2; +int bpm; + +void bpm_callback(const std_srvs::SetBool::Request & req, std_srvs::SetBool::Response & res){ + if(req.data == true) { + String str = String(bpm); + char msg[str.length() + 1]; + str.toCharArray(msg, str.length() + 1); + res.success = true; + res.message = msg; + } + else { + res.success = false; + res.message = "not ok"; + } +} + +void spo2_callback(const std_srvs::SetBool::Request & req, std_srvs::SetBool::Response & res){ + if(req.data == true) { + String str = String(spo2, 2); + char msg[str.length() + 1]; + str.toCharArray(msg, str.length() + 1); + res.success = true; + res.message = msg; + } + else { + res.success = false; + res.message = "not ok"; + } +} + +ros::ServiceServer bpm_server("bpm",&bpm_callback); +ros::ServiceServer spo2_server("spo2",&spo2_callback); + +void setup() { + nh.initNode(); + nh.advertiseService(bpm_server); + nh.advertiseService(spo2_server); + + if(sensor.begin() && sensor.setSamplingRate(kSamplingRate)) { + } + else { + while(1); + } +} + +// Filter Instances +LowPassFilter low_pass_filter_red(kLowPassCutoff, kSamplingFrequency); +LowPassFilter low_pass_filter_ir(kLowPassCutoff, kSamplingFrequency); +HighPassFilter high_pass_filter(kHighPassCutoff, kSamplingFrequency); +Differentiator differentiator(kSamplingFrequency); +MovingAverageFilter averager_bpm; +MovingAverageFilter averager_r; +MovingAverageFilter averager_spo2; + +// Statistic for pulse oximetry +MinMaxAvgStatistic stat_red; +MinMaxAvgStatistic stat_ir; + +// R value to SpO2 calibration factors +// See https://www.maximintegrated.com/en/design/technical-documents/app-notes/6/6845.html +float kSpO2_A = 1.5958422*1.25; +float kSpO2_B = -34.6596622; +float kSpO2_C = 112.6898759*1.1; + +// Timestamp of the last heartbeat +long last_heartbeat = 0; + +// Timestamp for finger detection +long finger_timestamp = 0; +bool finger_detected = false; + +// Last diff to detect zero crossing +float last_diff = NAN; +bool crossed = false; +long crossed_time = 0; + +void loop() { + auto sample = sensor.readSample(1000); + float current_value_red = sample.red; + float current_value_ir = sample.ir; + + // Detect Finger using raw sensor value + if(sample.red > kFingerThreshold) { + if(millis() - finger_timestamp > kFingerCooldownMs) { + finger_detected = true; + } + } + else { + // Reset values if the finger is removed + differentiator.reset(); + averager_bpm.reset(); + averager_r.reset(); + averager_spo2.reset(); + low_pass_filter_red.reset(); + low_pass_filter_ir.reset(); + high_pass_filter.reset(); + stat_red.reset(); + stat_ir.reset(); + + finger_detected = false; + finger_timestamp = millis(); + } + + if(finger_detected) { + current_value_red = low_pass_filter_red.process(current_value_red); + current_value_ir = low_pass_filter_ir.process(current_value_ir); + + // Statistics for pulse oximetry + stat_red.process(current_value_red); + stat_ir.process(current_value_ir); + + // Heart beat detection using value for red LED + float current_value = high_pass_filter.process(current_value_red); + float current_diff = differentiator.process(current_value); + + // Valid values? + if(!isnan(current_diff) && !isnan(last_diff)) { + + // Detect Heartbeat - Zero-Crossing + if(last_diff > 0 && current_diff < 0) { + crossed = true; + crossed_time = millis(); + } + + if(current_diff > 0) { + crossed = false; + } + + // Detect Heartbeat - Falling Edge Threshold + if(crossed && current_diff < kEdgeThreshold) { + if(last_heartbeat != 0 && crossed_time - last_heartbeat > 300) { + // Show Results + bpm = 60000/(crossed_time - last_heartbeat); + float rred = (stat_red.maximum()-stat_red.minimum())/stat_red.average(); + float rir = (stat_ir.maximum()-stat_ir.minimum())/stat_ir.average(); + float r = rred/rir; + spo2 = kSpO2_A * r * r + kSpO2_B * r + kSpO2_C; + + + if(bpm > 50 && bpm < 250) { + // Average? + if(kEnableAveraging) { + int average_bpm = averager_bpm.process(bpm); + int average_r = averager_r.process(r); + int average_spo2 = averager_spo2.process(spo2); + + // Show if enough samples have been collected + if(averager_bpm.count() >= kSampleThreshold) { + //Serial.print("Time (ms): "); + //Serial.println(millis()); + //Serial.print("Heart Rate (avg, bpm): "); + //Serial.println(average_bpm); + //Serial.print("R-Value (avg): "); + //Serial.println(average_r); + //Serial.print("SpO2 (avg, %): "); + //Serial.println(average_spo2); + } + } + else { + //Serial.print("Time (ms): "); + //Serial.println(millis()); + //Serial.print("Heart Rate (current, bpm): "); + //Serial.println(bpm); + //Serial.print("R-Value (current): "); + //Serial.println(r); + //Serial.print("SpO2 (current, %): "); + //Serial.println(spo2); + } + } + + // Reset statistic + stat_red.reset(); + stat_ir.reset(); + } + + crossed = false; + last_heartbeat = crossed_time; + } + } + + last_diff = current_diff; + } + nh.spinOnce(); +} diff --git a/arduino_code_for_real_sensors/ecg_spo2/filters.h b/arduino_code_for_real_sensors/ecg_spo2/filters.h new file mode 100644 index 00000000..89aab69f --- /dev/null +++ b/arduino_code_for_real_sensors/ecg_spo2/filters.h @@ -0,0 +1,262 @@ +#ifndef FILTERS_H +#define FILTERS_H + +/** + * @brief Statistic block for min/nax/avg + */ +class MinMaxAvgStatistic { + float min_; + float max_; + float sum_; + int count_; +public: + /** + * @brief Initialize the Statistic block + */ + MinMaxAvgStatistic() : + min_(NAN), + max_(NAN), + sum_(0), + count_(0){} + + /** + * @brief Add value to the statistic + */ + void process(float value) { + min_ = isnan(min_) ? value : min(min_, value); + max_ = isnan(max_) ? value : max(max_, value); + sum_ += value; + count_++; + } + + /** + * @brief Resets the stored values + */ + void reset() { + min_ = NAN; + max_ = NAN; + sum_ = 0; + count_ = 0; + } + + /** + * @brief Get Minimum + * @return Minimum Value + */ + float minimum() const { + return min_; + } + + /** + * @brief Get Maximum + * @return Maximum Value + */ + float maximum() const { + return max_; + } + + /** + * @brief Get Average + * @return Average Value + */ + float average() const { + return sum_/count_; + } +}; + +/** + * @brief High Pass Filter + */ +class HighPassFilter { + const float kX; + const float kA0; + const float kA1; + const float kB1; + float last_filter_value_; + float last_raw_value_; +public: + /** + * @brief Initialize the High Pass Filter + * @param samples Number of samples until decay to 36.8 % + * @remark Sample number is an RC time-constant equivalent + */ + HighPassFilter(float samples) : + kX(exp(-1/samples)), + kA0((1+kX)/2), + kA1(-kA0), + kB1(kX), + last_filter_value_(NAN), + last_raw_value_(NAN){} + + /** + * @brief Initialize the High Pass Filter + * @param cutoff Cutoff frequency + * @pram sampling_frequency Sampling frequency + */ + HighPassFilter(float cutoff, float sampling_frequency) : + HighPassFilter(sampling_frequency/(cutoff*2*PI)){} + + /** + * @brief Applies the high pass filter + */ + float process(float value) { + if(isnan(last_filter_value_) || isnan(last_raw_value_)) { + last_filter_value_ = 0.0; + } + else { + last_filter_value_ = + kA0 * value + + kA1 * last_raw_value_ + + kB1 * last_filter_value_; + } + + last_raw_value_ = value; + return last_filter_value_; + } + + /** + * @brief Resets the stored values + */ + void reset() { + last_raw_value_ = NAN; + last_filter_value_ = NAN; + } +}; + +/** + * @brief Low Pass Filter + */ +class LowPassFilter { + const float kX; + const float kA0; + const float kB1; + float last_value_; +public: + /** + * @brief Initialize the Low Pass Filter + * @param samples Number of samples until decay to 36.8 % + * @remark Sample number is an RC time-constant equivalent + */ + LowPassFilter(float samples) : + kX(exp(-1/samples)), + kA0(1-kX), + kB1(kX), + last_value_(NAN){} + + /** + * @brief Initialize the Low Pass Filter + * @param cutoff Cutoff frequency + * @pram sampling_frequency Sampling frequency + */ + LowPassFilter(float cutoff, float sampling_frequency) : + LowPassFilter(sampling_frequency/(cutoff*2*PI)){} + + /** + * @brief Applies the low pass filter + */ + float process(float value) { + if(isnan(last_value_)) { + last_value_ = value; + } + else { + last_value_ = kA0 * value + kB1 * last_value_; + } + return last_value_; + } + + /** + * @brief Resets the stored values + */ + void reset() { + last_value_ = NAN; + } +}; + +/** + * @brief Differentiator + */ +class Differentiator { + const float kSamplingFrequency; + float last_value_; +public: + /** + * @brief Initializes the differentiator + */ + Differentiator(float sampling_frequency) : + kSamplingFrequency(sampling_frequency), + last_value_(NAN){} + + /** + * @brief Applies the differentiator + */ + float process(float value) { + float diff = (value-last_value_)*kSamplingFrequency; + last_value_ = value; + return diff; + } + + /** + * @brief Resets the stored values + */ + void reset() { + last_value_ = NAN; + } +}; + +/** + * @brief MovingAverageFilter + * @tparam buffer_size Number of samples to average over + */ +template class MovingAverageFilter { + int index_; + int count_; + float values_[kBufferSize]; +public: + /** + * @brief Initalize moving average filter + */ + MovingAverageFilter() : + index_(0), + count_(0){} + + /** + * @brief Applies the moving average filter + */ + float process(float value) { + // Add value + values_[index_] = value; + + // Increase index and count + index_ = (index_ + 1) % kBufferSize; + if(count_ < kBufferSize) { + count_++; + } + + // Calculate sum + float sum = 0.0; + for(int i = 0; i < count_; i++) { + sum += values_[i]; + } + + // Calculate average + return sum/count_; + } + + /** + * @brief Resets the stored values + */ + void reset() { + index_ = 0; + count_ = 0; + } + + /** + * @brief Get number of samples + * @return Number of stored samples + */ + int count() const { + return count_; + } +}; + +#endif // FILTERS_H diff --git a/arduino_code_for_real_sensors/temp/temp.ino b/arduino_code_for_real_sensors/temp/temp.ino new file mode 100644 index 00000000..11673ab9 --- /dev/null +++ b/arduino_code_for_real_sensors/temp/temp.ino @@ -0,0 +1,106 @@ +#define USE_USBCON +#include +#include + +#include + +OneWire ds(10); // on pin 10 (a 4.7K resistor is necessary) + +float celsius; + +ros::NodeHandle nh; + +void temp_callback(const std_srvs::SetBool::Request & req, std_srvs::SetBool::Response & res){ + if(req.data == true) { + String str = String(celsius); + char msg[str.length() + 1]; + str.toCharArray(msg, str.length() + 1); + res.success = true; + res.message = msg; + } + else { + res.success = false; + res.message = "not ok"; + } +} + +ros::ServiceServer temp_server("temp",&temp_callback); + +void setup(void) { + nh.initNode(); + nh.advertiseService(temp_server); +} + +void loop(void) { + byte i; + byte present = 0; + byte type_s; + byte data[9]; + byte addr[8]; + + if ( !ds.search(addr)) { + ds.reset_search(); + delay(250); + return; + } + + for( i = 0; i < 8; i++) { + } + + if (OneWire::crc8(addr, 7) != addr[7]) { + return; + } + + // the first ROM byte indicates which chip + switch (addr[0]) { + case 0x10: + type_s = 1; + break; + case 0x28: + type_s = 0; + break; + case 0x22: + type_s = 0; + break; + default: + return; + } + + ds.reset(); + ds.select(addr); + ds.write(0x44, 1); // start conversion, with parasite power on at the end + + delay(1000); // maybe 750ms is enough, maybe not + // we might do a ds.depower() here, but the reset will take care of it. + + present = ds.reset(); + ds.select(addr); + ds.write(0xBE); // Read Scratchpad + + for ( i = 0; i < 9; i++) { // we need 9 bytes + data[i] = ds.read(); + } + + + // Convert the data to actual temperature + // because the result is a 16 bit signed integer, it should + // be stored to an "int16_t" type, which is always 16 bits + // even when compiled on a 32 bit processor. + int16_t raw = (data[1] << 8) | data[0]; + if (type_s) { + raw = raw << 3; // 9 bit resolution default + if (data[7] == 0x10) { + // "count remain" gives full 12 bit resolution + raw = (raw & 0xFFF0) + 12 - data[6]; + } + } else { + byte cfg = (data[4] & 0x60); + // at lower res, the low bits are undefined, so let's zero them + if (cfg == 0x00) raw = raw & ~7; // 9 bit resolution, 93.75 ms + else if (cfg == 0x20) raw = raw & ~3; // 10 bit res, 187.5 ms + else if (cfg == 0x40) raw = raw & ~1; // 11 bit res, 375 ms + //// default is 12 bit resolution, 750 ms conversion time + } + celsius = (float)raw / 16.0; + nh.spinOnce(); +} diff --git a/data_to_read/bpm.csv b/data_to_read/bpm.csv index fe4afb0d..d81cc071 100644 --- a/data_to_read/bpm.csv +++ b/data_to_read/bpm.csv @@ -1 +1 @@ -106 +42 diff --git a/data_to_read/spo2.csv b/data_to_read/spo2.csv index 6529ff88..cd5b0252 100644 --- a/data_to_read/spo2.csv +++ b/data_to_read/spo2.csv @@ -1 +1 @@ -98 +92 diff --git a/data_to_read/temp.csv b/data_to_read/temp.csv index 0139198f..6b115b02 100644 --- a/data_to_read/temp.csv +++ b/data_to_read/temp.csv @@ -1 +1 @@ -38.33 +36.11 diff --git a/sensors.launch b/sensors.launch new file mode 100644 index 00000000..28251532 --- /dev/null +++ b/sensors.launch @@ -0,0 +1,10 @@ + + + + + + + + + + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_1.launch b/src/sa-bsn/configurations/target_system/g3t1_1.launch index b8b078a8..c92c3cb0 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_1.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_1.launch @@ -28,6 +28,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_2.launch b/src/sa-bsn/configurations/target_system/g3t1_2.launch index b719ace4..c40de8b2 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_2.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_2.launch @@ -28,6 +28,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/configurations/target_system/g3t1_3.launch b/src/sa-bsn/configurations/target_system/g3t1_3.launch index a5a6dcb2..3322795e 100644 --- a/src/sa-bsn/configurations/target_system/g3t1_3.launch +++ b/src/sa-bsn/configurations/target_system/g3t1_3.launch @@ -22,6 +22,6 @@ 0 -> Simulation (default) 1 -> Real sensors with Arduino 2 -> Table data (Turn on this feature to auto generate the file at data_to_read/*sensor_name*.csv)--> - + \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/Sensor.cpp b/src/sa-bsn/target_system/components/component/src/Sensor.cpp index dcdf8d2e..bf3579bf 100644 --- a/src/sa-bsn/target_system/components/component/src/Sensor.cpp +++ b/src/sa-bsn/target_system/components/component/src/Sensor.cpp @@ -65,17 +65,18 @@ void Sensor::body() { data = collect(); /*for data replication, as if replicate_collect values were collected*/ - { - double sum; - for(int i = 0; i < replicate_collect; ++i) { - double aux_data = data; - apply_noise(aux_data); - sum += aux_data; + if(connected_sensor != 2){ + { + double sum; + for(int i = 0; i < replicate_collect; ++i) { + double aux_data = data; + apply_noise(aux_data); + sum += aux_data; + } + data = sum/replicate_collect; } - data = sum/replicate_collect; + data = process(data); } - - data = process(data); transfer(data); sendStatus("success"); sendEnergyStatus(cost); diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid.csv b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid.csv new file mode 100644 index 00000000..ddcad43e --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid.csv @@ -0,0 +1,10001 @@ +ID,Oxygen,PulseRate,Temperature,Result +0,98,65,95,Negative +1,96,92,95,Negative +2,95,92,99,Negative +3,97,56,96,Negative +4,88,94,98,Positive +5,94,100,103,Positive +6,88,81,104,Positive +7,91,79,95,Negative +8,93,59,101,Positive +9,86,117,99,Positive +10,94,75,95,Negative +11,98,46,96,Negative +12,86,85,98,Positive +13,90,55,101,Positive +14,93,67,97,Negative +15,89,66,97,Positive +16,89,121,99,Positive +17,94,111,96,Negative +18,97,120,98,Negative +19,93,108,104,Positive +20,96,114,98,Negative +21,97,48,98,Negative +22,95,117,99,Negative +23,93,51,103,Positive +24,99,49,97,Negative +25,96,123,99,Negative +26,97,124,99,Negative +27,94,55,97,Negative +28,87,105,103,Positive +29,89,44,99,Positive +30,92,52,97,Negative +31,89,104,100,Positive +32,100,107,97,Negative +33,88,76,102,Positive +34,91,92,99,Negative +35,89,56,102,Positive +36,99,128,104,Negative +37,93,64,102,Positive +38,91,78,96,Negative +39,96,43,99,Negative +40,92,73,96,Negative +41,94,92,97,Negative +42,96,47,100,Negative +43,90,130,104,Positive +44,94,48,100,Negative +45,88,101,103,Positive +46,85,53,95,Positive +47,100,84,104,Negative +48,100,124,95,Negative +49,85,65,95,Positive +50,99,101,104,Negative +51,92,117,102,Positive +52,100,54,95,Negative +53,96,71,98,Negative +54,88,42,95,Positive +55,100,92,99,Negative +56,97,96,105,Negative +57,89,96,102,Positive +58,86,93,105,Positive +59,86,49,96,Positive +60,86,45,96,Positive +61,91,109,103,Positive +62,90,78,99,Negative +63,92,105,103,Positive +64,89,107,100,Positive +65,97,69,105,Negative +66,97,99,97,Negative +67,94,101,102,Positive +68,85,52,105,Positive +69,95,92,101,Negative +70,96,126,96,Negative +71,91,114,103,Positive +72,86,94,104,Positive +73,95,94,104,Negative +74,99,76,103,Negative +75,89,77,97,Positive +76,89,56,99,Positive +77,92,130,99,Positive +78,88,108,98,Positive +79,100,78,96,Negative +80,100,54,105,Negative +81,93,84,104,Positive +82,87,78,96,Positive +83,98,50,95,Negative +84,100,106,104,Negative +85,96,53,96,Negative +86,86,81,98,Positive +87,86,122,103,Positive +88,86,103,100,Positive +89,92,104,102,Positive +90,98,44,103,Negative +91,87,104,100,Positive +92,91,67,96,Negative +93,99,64,99,Negative +94,97,57,102,Negative +95,96,114,104,Positive +96,96,63,105,Negative +97,97,70,102,Negative +98,92,126,100,Positive +99,99,53,99,Negative +100,90,90,105,Positive +101,92,120,100,Positive +102,97,65,96,Negative +103,100,85,97,Negative +104,98,52,100,Negative +105,88,73,100,Positive +106,100,129,100,Negative +107,97,80,98,Negative +108,85,57,100,Positive +109,85,111,100,Positive +110,92,86,101,Positive +111,96,98,104,Negative +112,87,129,98,Positive +113,92,111,96,Positive +114,95,121,101,Positive +115,85,50,101,Positive +116,88,119,95,Positive +117,97,63,103,Negative +118,97,95,95,Negative +119,100,55,97,Negative +120,100,109,103,Negative +121,97,109,99,Negative +122,99,56,105,Negative +123,100,81,105,Negative +124,94,81,101,Positive +125,100,63,97,Negative +126,97,125,98,Negative +127,99,47,100,Negative +128,98,65,99,Negative +129,100,47,99,Negative +130,86,114,101,Positive +131,96,113,98,Negative +132,98,45,95,Negative +133,88,123,105,Positive +134,86,76,102,Positive +135,96,82,103,Negative +136,89,107,100,Positive +137,95,108,96,Negative +138,91,69,104,Positive +139,94,53,98,Negative +140,90,41,102,Positive +141,95,55,97,Negative +142,88,93,104,Positive +143,95,116,103,Positive +144,100,94,104,Negative +145,93,72,104,Positive +146,85,82,98,Positive +147,86,80,101,Positive +148,86,44,100,Positive +149,97,68,98,Negative +150,91,45,100,Positive +151,86,112,101,Positive +152,100,60,105,Negative +153,99,129,104,Negative +154,91,98,102,Positive +155,92,126,97,Positive +156,100,46,99,Negative +157,91,124,102,Positive +158,93,122,96,Negative +159,90,100,96,Negative +160,91,63,97,Negative +161,94,94,105,Positive +162,98,106,101,Negative +163,93,97,101,Positive +164,90,119,104,Positive +165,92,40,105,Positive +166,89,51,105,Positive +167,87,48,95,Positive +168,88,129,103,Positive +169,94,56,96,Negative +170,99,121,101,Negative +171,88,119,101,Positive +172,92,124,100,Positive +173,100,99,102,Negative +174,92,125,98,Positive +175,85,124,105,Positive +176,91,60,100,Negative +177,88,69,95,Positive +178,90,123,97,Positive +179,89,74,99,Positive +180,87,40,103,Positive +181,86,106,105,Positive +182,95,67,96,Negative +183,89,91,97,Positive +184,95,79,97,Negative +185,87,42,95,Positive +186,86,115,96,Positive +187,97,116,95,Negative +188,87,112,103,Positive +189,89,45,95,Positive +190,97,113,100,Negative +191,96,121,101,Positive +192,86,48,101,Positive +193,92,60,95,Negative +194,96,80,105,Negative +195,92,87,102,Positive +196,91,91,96,Negative +197,90,108,104,Positive +198,96,124,96,Negative +199,90,47,100,Positive +200,97,120,104,Negative +201,93,79,100,Negative +202,97,111,104,Negative +203,99,102,104,Negative +204,96,59,98,Negative +205,88,65,102,Positive +206,94,61,97,Negative +207,94,118,103,Positive +208,95,51,96,Negative +209,97,66,100,Negative +210,89,123,99,Positive +211,87,113,97,Positive +212,93,104,102,Positive +213,96,121,101,Positive +214,98,71,100,Negative +215,91,76,101,Positive +216,85,67,103,Positive +217,100,94,100,Negative +218,92,80,97,Negative +219,92,72,104,Positive +220,100,47,97,Negative +221,100,58,99,Negative +222,97,129,97,Negative +223,90,113,95,Positive +224,97,96,103,Negative +225,88,45,99,Positive +226,91,50,96,Negative +227,99,118,103,Negative +228,91,124,105,Positive +229,92,64,100,Negative +230,97,102,98,Negative +231,92,57,95,Negative +232,97,113,102,Negative +233,85,96,95,Positive +234,100,105,98,Negative +235,85,124,96,Positive +236,98,66,101,Negative +237,91,116,100,Positive +238,88,47,105,Positive +239,98,127,100,Negative +240,85,121,96,Positive +241,97,68,103,Negative +242,91,127,98,Positive +243,100,125,98,Negative +244,88,125,97,Positive +245,92,100,104,Positive +246,96,91,98,Negative +247,88,74,103,Positive +248,91,56,99,Negative +249,97,69,100,Negative +250,93,41,98,Negative +251,95,72,96,Negative +252,95,100,96,Negative +253,96,99,97,Negative +254,89,66,102,Positive +255,98,64,103,Negative +256,91,43,96,Positive +257,85,95,99,Positive +258,91,75,100,Negative +259,93,123,102,Positive +260,100,111,98,Negative +261,91,90,95,Negative +262,91,57,101,Positive +263,98,44,100,Negative +264,92,124,95,Positive +265,100,103,102,Negative +266,93,73,96,Negative +267,92,111,104,Positive +268,91,89,105,Positive +269,95,83,105,Negative +270,88,84,103,Positive +271,87,76,99,Positive +272,93,121,105,Positive +273,87,96,105,Positive +274,100,59,95,Negative +275,95,76,99,Negative +276,86,82,103,Positive +277,94,42,105,Positive +278,89,101,97,Positive +279,99,45,100,Negative +280,96,111,105,Positive +281,94,106,101,Positive +282,94,107,96,Negative +283,99,120,99,Negative +284,86,108,99,Positive +285,94,98,101,Positive +286,99,99,103,Negative +287,89,118,96,Positive +288,90,87,95,Negative +289,94,80,100,Negative +290,86,68,103,Positive +291,93,55,104,Positive +292,92,108,99,Negative +293,94,59,98,Negative +294,100,123,97,Negative +295,88,129,99,Positive +296,95,75,99,Negative +297,92,118,105,Positive +298,87,57,103,Positive +299,92,69,104,Positive +300,95,67,101,Negative +301,98,110,100,Negative +302,96,48,96,Negative +303,86,69,105,Positive +304,99,57,104,Negative +305,90,64,102,Positive +306,89,53,97,Positive +307,88,108,98,Positive +308,90,49,104,Positive +309,97,90,96,Negative +310,95,67,105,Negative +311,93,71,98,Negative +312,99,105,102,Negative +313,85,72,105,Positive +314,87,62,100,Positive +315,98,53,97,Negative +316,98,74,103,Negative +317,97,96,102,Negative +318,98,121,101,Negative +319,86,106,101,Positive +320,98,122,102,Negative +321,97,112,95,Negative +322,97,89,105,Negative +323,92,106,96,Negative +324,91,103,99,Negative +325,86,51,105,Positive +326,90,103,105,Positive +327,98,84,98,Negative +328,86,119,104,Positive +329,87,66,98,Positive +330,97,123,96,Negative +331,91,101,97,Negative +332,95,60,100,Negative +333,98,89,105,Negative +334,97,129,101,Negative +335,94,104,104,Positive +336,89,90,102,Positive +337,92,42,97,Positive +338,98,77,95,Negative +339,89,101,101,Positive +340,98,51,98,Negative +341,94,49,100,Negative +342,95,76,99,Negative +343,96,61,103,Negative +344,90,122,97,Positive +345,100,114,105,Negative +346,98,70,100,Negative +347,88,104,100,Positive +348,93,41,96,Negative +349,94,119,95,Negative +350,86,110,102,Positive +351,96,60,98,Negative +352,86,98,103,Positive +353,85,48,95,Positive +354,92,116,100,Positive +355,91,104,102,Positive +356,92,90,97,Negative +357,96,108,101,Negative +358,99,52,101,Negative +359,94,75,104,Positive +360,91,128,98,Positive +361,87,111,96,Positive +362,90,106,99,Negative +363,91,99,97,Negative +364,93,85,103,Positive +365,85,41,95,Positive +366,91,86,102,Positive +367,99,130,96,Negative +368,95,121,96,Negative +369,89,64,102,Positive +370,85,128,105,Positive +371,100,69,97,Negative +372,85,71,101,Positive +373,91,94,98,Negative +374,92,110,103,Positive +375,90,49,98,Positive +376,93,85,98,Negative +377,85,73,104,Positive +378,91,56,96,Negative +379,98,85,102,Negative +380,94,55,98,Negative +381,92,96,101,Positive +382,94,62,100,Negative +383,97,44,105,Negative +384,100,71,100,Negative +385,90,59,102,Positive +386,94,105,104,Positive +387,88,115,103,Positive +388,95,121,99,Negative +389,92,101,102,Positive +390,96,73,105,Negative +391,90,66,95,Negative +392,87,80,100,Positive +393,85,113,105,Positive +394,96,80,97,Negative +395,99,129,99,Negative +396,88,54,95,Positive +397,99,79,105,Negative +398,93,50,96,Negative +399,94,116,103,Positive +400,98,40,95,Negative +401,95,59,97,Negative +402,85,71,99,Positive +403,89,104,99,Positive +404,95,95,101,Negative +405,99,50,100,Negative +406,95,65,103,Negative +407,91,126,102,Positive +408,89,58,105,Positive +409,88,123,104,Positive +410,96,51,101,Negative +411,98,111,104,Negative +412,97,93,102,Negative +413,91,105,99,Negative +414,89,85,102,Positive +415,96,66,95,Negative +416,92,99,102,Positive +417,85,96,102,Positive +418,98,80,97,Negative +419,98,127,104,Negative +420,90,109,105,Positive +421,99,114,105,Negative +422,97,118,103,Negative +423,91,94,103,Positive +424,86,82,100,Positive +425,96,80,105,Negative +426,100,100,95,Negative +427,85,83,102,Positive +428,96,74,102,Negative +429,93,56,98,Negative +430,85,126,101,Positive +431,85,76,99,Positive +432,86,46,97,Positive +433,90,102,101,Positive +434,94,47,104,Positive +435,89,107,103,Positive +436,94,73,95,Negative +437,95,90,98,Negative +438,99,70,100,Negative +439,93,129,100,Negative +440,92,118,96,Positive +441,100,129,102,Negative +442,87,89,105,Positive +443,93,68,96,Negative +444,89,105,104,Positive +445,93,40,100,Negative +446,92,48,100,Positive +447,91,90,101,Positive +448,89,122,101,Positive +449,92,77,97,Negative +450,85,50,100,Positive +451,94,49,103,Positive +452,92,62,96,Negative +453,88,105,105,Positive +454,91,83,98,Negative +455,89,85,101,Positive +456,97,112,98,Negative +457,98,64,104,Negative +458,88,118,101,Positive +459,90,76,96,Negative +460,95,71,103,Negative +461,86,96,99,Positive +462,93,123,101,Positive +463,100,53,104,Negative +464,97,111,98,Negative +465,91,51,95,Negative +466,88,48,95,Positive +467,90,67,99,Negative +468,94,61,103,Positive +469,94,41,96,Negative +470,86,127,100,Positive +471,98,99,96,Negative +472,90,66,104,Positive +473,89,59,96,Positive +474,89,43,105,Positive +475,92,40,98,Positive +476,87,97,96,Positive +477,94,116,96,Negative +478,99,117,96,Negative +479,98,68,96,Negative +480,100,79,96,Negative +481,91,100,101,Positive +482,95,65,99,Negative +483,91,113,103,Positive +484,99,130,96,Negative +485,94,85,102,Positive +486,100,83,100,Negative +487,93,85,97,Negative +488,91,53,96,Negative +489,89,47,97,Positive +490,99,58,96,Negative +491,98,55,97,Negative +492,90,114,99,Positive +493,97,79,96,Negative +494,93,79,100,Negative +495,86,100,95,Positive +496,91,129,99,Positive +497,99,68,99,Negative +498,91,77,102,Positive +499,88,88,105,Positive +500,100,71,103,Negative +501,96,75,102,Negative +502,99,85,100,Negative +503,95,81,97,Negative +504,88,51,97,Positive +505,94,79,97,Negative +506,87,84,95,Positive +507,98,115,103,Negative +508,96,89,99,Negative +509,92,95,102,Positive +510,100,67,98,Negative +511,87,63,104,Positive +512,85,80,99,Positive +513,91,51,103,Positive +514,92,129,95,Positive +515,92,54,98,Negative +516,89,60,105,Positive +517,88,94,101,Positive +518,93,60,104,Positive +519,99,51,102,Negative +520,100,76,97,Negative +521,92,117,98,Positive +522,85,120,99,Positive +523,88,128,99,Positive +524,99,121,97,Negative +525,100,73,104,Negative +526,96,119,103,Positive +527,97,129,100,Negative +528,97,112,95,Negative +529,91,66,96,Negative +530,96,68,103,Negative +531,99,68,95,Negative +532,91,108,102,Positive +533,98,106,102,Negative +534,92,67,103,Positive +535,95,95,105,Negative +536,94,71,95,Negative +537,92,60,98,Negative +538,92,52,99,Negative +539,100,116,102,Negative +540,92,57,101,Positive +541,89,109,100,Positive +542,90,54,101,Positive +543,90,87,105,Positive +544,96,64,103,Negative +545,87,128,96,Positive +546,99,93,100,Negative +547,86,122,105,Positive +548,92,57,97,Negative +549,97,127,95,Negative +550,98,125,102,Negative +551,88,70,104,Positive +552,85,76,100,Positive +553,85,128,101,Positive +554,95,58,97,Negative +555,96,81,105,Negative +556,87,49,98,Positive +557,87,67,99,Positive +558,94,44,100,Negative +559,90,73,96,Negative +560,97,118,96,Negative +561,98,130,101,Negative +562,94,52,98,Negative +563,92,53,101,Positive +564,97,84,100,Negative +565,95,129,102,Positive +566,96,103,104,Negative +567,93,74,98,Negative +568,87,91,99,Positive +569,100,56,96,Negative +570,91,115,98,Positive +571,98,60,96,Negative +572,94,89,98,Negative +573,86,75,102,Positive +574,87,53,95,Positive +575,97,56,98,Negative +576,94,68,96,Negative +577,97,122,95,Negative +578,99,45,101,Negative +579,94,56,95,Negative +580,92,112,103,Positive +581,98,66,97,Negative +582,92,113,103,Positive +583,88,71,104,Positive +584,95,41,100,Negative +585,90,87,95,Negative +586,93,113,97,Negative +587,99,77,100,Negative +588,93,92,103,Positive +589,87,48,99,Positive +590,85,67,105,Positive +591,85,44,99,Positive +592,96,95,95,Negative +593,93,76,96,Negative +594,89,120,105,Positive +595,93,48,104,Positive +596,94,77,97,Negative +597,96,77,96,Negative +598,93,121,104,Positive +599,95,100,98,Negative +600,92,120,103,Positive +601,87,99,101,Positive +602,92,40,95,Positive +603,98,53,99,Negative +604,95,45,95,Negative +605,86,117,104,Positive +606,93,100,102,Positive +607,99,65,104,Negative +608,89,55,99,Positive +609,100,70,101,Negative +610,89,76,96,Positive +611,94,123,95,Negative +612,90,52,98,Negative +613,98,87,100,Negative +614,98,85,97,Negative +615,99,107,103,Negative +616,86,90,104,Positive +617,96,113,100,Negative +618,86,68,98,Positive +619,100,107,102,Negative +620,90,100,103,Positive +621,93,104,100,Negative +622,90,49,99,Positive +623,91,113,104,Positive +624,91,120,102,Positive +625,92,123,96,Positive +626,93,74,103,Positive +627,93,54,101,Positive +628,86,71,105,Positive +629,97,107,105,Negative +630,94,128,100,Negative +631,95,125,95,Negative +632,97,55,105,Negative +633,94,95,105,Positive +634,85,65,96,Positive +635,92,113,104,Positive +636,100,83,100,Negative +637,99,87,100,Negative +638,87,42,103,Positive +639,96,109,99,Negative +640,99,114,104,Negative +641,99,130,99,Negative +642,88,121,99,Positive +643,94,103,100,Negative +644,94,99,102,Positive +645,99,88,97,Negative +646,88,112,101,Positive +647,99,109,96,Negative +648,93,92,97,Negative +649,94,83,97,Negative +650,87,45,98,Positive +651,99,40,98,Negative +652,97,129,105,Negative +653,100,104,102,Negative +654,91,113,104,Positive +655,92,122,98,Positive +656,92,82,97,Negative +657,87,51,103,Positive +658,86,44,103,Positive +659,85,108,102,Positive +660,92,114,95,Positive +661,96,70,95,Negative +662,94,127,101,Positive +663,92,77,97,Negative +664,85,117,101,Positive +665,88,97,98,Positive +666,85,72,101,Positive +667,94,83,98,Negative +668,98,56,98,Negative +669,99,64,101,Negative +670,97,53,105,Negative +671,94,83,102,Positive +672,95,71,100,Negative +673,85,52,99,Positive +674,91,75,99,Negative +675,95,114,105,Positive +676,90,49,105,Positive +677,97,81,105,Negative +678,87,86,104,Positive +679,89,57,96,Positive +680,92,69,105,Positive +681,98,82,101,Negative +682,87,77,100,Positive +683,94,61,101,Positive +684,97,102,96,Negative +685,97,97,104,Negative +686,86,85,95,Positive +687,96,58,96,Negative +688,89,80,102,Positive +689,99,64,95,Negative +690,90,70,98,Negative +691,87,94,104,Positive +692,94,126,104,Positive +693,88,90,97,Positive +694,92,45,102,Positive +695,95,43,105,Positive +696,85,51,102,Positive +697,94,58,98,Negative +698,99,124,104,Negative +699,99,91,102,Negative +700,86,103,103,Positive +701,100,55,102,Negative +702,90,109,103,Positive +703,98,42,101,Negative +704,90,130,101,Positive +705,93,54,100,Negative +706,85,128,98,Positive +707,90,101,102,Positive +708,100,112,97,Negative +709,91,75,102,Positive +710,90,121,104,Positive +711,97,112,102,Negative +712,91,93,98,Negative +713,95,95,96,Negative +714,92,122,103,Positive +715,88,54,98,Positive +716,95,92,98,Negative +717,98,89,103,Negative +718,98,40,100,Negative +719,86,112,101,Positive +720,95,86,104,Negative +721,100,67,97,Negative +722,96,88,96,Negative +723,97,45,96,Negative +724,90,114,97,Positive +725,88,103,98,Positive +726,94,91,101,Positive +727,90,128,101,Positive +728,91,83,101,Positive +729,97,109,105,Negative +730,99,112,103,Negative +731,97,53,99,Negative +732,96,129,97,Negative +733,96,59,101,Negative +734,90,108,95,Negative +735,94,51,99,Negative +736,85,78,101,Positive +737,92,105,101,Positive +738,95,110,100,Negative +739,91,75,99,Negative +740,87,116,95,Positive +741,90,71,98,Negative +742,90,110,100,Negative +743,86,56,98,Positive +744,92,63,100,Negative +745,100,78,105,Negative +746,87,87,97,Positive +747,97,64,98,Negative +748,96,53,101,Negative +749,90,58,101,Positive +750,96,50,105,Negative +751,95,54,99,Negative +752,97,124,101,Negative +753,99,119,103,Negative +754,85,124,98,Positive +755,94,119,102,Positive +756,98,87,100,Negative +757,92,83,96,Negative +758,95,74,99,Negative +759,100,89,105,Negative +760,87,77,98,Positive +761,96,61,99,Negative +762,89,89,103,Positive +763,97,79,100,Negative +764,97,101,105,Negative +765,90,127,105,Positive +766,85,85,104,Positive +767,93,76,103,Positive +768,86,128,102,Positive +769,87,124,103,Positive +770,92,59,104,Positive +771,99,110,100,Negative +772,96,59,104,Negative +773,86,116,101,Positive +774,87,123,96,Positive +775,99,83,98,Negative +776,98,119,100,Negative +777,96,81,103,Negative +778,85,89,99,Positive +779,94,42,105,Positive +780,95,106,96,Negative +781,93,77,101,Positive +782,98,125,105,Negative +783,94,127,95,Negative +784,88,113,104,Positive +785,89,40,95,Positive +786,89,42,105,Positive +787,88,77,96,Positive +788,87,78,99,Positive +789,88,63,105,Positive +790,96,48,98,Negative +791,93,125,99,Negative +792,85,101,98,Positive +793,99,90,104,Negative +794,98,63,101,Negative +795,95,90,96,Negative +796,87,121,98,Positive +797,87,117,105,Positive +798,88,55,97,Positive +799,95,99,101,Negative +800,85,44,105,Positive +801,97,85,101,Negative +802,86,75,98,Positive +803,94,125,99,Negative +804,99,63,97,Negative +805,94,92,101,Positive +806,92,114,99,Positive +807,95,71,98,Negative +808,98,94,96,Negative +809,86,121,102,Positive +810,90,108,97,Negative +811,95,84,101,Negative +812,99,46,99,Negative +813,95,102,97,Negative +814,96,68,99,Negative +815,100,52,96,Negative +816,98,80,101,Negative +817,86,87,95,Positive +818,96,71,98,Negative +819,92,57,96,Negative +820,100,119,97,Negative +821,99,70,95,Negative +822,95,84,103,Negative +823,91,75,96,Negative +824,91,45,98,Positive +825,94,58,105,Positive +826,94,123,95,Negative +827,100,70,99,Negative +828,87,101,95,Positive +829,96,104,95,Negative +830,97,119,98,Negative +831,98,50,96,Negative +832,95,118,95,Negative +833,100,45,100,Negative +834,96,56,100,Negative +835,85,59,98,Positive +836,88,130,97,Positive +837,98,47,96,Negative +838,89,64,95,Positive +839,97,119,105,Negative +840,97,85,104,Negative +841,89,52,104,Positive +842,90,79,102,Positive +843,96,123,95,Negative +844,100,65,104,Negative +845,94,46,98,Negative +846,91,68,105,Positive +847,99,73,96,Negative +848,91,118,105,Positive +849,88,82,102,Positive +850,85,109,102,Positive +851,100,125,96,Negative +852,94,108,99,Negative +853,94,76,102,Positive +854,92,119,95,Positive +855,92,45,102,Positive +856,96,113,98,Negative +857,99,46,105,Negative +858,86,128,103,Positive +859,94,104,99,Negative +860,100,49,96,Negative +861,95,109,95,Negative +862,90,45,97,Positive +863,85,66,104,Positive +864,97,124,97,Negative +865,96,72,95,Negative +866,92,121,100,Positive +867,86,114,99,Positive +868,96,110,97,Negative +869,92,55,105,Positive +870,100,71,97,Negative +871,92,71,100,Negative +872,92,71,97,Negative +873,100,50,95,Negative +874,87,111,99,Positive +875,94,46,95,Negative +876,89,57,100,Positive +877,99,108,104,Negative +878,97,51,104,Negative +879,87,118,96,Positive +880,86,65,95,Positive +881,94,89,101,Positive +882,96,51,99,Negative +883,87,75,97,Positive +884,98,77,95,Negative +885,88,92,101,Positive +886,96,40,105,Positive +887,94,61,102,Positive +888,91,84,96,Negative +889,98,44,101,Negative +890,88,95,96,Positive +891,98,98,104,Negative +892,87,109,103,Positive +893,92,112,100,Positive +894,95,80,96,Negative +895,91,129,101,Positive +896,85,90,99,Positive +897,87,72,103,Positive +898,88,85,95,Positive +899,91,117,96,Positive +900,96,100,99,Negative +901,94,67,103,Positive +902,93,104,100,Negative +903,98,64,104,Negative +904,99,102,100,Negative +905,99,122,100,Negative +906,90,128,103,Positive +907,87,40,97,Positive +908,85,82,100,Positive +909,97,128,95,Negative +910,88,68,97,Positive +911,94,50,102,Positive +912,88,115,104,Positive +913,91,75,104,Positive +914,87,106,95,Positive +915,85,85,98,Positive +916,100,94,103,Negative +917,85,121,96,Positive +918,86,67,97,Positive +919,89,115,105,Positive +920,98,125,100,Negative +921,89,88,104,Positive +922,96,94,98,Negative +923,99,113,97,Negative +924,92,90,95,Negative +925,98,111,100,Negative +926,86,70,100,Positive +927,91,130,105,Positive +928,85,118,99,Positive +929,94,104,97,Negative +930,86,44,99,Positive +931,92,93,99,Negative +932,88,82,99,Positive +933,99,74,100,Negative +934,97,70,103,Negative +935,92,95,105,Positive +936,88,60,100,Positive +937,88,119,95,Positive +938,93,104,99,Negative +939,100,47,97,Negative +940,85,120,100,Positive +941,97,42,104,Negative +942,87,63,96,Positive +943,85,54,103,Positive +944,92,112,95,Positive +945,96,112,101,Positive +946,94,91,98,Negative +947,94,47,100,Negative +948,93,110,99,Negative +949,90,57,102,Positive +950,100,41,99,Negative +951,93,50,99,Negative +952,88,77,97,Positive +953,92,99,98,Negative +954,97,40,100,Negative +955,93,104,104,Positive +956,87,78,101,Positive +957,99,97,102,Negative +958,85,126,95,Positive +959,86,79,95,Positive +960,99,66,96,Negative +961,94,110,97,Negative +962,98,43,95,Negative +963,87,96,102,Positive +964,85,59,95,Positive +965,88,113,98,Positive +966,93,124,99,Negative +967,94,43,95,Negative +968,92,121,103,Positive +969,95,77,104,Negative +970,91,83,98,Negative +971,95,59,99,Negative +972,85,90,101,Positive +973,99,42,99,Negative +974,94,95,96,Negative +975,87,116,100,Positive +976,93,80,101,Positive +977,93,125,104,Positive +978,94,63,97,Negative +979,98,125,103,Negative +980,98,126,97,Negative +981,90,50,97,Negative +982,92,75,95,Negative +983,98,119,102,Negative +984,100,97,105,Negative +985,96,110,103,Negative +986,90,115,102,Positive +987,95,75,101,Negative +988,86,44,101,Positive +989,95,79,103,Negative +990,98,52,97,Negative +991,86,99,97,Positive +992,90,123,100,Positive +993,93,59,102,Positive +994,98,122,104,Negative +995,85,46,102,Positive +996,99,63,103,Negative +997,87,78,99,Positive +998,88,108,103,Positive +999,91,128,97,Positive +1000,95,129,101,Positive +1001,97,54,104,Negative +1002,88,68,105,Positive +1003,93,55,97,Negative +1004,88,63,97,Positive +1005,95,71,101,Negative +1006,86,41,104,Positive +1007,86,120,99,Positive +1008,98,75,105,Negative +1009,90,94,104,Positive +1010,93,59,98,Negative +1011,89,102,96,Positive +1012,94,84,103,Positive +1013,86,66,96,Positive +1014,90,63,99,Negative +1015,90,102,105,Positive +1016,85,67,96,Positive +1017,98,51,100,Negative +1018,100,77,104,Negative +1019,97,42,103,Negative +1020,88,81,99,Positive +1021,88,76,97,Positive +1022,90,88,104,Positive +1023,88,110,105,Positive +1024,89,96,104,Positive +1025,88,117,95,Positive +1026,99,83,99,Negative +1027,100,115,102,Negative +1028,87,130,100,Positive +1029,94,124,95,Negative +1030,98,59,96,Negative +1031,97,69,97,Negative +1032,86,49,104,Positive +1033,97,88,96,Negative +1034,92,40,100,Positive +1035,88,115,104,Positive +1036,86,49,104,Positive +1037,99,99,105,Negative +1038,95,100,101,Negative +1039,99,74,98,Negative +1040,87,66,105,Positive +1041,100,53,100,Negative +1042,98,94,104,Negative +1043,86,69,99,Positive +1044,96,42,96,Negative +1045,88,85,105,Positive +1046,92,56,103,Positive +1047,100,89,105,Negative +1048,99,116,104,Negative +1049,93,40,98,Negative +1050,99,49,99,Negative +1051,94,63,101,Positive +1052,93,89,100,Negative +1053,91,120,95,Positive +1054,86,88,95,Positive +1055,92,90,101,Positive +1056,94,63,99,Negative +1057,94,122,104,Positive +1058,90,55,96,Negative +1059,88,63,102,Positive +1060,96,78,105,Negative +1061,93,130,98,Negative +1062,90,80,99,Negative +1063,88,103,103,Positive +1064,90,112,104,Positive +1065,86,114,104,Positive +1066,98,64,98,Negative +1067,85,60,98,Positive +1068,93,78,98,Negative +1069,92,81,105,Positive +1070,94,66,98,Negative +1071,87,47,103,Positive +1072,88,54,105,Positive +1073,100,54,102,Negative +1074,90,127,99,Positive +1075,85,60,104,Positive +1076,98,84,101,Negative +1077,96,119,96,Negative +1078,88,117,103,Positive +1079,85,73,105,Positive +1080,91,116,104,Positive +1081,97,76,97,Negative +1082,100,72,97,Negative +1083,95,127,102,Positive +1084,97,88,96,Negative +1085,85,94,100,Positive +1086,87,63,105,Positive +1087,91,106,97,Negative +1088,99,116,97,Negative +1089,87,42,98,Positive +1090,97,122,105,Negative +1091,88,89,105,Positive +1092,85,119,105,Positive +1093,100,129,95,Negative +1094,93,103,100,Negative +1095,100,96,97,Negative +1096,91,45,96,Positive +1097,100,89,101,Negative +1098,96,45,99,Negative +1099,100,122,97,Negative +1100,99,70,100,Negative +1101,92,83,104,Positive +1102,88,54,99,Positive +1103,100,103,105,Negative +1104,94,102,103,Positive +1105,91,116,97,Positive +1106,86,124,95,Positive +1107,87,107,100,Positive +1108,90,94,105,Positive +1109,92,94,97,Negative +1110,92,64,98,Negative +1111,94,64,99,Negative +1112,91,50,96,Negative +1113,90,98,96,Negative +1114,100,42,97,Negative +1115,99,63,98,Negative +1116,100,43,103,Negative +1117,98,79,103,Negative +1118,95,105,105,Negative +1119,91,72,104,Positive +1120,87,49,95,Positive +1121,90,61,104,Positive +1122,97,42,95,Negative +1123,89,103,104,Positive +1124,93,120,98,Negative +1125,93,66,96,Negative +1126,95,123,102,Positive +1127,85,88,104,Positive +1128,99,68,105,Negative +1129,85,128,96,Positive +1130,89,106,104,Positive +1131,99,59,101,Negative +1132,97,80,103,Negative +1133,92,69,99,Negative +1134,93,73,100,Negative +1135,93,109,103,Positive +1136,95,70,101,Negative +1137,94,90,100,Negative +1138,91,100,95,Negative +1139,98,58,100,Negative +1140,100,64,103,Negative +1141,88,111,105,Positive +1142,91,74,101,Positive +1143,85,72,99,Positive +1144,85,66,97,Positive +1145,96,80,104,Negative +1146,89,117,102,Positive +1147,95,81,95,Negative +1148,98,127,103,Negative +1149,89,115,103,Positive +1150,88,60,99,Positive +1151,87,71,99,Positive +1152,99,96,95,Negative +1153,91,120,97,Positive +1154,93,60,102,Positive +1155,99,100,103,Negative +1156,97,107,97,Negative +1157,92,101,95,Negative +1158,90,66,100,Negative +1159,97,90,96,Negative +1160,94,62,101,Positive +1161,88,101,99,Positive +1162,90,50,105,Positive +1163,93,125,105,Positive +1164,89,109,100,Positive +1165,100,88,102,Negative +1166,100,79,97,Negative +1167,90,85,96,Negative +1168,93,110,103,Positive +1169,86,112,97,Positive +1170,95,121,99,Negative +1171,92,92,99,Negative +1172,95,64,96,Negative +1173,98,77,100,Negative +1174,86,90,101,Positive +1175,85,60,105,Positive +1176,91,44,102,Positive +1177,99,61,100,Negative +1178,88,48,99,Positive +1179,94,87,101,Positive +1180,89,119,103,Positive +1181,85,69,101,Positive +1182,87,129,104,Positive +1183,90,72,105,Positive +1184,88,105,104,Positive +1185,89,54,103,Positive +1186,92,56,99,Negative +1187,99,118,101,Negative +1188,94,116,105,Positive +1189,96,64,100,Negative +1190,90,127,105,Positive +1191,86,87,99,Positive +1192,92,60,98,Negative +1193,88,47,95,Positive +1194,96,109,101,Negative +1195,88,111,100,Positive +1196,94,80,104,Positive +1197,88,114,95,Positive +1198,95,45,97,Negative +1199,100,64,105,Negative +1200,85,40,100,Positive +1201,96,74,102,Negative +1202,93,108,98,Negative +1203,88,60,104,Positive +1204,87,62,100,Positive +1205,99,71,100,Negative +1206,97,90,99,Negative +1207,89,43,98,Positive +1208,99,63,105,Negative +1209,99,58,96,Negative +1210,94,66,95,Negative +1211,87,46,100,Positive +1212,96,103,103,Negative +1213,91,123,105,Positive +1214,98,79,103,Negative +1215,87,55,95,Positive +1216,90,115,102,Positive +1217,98,45,95,Negative +1218,90,80,104,Positive +1219,91,89,100,Negative +1220,94,65,98,Negative +1221,87,114,102,Positive +1222,86,68,97,Positive +1223,85,72,99,Positive +1224,91,50,102,Positive +1225,89,100,104,Positive +1226,96,90,100,Negative +1227,89,107,95,Positive +1228,94,105,99,Negative +1229,91,41,103,Positive +1230,96,80,100,Negative +1231,98,43,96,Negative +1232,94,103,97,Negative +1233,91,91,96,Negative +1234,98,77,103,Negative +1235,86,49,99,Positive +1236,92,83,103,Positive +1237,89,40,101,Positive +1238,95,93,103,Negative +1239,87,116,98,Positive +1240,91,130,97,Positive +1241,93,109,104,Positive +1242,99,79,102,Negative +1243,88,101,97,Positive +1244,95,64,95,Negative +1245,86,115,103,Positive +1246,99,60,99,Negative +1247,100,66,97,Negative +1248,99,121,103,Negative +1249,98,108,95,Negative +1250,91,74,97,Negative +1251,97,125,104,Negative +1252,92,59,101,Positive +1253,97,62,98,Negative +1254,91,48,105,Positive +1255,100,48,103,Negative +1256,99,46,104,Negative +1257,97,122,104,Negative +1258,87,50,98,Positive +1259,94,120,105,Positive +1260,99,55,101,Negative +1261,100,100,104,Negative +1262,92,122,98,Positive +1263,94,129,96,Negative +1264,95,112,100,Negative +1265,95,46,95,Negative +1266,99,124,95,Negative +1267,96,93,95,Negative +1268,92,85,99,Negative +1269,96,50,104,Negative +1270,96,126,95,Negative +1271,86,56,103,Positive +1272,94,63,95,Negative +1273,85,50,95,Positive +1274,95,44,101,Positive +1275,90,44,102,Positive +1276,94,98,100,Negative +1277,99,46,105,Negative +1278,86,61,102,Positive +1279,93,43,96,Negative +1280,85,56,95,Positive +1281,94,46,102,Positive +1282,89,84,99,Positive +1283,97,79,104,Negative +1284,94,47,97,Negative +1285,88,111,105,Positive +1286,91,109,98,Negative +1287,86,112,104,Positive +1288,93,80,102,Positive +1289,88,41,105,Positive +1290,92,110,104,Positive +1291,93,97,97,Negative +1292,93,63,105,Positive +1293,88,106,103,Positive +1294,86,76,100,Positive +1295,92,54,97,Negative +1296,85,128,104,Positive +1297,93,129,97,Negative +1298,100,95,97,Negative +1299,97,70,95,Negative +1300,91,59,97,Negative +1301,92,127,97,Positive +1302,94,103,97,Negative +1303,100,81,104,Negative +1304,99,58,100,Negative +1305,93,83,105,Positive +1306,92,117,99,Positive +1307,85,78,95,Positive +1308,87,129,102,Positive +1309,94,130,102,Positive +1310,86,91,102,Positive +1311,96,56,104,Negative +1312,92,80,97,Negative +1313,90,115,96,Positive +1314,87,69,102,Positive +1315,94,99,96,Negative +1316,97,85,105,Negative +1317,92,121,96,Positive +1318,100,60,103,Negative +1319,93,55,100,Negative +1320,86,68,100,Positive +1321,86,117,103,Positive +1322,97,83,105,Negative +1323,97,61,95,Negative +1324,87,68,98,Positive +1325,89,98,104,Positive +1326,91,64,95,Negative +1327,86,99,98,Positive +1328,92,90,98,Negative +1329,91,113,99,Positive +1330,88,79,97,Positive +1331,89,76,104,Positive +1332,87,45,103,Positive +1333,96,105,96,Negative +1334,99,113,98,Negative +1335,92,123,103,Positive +1336,90,120,102,Positive +1337,87,66,104,Positive +1338,99,58,105,Negative +1339,95,104,104,Negative +1340,87,65,97,Positive +1341,93,77,103,Positive +1342,94,103,100,Negative +1343,85,120,100,Positive +1344,90,47,105,Positive +1345,90,130,96,Positive +1346,90,40,105,Positive +1347,85,43,97,Positive +1348,96,91,104,Negative +1349,100,89,105,Negative +1350,95,103,101,Negative +1351,97,75,98,Negative +1352,85,101,104,Positive +1353,90,128,103,Positive +1354,97,70,99,Negative +1355,97,126,99,Negative +1356,99,96,95,Negative +1357,94,124,102,Positive +1358,97,43,103,Negative +1359,94,128,105,Positive +1360,87,110,104,Positive +1361,100,108,104,Negative +1362,96,65,101,Negative +1363,92,49,98,Positive +1364,89,128,99,Positive +1365,87,117,103,Positive +1366,95,50,105,Negative +1367,93,118,100,Negative +1368,98,128,97,Negative +1369,97,90,101,Negative +1370,96,54,96,Negative +1371,93,126,95,Negative +1372,95,86,103,Negative +1373,93,124,102,Positive +1374,97,124,95,Negative +1375,87,53,100,Positive +1376,93,48,96,Negative +1377,85,95,98,Positive +1378,85,128,95,Positive +1379,93,53,98,Negative +1380,91,74,101,Positive +1381,88,54,100,Positive +1382,99,92,102,Negative +1383,96,99,101,Negative +1384,88,80,97,Positive +1385,86,97,96,Positive +1386,86,41,101,Positive +1387,95,119,99,Negative +1388,98,69,105,Negative +1389,90,98,97,Negative +1390,88,72,105,Positive +1391,99,129,98,Negative +1392,98,99,98,Negative +1393,93,72,98,Negative +1394,94,66,97,Negative +1395,88,87,102,Positive +1396,100,129,100,Negative +1397,91,66,95,Negative +1398,94,77,101,Positive +1399,91,121,96,Positive +1400,85,88,104,Positive +1401,97,89,95,Negative +1402,94,88,103,Positive +1403,96,83,95,Negative +1404,93,108,101,Positive +1405,88,70,102,Positive +1406,97,120,105,Negative +1407,94,76,99,Negative +1408,99,123,98,Negative +1409,85,101,101,Positive +1410,88,82,101,Positive +1411,89,85,95,Positive +1412,86,81,95,Positive +1413,87,107,100,Positive +1414,94,124,95,Negative +1415,95,61,98,Negative +1416,90,125,103,Positive +1417,89,73,101,Positive +1418,97,92,102,Negative +1419,97,81,97,Negative +1420,95,97,97,Negative +1421,91,87,98,Negative +1422,95,55,105,Negative +1423,99,47,99,Negative +1424,99,50,102,Negative +1425,94,78,96,Negative +1426,88,66,104,Positive +1427,86,99,103,Positive +1428,85,86,103,Positive +1429,95,126,103,Positive +1430,98,53,102,Negative +1431,86,114,102,Positive +1432,100,44,99,Negative +1433,95,112,97,Negative +1434,97,59,100,Negative +1435,87,80,98,Positive +1436,85,61,102,Positive +1437,87,93,98,Positive +1438,99,51,95,Negative +1439,96,66,101,Negative +1440,96,68,98,Negative +1441,97,57,105,Negative +1442,85,83,97,Positive +1443,98,85,95,Negative +1444,94,72,100,Negative +1445,90,102,98,Negative +1446,93,71,97,Negative +1447,89,117,105,Positive +1448,95,114,101,Positive +1449,89,118,95,Positive +1450,89,95,104,Positive +1451,89,49,99,Positive +1452,98,114,95,Negative +1453,92,91,101,Positive +1454,94,53,101,Positive +1455,90,97,101,Positive +1456,86,65,95,Positive +1457,99,54,103,Negative +1458,86,56,103,Positive +1459,93,109,96,Negative +1460,92,107,102,Positive +1461,90,71,105,Positive +1462,98,46,105,Negative +1463,95,41,97,Negative +1464,86,127,101,Positive +1465,88,82,97,Positive +1466,96,81,96,Negative +1467,95,54,96,Negative +1468,88,59,95,Positive +1469,88,120,102,Positive +1470,91,123,100,Positive +1471,98,56,104,Negative +1472,96,68,96,Negative +1473,97,104,105,Negative +1474,89,93,96,Positive +1475,94,103,99,Negative +1476,85,107,96,Positive +1477,86,126,95,Positive +1478,100,80,101,Negative +1479,99,85,103,Negative +1480,90,120,103,Positive +1481,90,55,105,Positive +1482,93,72,100,Negative +1483,98,114,104,Negative +1484,87,127,101,Positive +1485,87,110,105,Positive +1486,91,85,101,Positive +1487,88,105,96,Positive +1488,99,127,95,Negative +1489,88,97,104,Positive +1490,99,107,98,Negative +1491,88,109,104,Positive +1492,87,102,104,Positive +1493,87,102,104,Positive +1494,99,124,96,Negative +1495,88,43,98,Positive +1496,87,62,104,Positive +1497,92,115,101,Positive +1498,99,126,95,Negative +1499,86,112,96,Positive +1500,88,91,100,Positive +1501,87,84,99,Positive +1502,95,89,101,Negative +1503,90,55,99,Negative +1504,100,103,95,Negative +1505,100,56,102,Negative +1506,97,102,98,Negative +1507,86,82,101,Positive +1508,97,120,99,Negative +1509,88,70,104,Positive +1510,98,54,103,Negative +1511,90,94,96,Negative +1512,93,51,101,Positive +1513,97,71,101,Negative +1514,97,68,95,Negative +1515,85,42,100,Positive +1516,86,122,96,Positive +1517,99,119,100,Negative +1518,87,87,100,Positive +1519,90,89,103,Positive +1520,87,94,101,Positive +1521,86,63,104,Positive +1522,97,113,100,Negative +1523,92,96,96,Negative +1524,98,117,98,Negative +1525,95,83,96,Negative +1526,91,56,105,Positive +1527,95,58,97,Negative +1528,86,66,102,Positive +1529,91,124,96,Positive +1530,96,124,100,Negative +1531,99,100,95,Negative +1532,91,54,102,Positive +1533,94,41,101,Positive +1534,94,61,102,Positive +1535,93,60,95,Negative +1536,99,123,104,Negative +1537,88,81,105,Positive +1538,85,65,101,Positive +1539,100,56,98,Negative +1540,88,52,100,Positive +1541,93,90,103,Positive +1542,91,88,95,Negative +1543,89,118,97,Positive +1544,95,74,104,Negative +1545,85,114,95,Positive +1546,96,128,99,Negative +1547,94,130,101,Positive +1548,94,66,97,Negative +1549,86,125,104,Positive +1550,92,48,95,Positive +1551,89,124,105,Positive +1552,91,58,105,Positive +1553,93,114,97,Negative +1554,96,123,104,Positive +1555,95,113,105,Positive +1556,87,123,103,Positive +1557,86,115,104,Positive +1558,87,53,98,Positive +1559,98,54,102,Negative +1560,94,107,102,Positive +1561,92,50,101,Positive +1562,85,126,95,Positive +1563,97,68,101,Negative +1564,96,89,105,Negative +1565,93,50,99,Negative +1566,100,117,96,Negative +1567,97,94,101,Negative +1568,93,113,103,Positive +1569,85,81,96,Positive +1570,95,78,105,Negative +1571,89,86,104,Positive +1572,98,55,96,Negative +1573,89,114,103,Positive +1574,85,56,100,Positive +1575,88,73,99,Positive +1576,88,99,96,Positive +1577,97,50,103,Negative +1578,96,80,96,Negative +1579,100,122,99,Negative +1580,93,95,96,Negative +1581,99,90,103,Negative +1582,89,74,97,Positive +1583,99,89,97,Negative +1584,96,111,99,Negative +1585,87,104,99,Positive +1586,93,43,101,Positive +1587,94,113,104,Positive +1588,94,99,97,Negative +1589,90,55,97,Negative +1590,100,44,95,Negative +1591,97,72,96,Negative +1592,92,86,104,Positive +1593,99,41,98,Negative +1594,90,66,101,Positive +1595,98,118,98,Negative +1596,97,95,103,Negative +1597,87,54,99,Positive +1598,86,80,96,Positive +1599,85,111,103,Positive +1600,94,117,95,Negative +1601,93,84,97,Negative +1602,92,54,96,Negative +1603,93,106,96,Negative +1604,85,40,101,Positive +1605,94,81,103,Positive +1606,99,89,105,Negative +1607,99,101,98,Negative +1608,93,40,95,Negative +1609,88,57,96,Positive +1610,95,92,95,Negative +1611,95,95,98,Negative +1612,93,56,104,Positive +1613,99,55,102,Negative +1614,92,105,104,Positive +1615,96,129,98,Negative +1616,95,77,97,Negative +1617,95,112,100,Negative +1618,99,64,100,Negative +1619,98,126,98,Negative +1620,92,42,96,Positive +1621,93,84,101,Positive +1622,93,81,97,Negative +1623,93,94,96,Negative +1624,92,98,97,Negative +1625,86,91,99,Positive +1626,97,44,98,Negative +1627,99,102,104,Negative +1628,96,74,102,Negative +1629,87,58,104,Positive +1630,98,111,104,Negative +1631,100,63,97,Negative +1632,87,77,100,Positive +1633,89,70,99,Positive +1634,93,115,105,Positive +1635,88,45,103,Positive +1636,93,94,104,Positive +1637,87,53,102,Positive +1638,99,100,97,Negative +1639,99,94,100,Negative +1640,91,129,99,Positive +1641,96,123,100,Negative +1642,87,53,105,Positive +1643,86,128,97,Positive +1644,89,124,97,Positive +1645,91,72,102,Positive +1646,95,86,102,Negative +1647,98,94,103,Negative +1648,93,129,101,Positive +1649,92,124,100,Positive +1650,87,100,105,Positive +1651,97,75,104,Negative +1652,97,57,105,Negative +1653,93,43,97,Negative +1654,85,117,102,Positive +1655,98,118,102,Negative +1656,99,55,105,Negative +1657,90,113,97,Positive +1658,85,129,100,Positive +1659,92,101,102,Positive +1660,98,65,101,Negative +1661,100,114,102,Negative +1662,93,109,95,Negative +1663,89,119,98,Positive +1664,86,128,97,Positive +1665,96,56,100,Negative +1666,100,129,101,Negative +1667,89,110,98,Positive +1668,100,99,95,Negative +1669,92,123,98,Positive +1670,88,113,105,Positive +1671,87,99,101,Positive +1672,90,87,98,Negative +1673,91,93,98,Negative +1674,85,53,98,Positive +1675,85,52,102,Positive +1676,93,63,104,Positive +1677,92,56,95,Negative +1678,96,60,97,Negative +1679,87,42,105,Positive +1680,100,68,100,Negative +1681,99,129,99,Negative +1682,89,66,104,Positive +1683,91,74,99,Negative +1684,92,50,96,Negative +1685,88,124,99,Positive +1686,91,44,96,Positive +1687,93,87,98,Negative +1688,89,91,95,Positive +1689,96,118,96,Negative +1690,88,48,98,Positive +1691,96,77,98,Negative +1692,85,103,101,Positive +1693,100,125,96,Negative +1694,86,45,98,Positive +1695,99,68,102,Negative +1696,87,99,97,Positive +1697,96,62,105,Negative +1698,90,95,95,Negative +1699,96,60,98,Negative +1700,97,101,103,Negative +1701,98,113,99,Negative +1702,87,58,98,Positive +1703,90,96,95,Negative +1704,96,61,100,Negative +1705,91,128,98,Positive +1706,85,90,97,Positive +1707,94,95,95,Negative +1708,99,128,104,Negative +1709,87,124,101,Positive +1710,95,109,95,Negative +1711,95,119,105,Positive +1712,92,86,95,Negative +1713,97,120,100,Negative +1714,98,63,99,Negative +1715,89,108,103,Positive +1716,94,94,99,Negative +1717,99,73,101,Negative +1718,90,69,99,Negative +1719,93,130,105,Positive +1720,95,60,95,Negative +1721,88,74,95,Positive +1722,97,95,105,Negative +1723,87,92,101,Positive +1724,85,71,96,Positive +1725,87,102,97,Positive +1726,92,85,104,Positive +1727,99,57,95,Negative +1728,100,92,105,Negative +1729,96,63,104,Negative +1730,91,116,98,Positive +1731,95,74,102,Negative +1732,95,127,99,Negative +1733,90,65,100,Negative +1734,98,92,102,Negative +1735,87,99,103,Positive +1736,99,80,96,Negative +1737,94,119,103,Positive +1738,100,54,105,Negative +1739,99,81,98,Negative +1740,86,114,98,Positive +1741,89,111,98,Positive +1742,88,100,103,Positive +1743,98,100,96,Negative +1744,98,123,97,Negative +1745,97,120,97,Negative +1746,98,120,101,Negative +1747,85,120,102,Positive +1748,89,45,102,Positive +1749,88,83,100,Positive +1750,87,118,95,Positive +1751,93,93,102,Positive +1752,86,94,100,Positive +1753,94,70,99,Negative +1754,99,82,105,Negative +1755,100,90,104,Negative +1756,92,118,104,Positive +1757,86,43,103,Positive +1758,98,129,102,Negative +1759,93,68,97,Negative +1760,97,57,105,Negative +1761,94,116,103,Positive +1762,85,103,100,Positive +1763,96,103,102,Negative +1764,100,101,98,Negative +1765,90,88,101,Positive +1766,87,67,101,Positive +1767,94,75,98,Negative +1768,98,50,95,Negative +1769,87,104,100,Positive +1770,95,77,98,Negative +1771,93,48,103,Positive +1772,92,46,100,Positive +1773,86,122,98,Positive +1774,95,122,102,Positive +1775,88,41,99,Positive +1776,95,73,98,Negative +1777,94,47,95,Negative +1778,96,59,103,Negative +1779,87,42,104,Positive +1780,96,47,95,Negative +1781,100,130,97,Negative +1782,95,74,104,Negative +1783,92,106,95,Negative +1784,98,60,105,Negative +1785,100,87,103,Negative +1786,86,88,99,Positive +1787,91,122,105,Positive +1788,86,123,97,Positive +1789,94,88,95,Negative +1790,98,121,97,Negative +1791,90,90,101,Positive +1792,89,109,96,Positive +1793,98,124,101,Negative +1794,90,85,100,Negative +1795,96,117,95,Negative +1796,95,127,101,Positive +1797,100,115,100,Negative +1798,98,103,99,Negative +1799,93,54,97,Negative +1800,85,126,105,Positive +1801,97,125,97,Negative +1802,85,75,105,Positive +1803,85,129,105,Positive +1804,89,114,103,Positive +1805,90,64,101,Positive +1806,85,40,104,Positive +1807,97,56,104,Negative +1808,100,120,102,Negative +1809,97,51,101,Negative +1810,89,102,105,Positive +1811,89,124,104,Positive +1812,90,64,105,Positive +1813,90,128,101,Positive +1814,89,59,99,Positive +1815,92,122,96,Positive +1816,97,58,100,Negative +1817,95,93,104,Negative +1818,90,61,95,Negative +1819,94,75,96,Negative +1820,86,65,99,Positive +1821,93,47,104,Positive +1822,93,49,99,Negative +1823,95,107,104,Negative +1824,86,128,98,Positive +1825,99,60,103,Negative +1826,100,83,96,Negative +1827,93,52,99,Negative +1828,94,42,102,Positive +1829,98,125,103,Negative +1830,85,118,96,Positive +1831,88,110,98,Positive +1832,92,44,103,Positive +1833,93,115,96,Negative +1834,95,49,100,Negative +1835,88,103,101,Positive +1836,98,96,97,Negative +1837,92,106,101,Positive +1838,90,112,98,Positive +1839,96,92,100,Negative +1840,89,69,96,Positive +1841,94,95,96,Negative +1842,90,103,96,Negative +1843,99,118,104,Negative +1844,92,80,97,Negative +1845,87,86,100,Positive +1846,96,67,96,Negative +1847,92,88,96,Negative +1848,100,60,104,Negative +1849,99,68,101,Negative +1850,89,86,98,Positive +1851,91,87,100,Negative +1852,99,109,103,Negative +1853,99,107,100,Negative +1854,97,55,98,Negative +1855,97,88,104,Negative +1856,90,116,104,Positive +1857,89,61,103,Positive +1858,97,72,100,Negative +1859,93,71,100,Negative +1860,94,69,101,Positive +1861,86,42,99,Positive +1862,90,85,98,Negative +1863,90,66,105,Positive +1864,88,126,96,Positive +1865,86,77,103,Positive +1866,91,61,99,Negative +1867,87,77,102,Positive +1868,91,63,98,Negative +1869,86,127,101,Positive +1870,98,67,105,Negative +1871,86,56,100,Positive +1872,86,45,103,Positive +1873,95,52,103,Negative +1874,86,68,99,Positive +1875,89,102,100,Positive +1876,93,78,98,Negative +1877,97,127,100,Negative +1878,98,110,100,Negative +1879,86,69,96,Positive +1880,89,61,99,Positive +1881,91,83,105,Positive +1882,99,97,104,Negative +1883,100,119,104,Negative +1884,88,58,105,Positive +1885,92,65,97,Negative +1886,85,103,97,Positive +1887,94,86,96,Negative +1888,93,120,97,Negative +1889,90,83,102,Positive +1890,100,85,104,Negative +1891,90,80,104,Positive +1892,95,99,104,Negative +1893,97,91,102,Negative +1894,96,125,105,Positive +1895,98,61,101,Negative +1896,95,59,97,Negative +1897,90,41,102,Positive +1898,92,77,102,Positive +1899,86,100,103,Positive +1900,91,49,95,Positive +1901,99,103,101,Negative +1902,92,116,102,Positive +1903,93,118,98,Negative +1904,100,61,98,Negative +1905,94,40,100,Negative +1906,99,99,105,Negative +1907,95,83,99,Negative +1908,91,41,99,Positive +1909,98,80,96,Negative +1910,87,59,101,Positive +1911,99,47,105,Negative +1912,90,66,101,Positive +1913,92,124,99,Positive +1914,90,101,96,Negative +1915,85,96,105,Positive +1916,92,107,96,Negative +1917,93,114,98,Negative +1918,88,106,101,Positive +1919,90,59,105,Positive +1920,92,108,99,Negative +1921,98,85,101,Negative +1922,95,69,95,Negative +1923,87,102,101,Positive +1924,88,47,102,Positive +1925,94,118,105,Positive +1926,91,107,98,Negative +1927,93,118,104,Positive +1928,90,86,100,Negative +1929,87,43,98,Positive +1930,92,105,104,Positive +1931,85,106,103,Positive +1932,90,60,103,Positive +1933,96,54,97,Negative +1934,85,47,104,Positive +1935,97,70,103,Negative +1936,93,88,95,Negative +1937,89,97,104,Positive +1938,95,82,95,Negative +1939,97,48,102,Negative +1940,96,51,95,Negative +1941,100,108,104,Negative +1942,91,73,98,Negative +1943,100,120,100,Negative +1944,99,61,100,Negative +1945,86,63,102,Positive +1946,93,77,100,Negative +1947,88,60,102,Positive +1948,95,58,104,Negative +1949,91,45,97,Positive +1950,97,71,99,Negative +1951,85,94,104,Positive +1952,95,93,101,Negative +1953,93,58,99,Negative +1954,90,99,96,Negative +1955,86,125,105,Positive +1956,90,113,97,Positive +1957,95,112,95,Negative +1958,86,64,95,Positive +1959,98,47,105,Negative +1960,100,106,97,Negative +1961,97,107,96,Negative +1962,97,90,105,Negative +1963,85,42,103,Positive +1964,87,124,98,Positive +1965,99,116,103,Negative +1966,90,68,103,Positive +1967,95,66,105,Negative +1968,87,92,97,Positive +1969,96,75,95,Negative +1970,97,114,99,Negative +1971,98,106,104,Negative +1972,91,118,105,Positive +1973,88,102,96,Positive +1974,99,129,98,Negative +1975,95,69,101,Negative +1976,95,81,98,Negative +1977,96,77,102,Negative +1978,99,59,103,Negative +1979,98,88,97,Negative +1980,98,85,105,Negative +1981,86,126,96,Positive +1982,93,71,96,Negative +1983,87,111,105,Positive +1984,96,81,95,Negative +1985,95,125,104,Positive +1986,86,52,102,Positive +1987,96,56,98,Negative +1988,100,87,105,Negative +1989,96,113,104,Positive +1990,98,100,105,Negative +1991,85,66,104,Positive +1992,90,68,98,Negative +1993,85,73,101,Positive +1994,99,70,100,Negative +1995,94,55,99,Negative +1996,100,85,95,Negative +1997,89,56,105,Positive +1998,93,41,95,Negative +1999,91,116,102,Positive +2000,95,130,103,Positive +2001,96,55,96,Negative +2002,98,60,103,Negative +2003,92,78,98,Negative +2004,97,78,95,Negative +2005,99,127,98,Negative +2006,96,59,100,Negative +2007,88,124,99,Positive +2008,85,82,103,Positive +2009,90,75,103,Positive +2010,97,123,96,Negative +2011,86,97,96,Positive +2012,92,45,100,Positive +2013,85,55,102,Positive +2014,92,49,101,Positive +2015,89,104,99,Positive +2016,98,67,95,Negative +2017,97,91,103,Negative +2018,87,97,97,Positive +2019,96,79,95,Negative +2020,97,63,104,Negative +2021,87,66,105,Positive +2022,88,60,105,Positive +2023,100,126,101,Negative +2024,98,64,103,Negative +2025,85,58,97,Positive +2026,98,113,103,Negative +2027,94,107,103,Positive +2028,88,130,99,Positive +2029,94,66,100,Negative +2030,96,78,102,Negative +2031,87,115,103,Positive +2032,89,80,96,Positive +2033,97,102,98,Negative +2034,89,52,102,Positive +2035,90,123,99,Positive +2036,85,80,102,Positive +2037,93,67,100,Negative +2038,92,70,105,Positive +2039,91,73,104,Positive +2040,92,70,96,Negative +2041,85,52,105,Positive +2042,100,79,99,Negative +2043,89,92,103,Positive +2044,95,122,103,Positive +2045,88,107,104,Positive +2046,93,65,105,Positive +2047,88,102,101,Positive +2048,92,46,98,Positive +2049,91,107,105,Positive +2050,94,87,105,Positive +2051,99,113,103,Negative +2052,86,119,99,Positive +2053,100,43,99,Negative +2054,96,119,96,Negative +2055,87,58,97,Positive +2056,97,84,97,Negative +2057,93,102,104,Positive +2058,100,45,99,Negative +2059,95,121,95,Negative +2060,93,63,100,Negative +2061,91,50,99,Negative +2062,92,40,104,Positive +2063,100,47,100,Negative +2064,94,68,101,Positive +2065,91,123,103,Positive +2066,88,105,105,Positive +2067,88,77,98,Positive +2068,95,41,97,Negative +2069,89,49,103,Positive +2070,88,96,95,Positive +2071,90,127,95,Positive +2072,94,113,105,Positive +2073,90,54,105,Positive +2074,86,42,97,Positive +2075,88,128,96,Positive +2076,88,118,97,Positive +2077,86,94,95,Positive +2078,98,85,96,Negative +2079,90,101,101,Positive +2080,90,99,97,Negative +2081,99,108,96,Negative +2082,96,74,100,Negative +2083,85,89,100,Positive +2084,100,126,97,Negative +2085,88,61,105,Positive +2086,100,64,104,Negative +2087,88,125,101,Positive +2088,85,108,98,Positive +2089,86,42,98,Positive +2090,87,67,104,Positive +2091,100,113,98,Negative +2092,94,66,95,Negative +2093,95,113,99,Negative +2094,95,64,104,Negative +2095,90,55,98,Negative +2096,92,107,100,Negative +2097,85,114,105,Positive +2098,96,81,97,Negative +2099,99,106,105,Negative +2100,92,116,97,Positive +2101,86,109,103,Positive +2102,87,126,100,Positive +2103,95,42,97,Negative +2104,94,50,103,Positive +2105,94,76,100,Negative +2106,97,106,98,Negative +2107,87,101,99,Positive +2108,96,84,98,Negative +2109,92,52,100,Negative +2110,91,122,98,Positive +2111,96,123,105,Positive +2112,96,81,99,Negative +2113,85,109,103,Positive +2114,86,110,105,Positive +2115,88,64,103,Positive +2116,95,68,98,Negative +2117,88,66,101,Positive +2118,98,90,100,Negative +2119,85,58,95,Positive +2120,91,59,101,Positive +2121,97,130,105,Negative +2122,96,50,101,Negative +2123,96,121,98,Negative +2124,97,62,99,Negative +2125,95,42,95,Negative +2126,91,87,96,Negative +2127,98,88,98,Negative +2128,85,121,96,Positive +2129,88,94,95,Positive +2130,86,66,97,Positive +2131,96,75,102,Negative +2132,99,90,104,Negative +2133,86,108,96,Positive +2134,88,116,102,Positive +2135,89,103,97,Positive +2136,99,114,97,Negative +2137,99,59,104,Negative +2138,92,105,95,Negative +2139,92,48,100,Positive +2140,88,57,99,Positive +2141,95,80,104,Negative +2142,89,92,100,Positive +2143,96,78,103,Negative +2144,86,130,97,Positive +2145,90,117,95,Positive +2146,91,59,101,Positive +2147,99,65,104,Negative +2148,100,85,104,Negative +2149,90,69,102,Positive +2150,85,61,105,Positive +2151,91,91,101,Positive +2152,90,96,103,Positive +2153,88,98,99,Positive +2154,94,118,105,Positive +2155,99,103,105,Negative +2156,87,89,101,Positive +2157,99,88,105,Negative +2158,87,86,105,Positive +2159,94,52,105,Positive +2160,85,109,101,Positive +2161,100,72,102,Negative +2162,93,67,98,Negative +2163,88,117,98,Positive +2164,86,123,103,Positive +2165,89,99,97,Positive +2166,99,49,104,Negative +2167,92,117,101,Positive +2168,86,117,101,Positive +2169,87,64,100,Positive +2170,95,110,100,Negative +2171,97,98,104,Negative +2172,90,57,105,Positive +2173,92,47,99,Positive +2174,100,77,100,Negative +2175,93,119,99,Negative +2176,94,84,101,Positive +2177,99,74,100,Negative +2178,93,102,105,Positive +2179,98,126,97,Negative +2180,85,60,101,Positive +2181,89,87,97,Positive +2182,100,64,96,Negative +2183,89,70,104,Positive +2184,94,66,105,Positive +2185,94,118,96,Negative +2186,93,109,96,Negative +2187,87,94,100,Positive +2188,89,109,104,Positive +2189,91,76,101,Positive +2190,87,69,97,Positive +2191,97,53,95,Negative +2192,86,74,102,Positive +2193,91,73,95,Negative +2194,94,112,102,Positive +2195,93,123,98,Negative +2196,85,86,104,Positive +2197,100,87,101,Negative +2198,90,110,99,Negative +2199,98,118,103,Negative +2200,90,41,105,Positive +2201,95,87,105,Negative +2202,86,80,104,Positive +2203,94,44,105,Positive +2204,91,109,102,Positive +2205,96,91,101,Negative +2206,92,71,105,Positive +2207,87,121,105,Positive +2208,96,73,100,Negative +2209,97,85,103,Negative +2210,93,44,96,Negative +2211,88,71,99,Positive +2212,100,101,102,Negative +2213,88,122,103,Positive +2214,100,46,104,Negative +2215,86,108,99,Positive +2216,100,82,102,Negative +2217,92,102,95,Negative +2218,91,63,98,Negative +2219,87,76,101,Positive +2220,93,119,96,Negative +2221,88,60,104,Positive +2222,92,69,105,Positive +2223,87,67,98,Positive +2224,89,62,102,Positive +2225,87,122,101,Positive +2226,94,59,100,Negative +2227,92,86,96,Negative +2228,87,99,95,Positive +2229,99,106,96,Negative +2230,96,62,98,Negative +2231,89,77,104,Positive +2232,87,48,100,Positive +2233,93,122,98,Negative +2234,95,50,98,Negative +2235,89,42,97,Positive +2236,97,104,96,Negative +2237,98,91,97,Negative +2238,91,122,101,Positive +2239,98,57,96,Negative +2240,95,90,95,Negative +2241,88,120,95,Positive +2242,97,113,104,Negative +2243,90,115,99,Positive +2244,89,88,101,Positive +2245,99,86,101,Negative +2246,87,107,95,Positive +2247,90,77,99,Negative +2248,94,95,96,Negative +2249,94,88,95,Negative +2250,99,75,95,Negative +2251,88,76,104,Positive +2252,88,130,105,Positive +2253,90,111,105,Positive +2254,97,72,105,Negative +2255,90,118,101,Positive +2256,88,45,105,Positive +2257,88,66,104,Positive +2258,95,65,97,Negative +2259,96,98,104,Negative +2260,94,114,97,Negative +2261,94,96,99,Negative +2262,88,101,98,Positive +2263,94,109,102,Positive +2264,85,43,96,Positive +2265,87,93,100,Positive +2266,86,129,104,Positive +2267,91,45,102,Positive +2268,88,101,95,Positive +2269,95,88,104,Negative +2270,95,71,101,Negative +2271,97,51,101,Negative +2272,89,69,99,Positive +2273,97,60,99,Negative +2274,87,63,98,Positive +2275,87,88,95,Positive +2276,100,91,99,Negative +2277,89,125,101,Positive +2278,89,85,101,Positive +2279,85,54,102,Positive +2280,93,83,103,Positive +2281,96,67,105,Negative +2282,96,61,101,Negative +2283,86,110,98,Positive +2284,99,91,96,Negative +2285,99,91,97,Negative +2286,94,76,101,Positive +2287,96,48,100,Negative +2288,90,57,97,Negative +2289,96,89,98,Negative +2290,85,90,101,Positive +2291,92,94,97,Negative +2292,97,105,104,Negative +2293,93,43,104,Positive +2294,93,67,100,Negative +2295,98,90,105,Negative +2296,96,110,99,Negative +2297,89,70,101,Positive +2298,98,68,101,Negative +2299,87,111,102,Positive +2300,91,40,99,Positive +2301,94,82,103,Positive +2302,93,126,99,Negative +2303,99,90,104,Negative +2304,93,81,102,Positive +2305,94,77,104,Positive +2306,91,47,103,Positive +2307,91,74,98,Negative +2308,95,62,103,Negative +2309,91,43,95,Positive +2310,93,86,103,Positive +2311,89,110,101,Positive +2312,96,61,96,Negative +2313,95,64,100,Negative +2314,90,44,98,Positive +2315,90,100,96,Negative +2316,99,83,99,Negative +2317,93,56,95,Negative +2318,89,48,103,Positive +2319,87,55,104,Positive +2320,100,85,104,Negative +2321,91,122,105,Positive +2322,91,80,95,Negative +2323,95,123,96,Negative +2324,100,56,103,Negative +2325,97,97,105,Negative +2326,85,79,103,Positive +2327,98,93,105,Negative +2328,87,97,100,Positive +2329,100,93,99,Negative +2330,93,85,96,Negative +2331,93,88,103,Positive +2332,98,44,104,Negative +2333,87,113,97,Positive +2334,93,91,98,Negative +2335,100,83,97,Negative +2336,97,122,102,Negative +2337,88,68,99,Positive +2338,96,84,99,Negative +2339,98,82,102,Negative +2340,93,54,100,Negative +2341,100,124,101,Negative +2342,92,106,98,Negative +2343,99,128,97,Negative +2344,100,124,99,Negative +2345,87,42,96,Positive +2346,95,70,99,Negative +2347,93,49,103,Positive +2348,94,125,101,Positive +2349,86,57,104,Positive +2350,98,60,103,Negative +2351,98,90,95,Negative +2352,89,98,101,Positive +2353,96,42,95,Negative +2354,85,90,98,Positive +2355,94,96,98,Negative +2356,90,92,105,Positive +2357,85,40,103,Positive +2358,94,87,97,Negative +2359,95,65,102,Negative +2360,91,90,96,Negative +2361,91,85,95,Negative +2362,95,93,103,Negative +2363,86,68,103,Positive +2364,96,46,104,Positive +2365,88,117,103,Positive +2366,90,89,96,Negative +2367,89,50,98,Positive +2368,92,121,103,Positive +2369,95,48,97,Negative +2370,93,80,103,Positive +2371,86,67,103,Positive +2372,91,130,97,Positive +2373,99,66,96,Negative +2374,85,59,103,Positive +2375,93,75,97,Negative +2376,93,73,100,Negative +2377,92,96,99,Negative +2378,90,100,102,Positive +2379,94,43,99,Negative +2380,96,97,97,Negative +2381,88,120,97,Positive +2382,87,93,105,Positive +2383,94,122,105,Positive +2384,86,86,96,Positive +2385,90,121,102,Positive +2386,97,53,101,Negative +2387,89,115,97,Positive +2388,96,99,105,Negative +2389,99,52,97,Negative +2390,99,107,99,Negative +2391,91,70,101,Positive +2392,85,115,96,Positive +2393,97,105,100,Negative +2394,90,113,96,Positive +2395,88,108,102,Positive +2396,100,56,96,Negative +2397,99,98,105,Negative +2398,91,100,105,Positive +2399,97,47,99,Negative +2400,87,104,101,Positive +2401,89,115,96,Positive +2402,91,65,104,Positive +2403,93,128,100,Negative +2404,93,83,96,Negative +2405,93,63,95,Negative +2406,97,68,101,Negative +2407,94,98,102,Positive +2408,92,121,100,Positive +2409,98,68,99,Negative +2410,90,58,105,Positive +2411,88,118,105,Positive +2412,97,88,97,Negative +2413,86,75,98,Positive +2414,96,47,96,Negative +2415,99,129,101,Negative +2416,95,114,102,Positive +2417,89,68,100,Positive +2418,98,61,96,Negative +2419,95,118,95,Negative +2420,99,100,102,Negative +2421,99,113,100,Negative +2422,100,74,103,Negative +2423,100,94,95,Negative +2424,100,78,103,Negative +2425,96,72,104,Negative +2426,87,72,102,Positive +2427,98,62,100,Negative +2428,91,97,102,Positive +2429,91,103,96,Negative +2430,99,121,95,Negative +2431,97,85,98,Negative +2432,90,59,95,Negative +2433,98,46,98,Negative +2434,95,63,105,Negative +2435,89,82,96,Positive +2436,96,127,96,Negative +2437,93,78,100,Negative +2438,88,106,100,Positive +2439,94,63,103,Positive +2440,87,108,104,Positive +2441,99,101,95,Negative +2442,97,111,105,Negative +2443,88,93,104,Positive +2444,100,61,97,Negative +2445,87,125,104,Positive +2446,92,94,97,Negative +2447,99,112,105,Negative +2448,88,47,99,Positive +2449,88,108,96,Positive +2450,96,59,99,Negative +2451,85,91,99,Positive +2452,100,120,97,Negative +2453,87,107,102,Positive +2454,93,128,101,Positive +2455,94,50,104,Positive +2456,90,41,105,Positive +2457,95,66,104,Negative +2458,85,124,101,Positive +2459,95,80,99,Negative +2460,88,40,104,Positive +2461,98,40,101,Negative +2462,90,77,99,Negative +2463,88,75,96,Positive +2464,96,57,100,Negative +2465,85,105,102,Positive +2466,91,101,99,Negative +2467,97,63,102,Negative +2468,99,50,100,Negative +2469,93,85,98,Negative +2470,96,97,99,Negative +2471,91,51,101,Positive +2472,86,90,97,Positive +2473,87,112,104,Positive +2474,88,83,104,Positive +2475,90,58,98,Negative +2476,91,123,105,Positive +2477,94,41,102,Positive +2478,95,56,99,Negative +2479,92,108,104,Positive +2480,87,114,98,Positive +2481,94,110,99,Negative +2482,87,45,98,Positive +2483,94,90,95,Negative +2484,88,120,95,Positive +2485,87,116,97,Positive +2486,90,47,102,Positive +2487,95,78,97,Negative +2488,95,102,105,Negative +2489,86,57,104,Positive +2490,88,120,105,Positive +2491,95,118,100,Negative +2492,87,99,104,Positive +2493,89,111,100,Positive +2494,90,75,101,Positive +2495,87,82,104,Positive +2496,92,40,99,Positive +2497,86,56,102,Positive +2498,100,57,98,Negative +2499,98,107,100,Negative +2500,88,82,97,Positive +2501,93,60,95,Negative +2502,100,62,103,Negative +2503,86,111,102,Positive +2504,95,61,97,Negative +2505,91,68,99,Negative +2506,89,121,98,Positive +2507,98,83,102,Negative +2508,93,119,100,Negative +2509,88,100,102,Positive +2510,97,100,101,Negative +2511,92,67,95,Negative +2512,100,52,99,Negative +2513,87,72,95,Positive +2514,94,56,96,Negative +2515,87,114,95,Positive +2516,98,86,102,Negative +2517,86,75,105,Positive +2518,85,57,103,Positive +2519,87,73,103,Positive +2520,88,66,95,Positive +2521,85,106,103,Positive +2522,94,100,100,Negative +2523,86,47,97,Positive +2524,95,101,101,Negative +2525,90,129,103,Positive +2526,92,58,99,Negative +2527,100,70,95,Negative +2528,87,63,100,Positive +2529,85,117,102,Positive +2530,86,121,105,Positive +2531,96,89,99,Negative +2532,87,97,99,Positive +2533,89,60,95,Positive +2534,92,41,97,Positive +2535,100,68,95,Negative +2536,92,115,100,Positive +2537,97,51,101,Negative +2538,89,123,101,Positive +2539,99,92,97,Negative +2540,94,119,101,Positive +2541,87,89,96,Positive +2542,94,124,99,Negative +2543,92,113,104,Positive +2544,98,106,98,Negative +2545,96,102,102,Negative +2546,87,50,104,Positive +2547,99,72,101,Negative +2548,86,59,95,Positive +2549,93,68,95,Negative +2550,95,98,103,Negative +2551,93,115,97,Negative +2552,91,40,100,Positive +2553,93,79,105,Positive +2554,92,85,105,Positive +2555,98,98,102,Negative +2556,93,53,98,Negative +2557,88,112,96,Positive +2558,95,82,98,Negative +2559,86,63,98,Positive +2560,98,51,103,Negative +2561,99,121,99,Negative +2562,91,55,104,Positive +2563,85,46,98,Positive +2564,88,118,102,Positive +2565,86,96,99,Positive +2566,93,75,103,Positive +2567,93,130,98,Negative +2568,88,52,96,Positive +2569,98,72,105,Negative +2570,88,79,101,Positive +2571,86,77,100,Positive +2572,91,63,104,Positive +2573,95,90,99,Negative +2574,91,115,99,Positive +2575,88,52,101,Positive +2576,92,104,101,Positive +2577,95,54,96,Negative +2578,97,73,101,Negative +2579,90,65,99,Negative +2580,89,109,99,Positive +2581,91,48,100,Positive +2582,88,55,103,Positive +2583,85,76,101,Positive +2584,87,45,100,Positive +2585,91,47,102,Positive +2586,86,68,101,Positive +2587,87,85,95,Positive +2588,87,124,104,Positive +2589,87,70,104,Positive +2590,95,120,105,Positive +2591,99,48,98,Negative +2592,87,88,102,Positive +2593,95,98,101,Negative +2594,88,80,98,Positive +2595,86,104,102,Positive +2596,92,96,97,Negative +2597,98,107,95,Negative +2598,97,45,97,Negative +2599,91,116,104,Positive +2600,90,107,95,Negative +2601,90,122,101,Positive +2602,98,49,98,Negative +2603,96,72,104,Negative +2604,86,111,104,Positive +2605,87,65,101,Positive +2606,90,97,98,Negative +2607,98,69,103,Negative +2608,94,56,103,Positive +2609,86,120,96,Positive +2610,97,69,95,Negative +2611,97,112,99,Negative +2612,88,81,95,Positive +2613,86,53,105,Positive +2614,86,79,96,Positive +2615,88,129,104,Positive +2616,100,119,95,Negative +2617,98,44,97,Negative +2618,96,84,101,Negative +2619,91,101,102,Positive +2620,85,77,104,Positive +2621,100,106,99,Negative +2622,88,118,98,Positive +2623,88,73,95,Positive +2624,92,106,98,Negative +2625,98,72,98,Negative +2626,87,92,97,Positive +2627,92,96,95,Negative +2628,93,63,96,Negative +2629,89,62,105,Positive +2630,93,127,101,Positive +2631,87,41,101,Positive +2632,86,109,98,Positive +2633,99,44,98,Negative +2634,96,43,100,Negative +2635,89,94,102,Positive +2636,92,88,100,Negative +2637,91,110,105,Positive +2638,86,75,103,Positive +2639,95,77,97,Negative +2640,87,81,95,Positive +2641,100,94,105,Negative +2642,90,94,103,Positive +2643,85,60,103,Positive +2644,99,51,101,Negative +2645,90,82,100,Negative +2646,99,80,98,Negative +2647,100,124,99,Negative +2648,95,103,101,Negative +2649,85,61,95,Positive +2650,90,71,103,Positive +2651,96,40,97,Negative +2652,100,128,100,Negative +2653,85,67,98,Positive +2654,98,116,98,Negative +2655,89,112,100,Positive +2656,87,76,104,Positive +2657,95,67,103,Negative +2658,92,49,102,Positive +2659,90,123,98,Positive +2660,99,95,98,Negative +2661,90,114,104,Positive +2662,93,60,95,Negative +2663,92,98,95,Negative +2664,92,105,104,Positive +2665,85,66,104,Positive +2666,96,67,103,Negative +2667,88,117,103,Positive +2668,94,88,105,Positive +2669,88,71,103,Positive +2670,92,87,102,Positive +2671,90,118,101,Positive +2672,96,66,95,Negative +2673,86,74,98,Positive +2674,95,49,96,Negative +2675,85,115,99,Positive +2676,87,89,102,Positive +2677,98,89,97,Negative +2678,92,121,101,Positive +2679,91,112,97,Positive +2680,94,119,105,Positive +2681,86,111,104,Positive +2682,85,102,100,Positive +2683,95,82,101,Negative +2684,88,90,100,Positive +2685,95,96,95,Negative +2686,93,114,97,Negative +2687,96,43,103,Positive +2688,96,73,96,Negative +2689,91,88,103,Positive +2690,88,101,105,Positive +2691,90,102,101,Positive +2692,92,83,97,Negative +2693,100,49,99,Negative +2694,99,89,97,Negative +2695,87,85,101,Positive +2696,99,99,96,Negative +2697,89,41,105,Positive +2698,95,61,100,Negative +2699,99,61,96,Negative +2700,88,98,95,Positive +2701,91,75,99,Negative +2702,89,90,101,Positive +2703,86,55,99,Positive +2704,91,98,95,Negative +2705,88,76,103,Positive +2706,96,63,104,Negative +2707,93,56,97,Negative +2708,94,88,97,Negative +2709,98,110,103,Negative +2710,91,41,102,Positive +2711,85,55,98,Positive +2712,94,125,100,Negative +2713,89,97,97,Positive +2714,86,111,98,Positive +2715,95,102,103,Negative +2716,90,51,101,Positive +2717,96,83,95,Negative +2718,100,118,101,Negative +2719,88,96,101,Positive +2720,97,53,100,Negative +2721,87,72,97,Positive +2722,90,75,96,Negative +2723,85,62,101,Positive +2724,90,61,99,Negative +2725,91,54,103,Positive +2726,92,61,97,Negative +2727,98,112,101,Negative +2728,85,61,96,Positive +2729,93,124,98,Negative +2730,87,67,101,Positive +2731,88,118,103,Positive +2732,92,45,98,Positive +2733,100,79,101,Negative +2734,99,107,97,Negative +2735,99,94,102,Negative +2736,88,71,100,Positive +2737,88,102,99,Positive +2738,93,48,100,Negative +2739,97,86,102,Negative +2740,95,46,97,Negative +2741,95,101,98,Negative +2742,85,120,97,Positive +2743,99,66,100,Negative +2744,94,108,95,Negative +2745,90,63,105,Positive +2746,87,58,100,Positive +2747,94,128,104,Positive +2748,88,48,98,Positive +2749,95,113,103,Positive +2750,100,67,105,Negative +2751,89,117,100,Positive +2752,94,86,104,Positive +2753,98,88,104,Negative +2754,97,62,100,Negative +2755,88,85,102,Positive +2756,98,112,100,Negative +2757,98,88,102,Negative +2758,91,114,99,Positive +2759,87,88,100,Positive +2760,94,53,96,Negative +2761,88,79,104,Positive +2762,93,50,97,Negative +2763,87,93,99,Positive +2764,93,58,98,Negative +2765,90,104,101,Positive +2766,89,63,96,Positive +2767,96,42,99,Negative +2768,95,92,104,Negative +2769,97,109,105,Negative +2770,85,45,98,Positive +2771,91,122,100,Positive +2772,87,64,96,Positive +2773,90,106,102,Positive +2774,91,120,97,Positive +2775,90,53,102,Positive +2776,92,118,105,Positive +2777,90,96,97,Negative +2778,85,106,104,Positive +2779,92,54,98,Negative +2780,92,98,97,Negative +2781,99,95,102,Negative +2782,93,59,102,Positive +2783,99,53,103,Negative +2784,89,62,96,Positive +2785,87,55,99,Positive +2786,97,69,103,Negative +2787,87,44,103,Positive +2788,95,69,104,Negative +2789,86,61,102,Positive +2790,97,65,105,Negative +2791,95,76,98,Negative +2792,94,70,104,Positive +2793,92,58,102,Positive +2794,93,81,95,Negative +2795,93,104,98,Negative +2796,87,57,101,Positive +2797,92,100,99,Negative +2798,94,79,105,Positive +2799,100,85,104,Negative +2800,87,104,95,Positive +2801,97,70,102,Negative +2802,97,112,105,Negative +2803,87,80,97,Positive +2804,88,64,98,Positive +2805,93,102,99,Negative +2806,90,52,102,Positive +2807,92,113,99,Positive +2808,90,122,103,Positive +2809,97,83,101,Negative +2810,85,127,99,Positive +2811,99,78,100,Negative +2812,90,90,95,Negative +2813,88,51,105,Positive +2814,100,64,105,Negative +2815,85,120,98,Positive +2816,94,55,97,Negative +2817,100,80,97,Negative +2818,100,92,97,Negative +2819,85,79,102,Positive +2820,100,106,101,Negative +2821,86,94,99,Positive +2822,99,64,97,Negative +2823,99,67,97,Negative +2824,92,96,98,Negative +2825,92,89,102,Positive +2826,94,92,95,Negative +2827,99,40,101,Negative +2828,95,110,100,Negative +2829,85,105,97,Positive +2830,88,130,96,Positive +2831,85,108,97,Positive +2832,88,120,103,Positive +2833,99,57,102,Negative +2834,96,77,103,Negative +2835,94,130,102,Positive +2836,91,95,99,Negative +2837,98,100,98,Negative +2838,85,41,96,Positive +2839,95,40,95,Negative +2840,86,124,98,Positive +2841,92,119,97,Positive +2842,94,125,103,Positive +2843,99,113,99,Negative +2844,98,81,105,Negative +2845,87,113,105,Positive +2846,94,79,105,Positive +2847,86,79,98,Positive +2848,88,54,97,Positive +2849,87,126,104,Positive +2850,86,63,105,Positive +2851,89,114,104,Positive +2852,87,124,99,Positive +2853,89,128,100,Positive +2854,88,116,100,Positive +2855,95,74,102,Negative +2856,100,80,98,Negative +2857,88,77,97,Positive +2858,96,103,97,Negative +2859,91,115,96,Positive +2860,96,72,102,Negative +2861,85,61,99,Positive +2862,96,101,103,Negative +2863,86,76,95,Positive +2864,99,63,97,Negative +2865,92,91,103,Positive +2866,94,116,104,Positive +2867,88,99,96,Positive +2868,97,115,102,Negative +2869,85,80,97,Positive +2870,95,75,102,Negative +2871,97,129,103,Negative +2872,87,76,95,Positive +2873,99,83,95,Negative +2874,86,121,105,Positive +2875,89,130,103,Positive +2876,100,46,103,Negative +2877,87,111,95,Positive +2878,92,92,100,Negative +2879,93,111,95,Negative +2880,91,75,98,Negative +2881,95,47,95,Negative +2882,96,51,104,Negative +2883,86,53,105,Positive +2884,92,54,99,Negative +2885,92,123,101,Positive +2886,92,93,98,Negative +2887,90,105,95,Negative +2888,87,99,98,Positive +2889,88,79,96,Positive +2890,98,65,105,Negative +2891,96,121,103,Positive +2892,85,52,100,Positive +2893,85,102,105,Positive +2894,89,110,97,Positive +2895,87,46,95,Positive +2896,88,125,103,Positive +2897,94,41,105,Positive +2898,85,72,97,Positive +2899,87,48,98,Positive +2900,93,46,100,Negative +2901,98,122,105,Negative +2902,91,121,96,Positive +2903,96,56,98,Negative +2904,96,50,105,Negative +2905,89,41,104,Positive +2906,96,41,100,Negative +2907,86,112,105,Positive +2908,92,118,102,Positive +2909,92,105,103,Positive +2910,100,94,104,Negative +2911,89,62,102,Positive +2912,99,74,100,Negative +2913,91,66,101,Positive +2914,92,126,96,Positive +2915,91,104,105,Positive +2916,99,48,103,Negative +2917,90,80,101,Positive +2918,90,90,95,Negative +2919,85,78,103,Positive +2920,89,126,105,Positive +2921,96,111,102,Positive +2922,99,58,100,Negative +2923,99,46,99,Negative +2924,88,55,101,Positive +2925,87,111,99,Positive +2926,88,108,104,Positive +2927,85,83,95,Positive +2928,86,116,95,Positive +2929,88,53,101,Positive +2930,89,56,102,Positive +2931,100,100,102,Negative +2932,94,126,101,Positive +2933,98,62,95,Negative +2934,92,57,98,Negative +2935,89,112,100,Positive +2936,93,125,105,Positive +2937,89,126,100,Positive +2938,85,104,102,Positive +2939,90,118,105,Positive +2940,100,63,102,Negative +2941,95,61,104,Negative +2942,86,52,99,Positive +2943,96,65,103,Negative +2944,98,77,104,Negative +2945,86,52,95,Positive +2946,87,86,101,Positive +2947,91,73,105,Positive +2948,96,77,103,Negative +2949,89,58,102,Positive +2950,94,112,99,Negative +2951,89,129,96,Positive +2952,93,46,96,Negative +2953,99,99,103,Negative +2954,98,114,100,Negative +2955,99,51,98,Negative +2956,94,104,105,Positive +2957,91,96,97,Negative +2958,91,47,95,Positive +2959,96,104,103,Negative +2960,93,90,99,Negative +2961,94,84,104,Positive +2962,92,42,100,Positive +2963,88,42,101,Positive +2964,86,108,99,Positive +2965,96,95,104,Negative +2966,92,75,95,Negative +2967,87,70,98,Positive +2968,90,105,105,Positive +2969,85,64,98,Positive +2970,91,129,101,Positive +2971,88,71,96,Positive +2972,96,73,103,Negative +2973,92,112,103,Positive +2974,89,88,104,Positive +2975,93,103,104,Positive +2976,95,73,95,Negative +2977,95,84,101,Negative +2978,85,53,101,Positive +2979,98,100,105,Negative +2980,94,54,95,Negative +2981,94,82,101,Positive +2982,87,69,101,Positive +2983,85,59,103,Positive +2984,99,114,95,Negative +2985,88,69,103,Positive +2986,97,90,100,Negative +2987,98,100,96,Negative +2988,88,62,101,Positive +2989,99,95,95,Negative +2990,86,41,97,Positive +2991,94,60,97,Negative +2992,85,84,98,Positive +2993,89,120,98,Positive +2994,90,63,96,Negative +2995,88,82,95,Positive +2996,91,48,95,Positive +2997,93,100,99,Negative +2998,99,64,96,Negative +2999,90,111,99,Positive +3000,85,88,104,Positive +3001,85,42,96,Positive +3002,89,49,105,Positive +3003,98,127,98,Negative +3004,95,107,99,Negative +3005,87,100,99,Positive +3006,88,45,101,Positive +3007,94,54,104,Positive +3008,93,64,104,Positive +3009,85,85,98,Positive +3010,95,90,98,Negative +3011,92,97,102,Positive +3012,92,55,98,Negative +3013,92,66,105,Positive +3014,87,68,103,Positive +3015,92,72,100,Negative +3016,86,112,101,Positive +3017,87,43,104,Positive +3018,88,123,99,Positive +3019,89,80,96,Positive +3020,90,127,98,Positive +3021,86,111,102,Positive +3022,88,62,98,Positive +3023,92,66,104,Positive +3024,94,47,105,Positive +3025,100,102,96,Negative +3026,85,129,105,Positive +3027,88,68,99,Positive +3028,91,77,99,Negative +3029,92,81,97,Negative +3030,88,56,102,Positive +3031,95,76,105,Negative +3032,97,108,101,Negative +3033,98,100,103,Negative +3034,90,128,100,Positive +3035,93,41,98,Negative +3036,99,43,95,Negative +3037,92,64,104,Positive +3038,97,54,97,Negative +3039,89,47,105,Positive +3040,99,71,95,Negative +3041,85,100,101,Positive +3042,96,128,96,Negative +3043,90,78,96,Negative +3044,89,91,104,Positive +3045,97,79,98,Negative +3046,85,62,103,Positive +3047,90,80,96,Negative +3048,89,53,104,Positive +3049,90,128,96,Positive +3050,95,56,105,Negative +3051,86,125,105,Positive +3052,90,113,101,Positive +3053,86,105,102,Positive +3054,87,74,101,Positive +3055,89,121,102,Positive +3056,88,51,101,Positive +3057,95,74,97,Negative +3058,87,94,99,Positive +3059,95,86,100,Negative +3060,85,99,104,Positive +3061,85,58,101,Positive +3062,96,94,104,Negative +3063,85,105,105,Positive +3064,87,95,104,Positive +3065,88,89,95,Positive +3066,98,71,100,Negative +3067,85,45,96,Positive +3068,91,74,101,Positive +3069,89,77,102,Positive +3070,94,53,99,Negative +3071,91,73,103,Positive +3072,94,97,95,Negative +3073,95,63,97,Negative +3074,99,114,104,Negative +3075,97,84,97,Negative +3076,88,43,97,Positive +3077,95,98,101,Negative +3078,91,113,99,Positive +3079,97,66,96,Negative +3080,93,51,100,Negative +3081,89,82,102,Positive +3082,96,51,101,Negative +3083,85,63,101,Positive +3084,96,93,99,Negative +3085,93,96,105,Positive +3086,96,52,97,Negative +3087,89,129,102,Positive +3088,98,40,103,Negative +3089,87,98,100,Positive +3090,94,127,105,Positive +3091,100,98,101,Negative +3092,98,116,104,Negative +3093,99,127,103,Negative +3094,91,75,98,Negative +3095,88,112,100,Positive +3096,97,100,100,Negative +3097,87,127,103,Positive +3098,90,75,99,Negative +3099,95,77,99,Negative +3100,97,49,96,Negative +3101,85,43,96,Positive +3102,95,103,102,Negative +3103,89,91,97,Positive +3104,96,93,101,Negative +3105,87,58,99,Positive +3106,96,86,103,Negative +3107,96,121,99,Negative +3108,85,73,99,Positive +3109,91,86,95,Negative +3110,91,91,103,Positive +3111,95,73,104,Negative +3112,90,129,105,Positive +3113,90,121,102,Positive +3114,85,79,105,Positive +3115,91,130,96,Positive +3116,92,82,95,Negative +3117,86,48,98,Positive +3118,85,123,105,Positive +3119,96,78,105,Negative +3120,89,116,97,Positive +3121,93,104,101,Positive +3122,93,57,102,Positive +3123,90,93,101,Positive +3124,86,73,105,Positive +3125,92,115,101,Positive +3126,97,55,95,Negative +3127,93,122,102,Positive +3128,96,82,96,Negative +3129,86,51,97,Positive +3130,92,42,100,Positive +3131,95,59,101,Negative +3132,88,99,97,Positive +3133,93,88,100,Negative +3134,96,109,103,Negative +3135,94,58,104,Positive +3136,88,82,104,Positive +3137,87,58,100,Positive +3138,93,125,105,Positive +3139,86,108,102,Positive +3140,94,92,104,Positive +3141,91,95,100,Negative +3142,91,68,97,Negative +3143,93,86,103,Positive +3144,86,90,99,Positive +3145,86,61,99,Positive +3146,87,113,105,Positive +3147,94,97,101,Positive +3148,97,71,97,Negative +3149,95,71,105,Negative +3150,97,115,105,Negative +3151,100,103,97,Negative +3152,92,54,98,Negative +3153,96,54,97,Negative +3154,97,46,97,Negative +3155,87,105,105,Positive +3156,86,51,95,Positive +3157,90,69,102,Positive +3158,96,121,96,Negative +3159,95,58,103,Negative +3160,90,111,103,Positive +3161,97,44,105,Negative +3162,92,98,100,Negative +3163,90,67,101,Positive +3164,85,45,96,Positive +3165,87,48,99,Positive +3166,86,116,100,Positive +3167,88,85,96,Positive +3168,90,51,104,Positive +3169,91,119,105,Positive +3170,89,116,103,Positive +3171,97,58,96,Negative +3172,98,90,98,Negative +3173,97,44,103,Negative +3174,98,76,101,Negative +3175,99,122,95,Negative +3176,91,43,104,Positive +3177,99,105,104,Negative +3178,92,102,102,Positive +3179,89,130,95,Positive +3180,92,111,98,Positive +3181,92,54,104,Positive +3182,96,41,100,Negative +3183,98,84,95,Negative +3184,92,51,104,Positive +3185,87,119,103,Positive +3186,89,78,98,Positive +3187,85,128,96,Positive +3188,85,113,97,Positive +3189,86,115,103,Positive +3190,94,47,103,Positive +3191,100,44,105,Negative +3192,91,130,103,Positive +3193,89,92,104,Positive +3194,92,51,104,Positive +3195,96,96,96,Negative +3196,92,58,96,Negative +3197,94,43,99,Negative +3198,95,43,103,Positive +3199,91,85,103,Positive +3200,93,70,98,Negative +3201,92,58,102,Positive +3202,88,121,99,Positive +3203,92,96,99,Negative +3204,88,50,100,Positive +3205,99,71,99,Negative +3206,91,58,97,Negative +3207,95,44,100,Negative +3208,100,105,103,Negative +3209,85,76,98,Positive +3210,94,58,95,Negative +3211,89,129,102,Positive +3212,98,127,99,Negative +3213,100,41,103,Negative +3214,99,93,100,Negative +3215,96,112,105,Positive +3216,85,77,95,Positive +3217,94,75,100,Negative +3218,91,43,104,Positive +3219,89,66,103,Positive +3220,85,99,95,Positive +3221,90,124,99,Positive +3222,88,83,103,Positive +3223,93,55,101,Positive +3224,96,68,100,Negative +3225,89,76,102,Positive +3226,96,113,104,Positive +3227,91,74,97,Negative +3228,86,115,96,Positive +3229,95,69,99,Negative +3230,91,77,105,Positive +3231,87,92,95,Positive +3232,85,57,97,Positive +3233,87,127,105,Positive +3234,89,78,102,Positive +3235,88,41,100,Positive +3236,93,101,102,Positive +3237,94,45,97,Negative +3238,91,97,104,Positive +3239,87,97,102,Positive +3240,95,64,102,Negative +3241,89,63,98,Positive +3242,90,76,100,Negative +3243,94,86,101,Positive +3244,97,116,96,Negative +3245,88,81,103,Positive +3246,89,73,98,Positive +3247,97,100,105,Negative +3248,95,93,95,Negative +3249,96,122,99,Negative +3250,96,115,105,Positive +3251,93,68,100,Negative +3252,95,121,104,Positive +3253,96,120,95,Negative +3254,95,86,102,Negative +3255,96,56,101,Negative +3256,96,96,97,Negative +3257,91,69,104,Positive +3258,99,62,95,Negative +3259,98,65,100,Negative +3260,93,62,99,Negative +3261,95,42,97,Negative +3262,93,50,102,Positive +3263,92,98,95,Negative +3264,97,73,98,Negative +3265,87,63,96,Positive +3266,93,74,105,Positive +3267,100,70,104,Negative +3268,98,126,103,Negative +3269,91,54,103,Positive +3270,100,122,98,Negative +3271,91,83,97,Negative +3272,85,54,99,Positive +3273,96,106,101,Negative +3274,93,116,99,Negative +3275,94,122,102,Positive +3276,88,65,102,Positive +3277,95,99,98,Negative +3278,90,129,95,Positive +3279,85,130,101,Positive +3280,94,62,96,Negative +3281,97,41,98,Negative +3282,94,74,97,Negative +3283,99,81,102,Negative +3284,99,62,103,Negative +3285,85,77,101,Positive +3286,91,79,100,Negative +3287,87,77,100,Positive +3288,90,112,96,Positive +3289,93,58,95,Negative +3290,95,125,100,Negative +3291,85,117,101,Positive +3292,92,99,104,Positive +3293,99,118,101,Negative +3294,86,42,95,Positive +3295,94,92,101,Positive +3296,95,84,103,Negative +3297,87,130,100,Positive +3298,85,52,102,Positive +3299,90,90,102,Positive +3300,94,40,103,Positive +3301,97,82,95,Negative +3302,89,119,95,Positive +3303,86,69,100,Positive +3304,96,55,101,Negative +3305,92,62,98,Negative +3306,87,90,96,Positive +3307,92,90,100,Negative +3308,88,118,101,Positive +3309,88,79,102,Positive +3310,90,122,98,Positive +3311,93,124,103,Positive +3312,91,78,97,Negative +3313,88,120,105,Positive +3314,98,84,104,Negative +3315,92,128,103,Positive +3316,100,118,96,Negative +3317,89,42,100,Positive +3318,97,41,99,Negative +3319,97,96,104,Negative +3320,89,95,95,Positive +3321,98,53,97,Negative +3322,87,88,104,Positive +3323,86,102,99,Positive +3324,92,40,102,Positive +3325,88,88,96,Positive +3326,91,81,96,Negative +3327,94,106,102,Positive +3328,97,116,97,Negative +3329,98,92,96,Negative +3330,97,88,103,Negative +3331,98,118,105,Negative +3332,87,86,96,Positive +3333,97,122,103,Negative +3334,95,45,100,Negative +3335,93,124,95,Negative +3336,89,119,97,Positive +3337,98,102,99,Negative +3338,85,99,103,Positive +3339,95,103,101,Negative +3340,87,42,105,Positive +3341,92,110,101,Positive +3342,96,59,101,Negative +3343,98,58,99,Negative +3344,96,66,97,Negative +3345,85,123,103,Positive +3346,88,107,105,Positive +3347,97,125,98,Negative +3348,96,118,104,Positive +3349,90,46,97,Positive +3350,94,64,102,Positive +3351,94,68,95,Negative +3352,96,68,103,Negative +3353,94,125,102,Positive +3354,88,67,102,Positive +3355,97,104,103,Negative +3356,100,52,97,Negative +3357,97,104,104,Negative +3358,100,41,95,Negative +3359,93,86,95,Negative +3360,100,124,105,Negative +3361,100,74,95,Negative +3362,91,67,99,Negative +3363,86,96,103,Positive +3364,93,78,98,Negative +3365,89,111,96,Positive +3366,97,73,101,Negative +3367,90,72,105,Positive +3368,93,51,96,Negative +3369,89,117,97,Positive +3370,87,63,99,Positive +3371,98,64,98,Negative +3372,99,42,97,Negative +3373,89,75,99,Positive +3374,94,112,102,Positive +3375,94,48,97,Negative +3376,97,54,98,Negative +3377,85,76,97,Positive +3378,93,92,104,Positive +3379,92,124,105,Positive +3380,100,91,95,Negative +3381,97,104,99,Negative +3382,91,82,103,Positive +3383,93,101,98,Negative +3384,100,64,101,Negative +3385,91,98,97,Negative +3386,96,70,96,Negative +3387,98,49,99,Negative +3388,94,48,104,Positive +3389,90,120,96,Positive +3390,100,76,104,Negative +3391,98,104,101,Negative +3392,85,53,105,Positive +3393,85,89,96,Positive +3394,85,61,103,Positive +3395,91,91,100,Negative +3396,93,66,101,Positive +3397,95,101,97,Negative +3398,100,87,97,Negative +3399,90,69,95,Negative +3400,92,47,103,Positive +3401,96,116,98,Negative +3402,85,88,103,Positive +3403,89,82,95,Positive +3404,96,52,101,Negative +3405,87,105,99,Positive +3406,93,107,96,Negative +3407,96,130,102,Positive +3408,85,91,105,Positive +3409,91,70,100,Negative +3410,91,102,102,Positive +3411,98,85,96,Negative +3412,86,58,98,Positive +3413,98,79,103,Negative +3414,91,82,95,Negative +3415,86,41,99,Positive +3416,92,70,97,Negative +3417,98,107,96,Negative +3418,85,69,101,Positive +3419,99,126,104,Negative +3420,88,44,99,Positive +3421,86,101,100,Positive +3422,99,91,95,Negative +3423,91,111,104,Positive +3424,87,99,104,Positive +3425,85,97,100,Positive +3426,98,99,100,Negative +3427,97,87,96,Negative +3428,91,51,103,Positive +3429,87,81,102,Positive +3430,96,52,95,Negative +3431,88,59,102,Positive +3432,86,90,103,Positive +3433,98,78,105,Negative +3434,95,90,97,Negative +3435,100,99,103,Negative +3436,88,82,105,Positive +3437,100,89,105,Negative +3438,87,125,102,Positive +3439,98,123,100,Negative +3440,93,59,104,Positive +3441,95,105,101,Negative +3442,99,65,99,Negative +3443,91,88,101,Positive +3444,93,71,98,Negative +3445,88,55,102,Positive +3446,97,89,100,Negative +3447,92,109,99,Negative +3448,97,130,98,Negative +3449,87,41,105,Positive +3450,87,94,102,Positive +3451,90,51,95,Negative +3452,87,74,103,Positive +3453,99,54,99,Negative +3454,89,72,98,Positive +3455,98,114,103,Negative +3456,100,79,98,Negative +3457,95,100,99,Negative +3458,91,42,95,Positive +3459,100,61,102,Negative +3460,99,72,105,Negative +3461,86,105,104,Positive +3462,90,99,103,Positive +3463,86,120,95,Positive +3464,85,127,99,Positive +3465,99,127,98,Negative +3466,96,73,100,Negative +3467,94,87,96,Negative +3468,94,129,105,Positive +3469,97,44,96,Negative +3470,100,67,104,Negative +3471,91,124,95,Positive +3472,95,50,103,Negative +3473,89,75,97,Positive +3474,85,66,105,Positive +3475,85,126,102,Positive +3476,90,68,102,Positive +3477,97,63,104,Negative +3478,97,87,104,Negative +3479,92,71,98,Negative +3480,87,91,101,Positive +3481,89,123,101,Positive +3482,96,108,98,Negative +3483,86,60,95,Positive +3484,91,64,105,Positive +3485,87,105,102,Positive +3486,92,61,105,Positive +3487,85,94,102,Positive +3488,100,44,96,Negative +3489,88,119,103,Positive +3490,86,66,103,Positive +3491,97,71,96,Negative +3492,94,130,96,Negative +3493,97,103,103,Negative +3494,94,120,99,Negative +3495,94,106,105,Positive +3496,99,93,104,Negative +3497,92,116,99,Positive +3498,86,106,100,Positive +3499,100,127,98,Negative +3500,91,60,96,Negative +3501,88,120,104,Positive +3502,88,71,104,Positive +3503,97,47,104,Negative +3504,96,72,101,Negative +3505,92,99,101,Positive +3506,86,88,99,Positive +3507,85,44,104,Positive +3508,94,44,101,Positive +3509,92,95,105,Positive +3510,94,77,99,Negative +3511,93,62,96,Negative +3512,90,92,103,Positive +3513,97,66,96,Negative +3514,85,122,104,Positive +3515,100,43,95,Negative +3516,88,109,95,Positive +3517,85,107,105,Positive +3518,99,122,98,Negative +3519,92,88,97,Negative +3520,88,124,103,Positive +3521,97,96,97,Negative +3522,88,74,96,Positive +3523,87,113,95,Positive +3524,98,109,96,Negative +3525,90,44,105,Positive +3526,97,120,100,Negative +3527,94,129,95,Negative +3528,99,75,95,Negative +3529,85,99,98,Positive +3530,96,87,104,Negative +3531,96,70,101,Negative +3532,89,61,104,Positive +3533,85,120,100,Positive +3534,96,123,101,Positive +3535,92,50,101,Positive +3536,97,118,98,Negative +3537,95,41,101,Positive +3538,87,105,97,Positive +3539,87,49,105,Positive +3540,94,92,104,Positive +3541,93,124,102,Positive +3542,99,128,100,Negative +3543,99,70,104,Negative +3544,92,40,101,Positive +3545,93,74,95,Negative +3546,98,72,103,Negative +3547,88,87,96,Positive +3548,85,98,99,Positive +3549,98,121,95,Negative +3550,96,93,98,Negative +3551,100,61,98,Negative +3552,100,59,105,Negative +3553,93,113,97,Negative +3554,94,52,97,Negative +3555,99,91,98,Negative +3556,92,114,103,Positive +3557,86,71,95,Positive +3558,89,89,99,Positive +3559,91,72,95,Negative +3560,85,109,100,Positive +3561,100,84,101,Negative +3562,100,87,96,Negative +3563,95,60,103,Negative +3564,86,70,105,Positive +3565,96,106,105,Negative +3566,91,87,103,Positive +3567,95,69,95,Negative +3568,96,77,102,Negative +3569,97,63,104,Negative +3570,88,80,96,Positive +3571,85,43,96,Positive +3572,86,46,103,Positive +3573,87,42,103,Positive +3574,91,50,98,Negative +3575,100,64,96,Negative +3576,88,89,98,Positive +3577,88,42,97,Positive +3578,94,94,96,Negative +3579,96,60,97,Negative +3580,86,78,99,Positive +3581,93,66,97,Negative +3582,97,98,102,Negative +3583,100,43,99,Negative +3584,86,62,98,Positive +3585,85,107,102,Positive +3586,100,96,102,Negative +3587,87,121,105,Positive +3588,97,105,103,Negative +3589,96,85,103,Negative +3590,100,127,95,Negative +3591,88,98,104,Positive +3592,96,71,97,Negative +3593,87,117,95,Positive +3594,85,59,104,Positive +3595,94,55,105,Positive +3596,93,104,98,Negative +3597,92,78,105,Positive +3598,100,46,97,Negative +3599,98,112,96,Negative +3600,93,122,101,Positive +3601,85,74,98,Positive +3602,93,70,96,Negative +3603,86,123,103,Positive +3604,93,71,104,Positive +3605,92,51,104,Positive +3606,94,107,96,Negative +3607,94,55,95,Negative +3608,88,84,98,Positive +3609,98,101,103,Negative +3610,87,128,101,Positive +3611,100,125,97,Negative +3612,92,113,104,Positive +3613,98,108,98,Negative +3614,92,127,95,Positive +3615,93,72,99,Negative +3616,94,107,97,Negative +3617,96,69,99,Negative +3618,88,91,102,Positive +3619,99,73,95,Negative +3620,95,115,98,Negative +3621,95,91,99,Negative +3622,89,118,98,Positive +3623,92,69,101,Positive +3624,93,107,101,Positive +3625,90,94,99,Negative +3626,86,106,101,Positive +3627,92,85,97,Negative +3628,96,42,101,Positive +3629,92,87,98,Negative +3630,95,98,95,Negative +3631,90,65,95,Negative +3632,100,72,97,Negative +3633,88,41,101,Positive +3634,96,64,103,Negative +3635,98,82,97,Negative +3636,93,46,102,Positive +3637,87,86,98,Positive +3638,85,58,100,Positive +3639,99,100,101,Negative +3640,95,118,101,Positive +3641,96,54,105,Negative +3642,94,85,98,Negative +3643,99,120,99,Negative +3644,87,108,100,Positive +3645,91,117,104,Positive +3646,85,104,102,Positive +3647,94,106,101,Positive +3648,85,122,98,Positive +3649,92,73,101,Positive +3650,97,89,103,Negative +3651,93,67,96,Negative +3652,93,85,97,Negative +3653,96,44,95,Negative +3654,94,49,105,Positive +3655,88,56,97,Positive +3656,100,42,102,Negative +3657,94,79,104,Positive +3658,85,69,102,Positive +3659,86,52,100,Positive +3660,87,77,98,Positive +3661,94,116,105,Positive +3662,98,110,105,Negative +3663,100,92,101,Negative +3664,87,81,102,Positive +3665,98,77,100,Negative +3666,100,40,101,Negative +3667,90,103,105,Positive +3668,86,125,102,Positive +3669,92,89,99,Negative +3670,85,97,103,Positive +3671,89,67,96,Positive +3672,91,109,99,Negative +3673,97,117,95,Negative +3674,91,53,97,Negative +3675,100,94,95,Negative +3676,90,57,103,Positive +3677,99,91,100,Negative +3678,100,119,100,Negative +3679,87,73,97,Positive +3680,93,60,97,Negative +3681,99,104,104,Negative +3682,99,87,105,Negative +3683,97,96,104,Negative +3684,97,93,104,Negative +3685,99,90,98,Negative +3686,100,80,99,Negative +3687,89,64,103,Positive +3688,97,106,103,Negative +3689,99,92,99,Negative +3690,91,105,98,Negative +3691,95,123,101,Positive +3692,94,42,101,Positive +3693,93,63,104,Positive +3694,88,102,97,Positive +3695,100,50,96,Negative +3696,86,62,98,Positive +3697,98,49,98,Negative +3698,85,93,100,Positive +3699,87,68,96,Positive +3700,91,100,99,Negative +3701,86,89,95,Positive +3702,100,123,98,Negative +3703,88,117,105,Positive +3704,94,105,97,Negative +3705,100,51,101,Negative +3706,87,83,103,Positive +3707,93,113,103,Positive +3708,94,92,96,Negative +3709,98,53,100,Negative +3710,94,61,96,Negative +3711,100,54,105,Negative +3712,86,86,101,Positive +3713,95,45,100,Negative +3714,91,117,96,Positive +3715,86,123,102,Positive +3716,99,124,101,Negative +3717,95,114,100,Negative +3718,85,46,104,Positive +3719,85,59,98,Positive +3720,95,74,99,Negative +3721,100,71,97,Negative +3722,92,44,104,Positive +3723,87,120,102,Positive +3724,95,122,97,Negative +3725,87,60,105,Positive +3726,99,116,101,Negative +3727,89,89,103,Positive +3728,90,91,105,Positive +3729,96,65,98,Negative +3730,87,122,102,Positive +3731,89,61,105,Positive +3732,96,92,104,Negative +3733,85,130,101,Positive +3734,92,62,95,Negative +3735,96,107,96,Negative +3736,99,108,101,Negative +3737,88,97,102,Positive +3738,87,72,98,Positive +3739,93,78,100,Negative +3740,100,56,103,Negative +3741,91,88,97,Negative +3742,99,48,105,Negative +3743,93,88,101,Positive +3744,85,80,97,Positive +3745,89,46,95,Positive +3746,91,49,96,Positive +3747,90,115,101,Positive +3748,87,49,103,Positive +3749,98,48,99,Negative +3750,85,81,97,Positive +3751,88,44,97,Positive +3752,87,98,97,Positive +3753,88,42,101,Positive +3754,93,116,101,Positive +3755,100,121,103,Negative +3756,97,61,102,Negative +3757,86,61,98,Positive +3758,85,110,101,Positive +3759,89,46,105,Positive +3760,94,128,100,Negative +3761,90,113,98,Positive +3762,93,110,96,Negative +3763,98,64,98,Negative +3764,85,90,96,Positive +3765,91,68,99,Negative +3766,91,97,102,Positive +3767,94,128,105,Positive +3768,96,63,103,Negative +3769,94,90,105,Positive +3770,89,119,97,Positive +3771,85,118,100,Positive +3772,91,123,103,Positive +3773,87,116,101,Positive +3774,97,104,96,Negative +3775,87,88,100,Positive +3776,96,109,103,Negative +3777,85,117,98,Positive +3778,99,104,105,Negative +3779,95,78,101,Negative +3780,87,92,105,Positive +3781,97,113,95,Negative +3782,90,66,103,Positive +3783,95,93,99,Negative +3784,86,86,101,Positive +3785,87,47,103,Positive +3786,93,78,95,Negative +3787,92,46,102,Positive +3788,95,70,95,Negative +3789,98,109,102,Negative +3790,94,115,103,Positive +3791,87,71,96,Positive +3792,99,49,99,Negative +3793,95,95,96,Negative +3794,95,99,105,Negative +3795,86,68,100,Positive +3796,87,121,96,Positive +3797,99,96,105,Negative +3798,89,47,102,Positive +3799,100,109,95,Negative +3800,94,94,99,Negative +3801,88,107,103,Positive +3802,95,90,101,Negative +3803,98,122,101,Negative +3804,97,119,103,Negative +3805,89,119,96,Positive +3806,86,95,99,Positive +3807,100,79,101,Negative +3808,95,111,101,Positive +3809,91,41,99,Positive +3810,100,66,98,Negative +3811,91,74,97,Negative +3812,98,69,95,Negative +3813,95,79,99,Negative +3814,99,61,105,Negative +3815,86,130,105,Positive +3816,87,69,102,Positive +3817,97,102,102,Negative +3818,97,77,104,Negative +3819,92,117,105,Positive +3820,90,96,101,Positive +3821,98,60,99,Negative +3822,95,61,100,Negative +3823,85,103,99,Positive +3824,93,113,101,Positive +3825,99,59,99,Negative +3826,91,119,95,Positive +3827,97,77,97,Negative +3828,99,126,95,Negative +3829,94,129,99,Negative +3830,99,83,96,Negative +3831,88,117,105,Positive +3832,86,55,102,Positive +3833,89,51,102,Positive +3834,88,71,102,Positive +3835,88,54,105,Positive +3836,89,85,101,Positive +3837,98,100,101,Negative +3838,96,83,96,Negative +3839,100,58,95,Negative +3840,89,90,95,Positive +3841,93,50,103,Positive +3842,89,126,98,Positive +3843,97,74,101,Negative +3844,95,122,102,Positive +3845,95,95,102,Negative +3846,100,106,98,Negative +3847,88,84,100,Positive +3848,100,85,100,Negative +3849,86,82,97,Positive +3850,96,93,103,Negative +3851,98,50,100,Negative +3852,100,66,98,Negative +3853,90,85,100,Negative +3854,93,97,101,Positive +3855,99,108,104,Negative +3856,86,45,103,Positive +3857,95,104,98,Negative +3858,89,126,97,Positive +3859,92,103,95,Negative +3860,87,47,98,Positive +3861,90,118,100,Positive +3862,92,45,98,Positive +3863,87,75,104,Positive +3864,96,129,101,Positive +3865,95,76,103,Negative +3866,92,92,98,Negative +3867,100,55,101,Negative +3868,99,75,97,Negative +3869,95,100,102,Negative +3870,100,104,95,Negative +3871,87,97,102,Positive +3872,90,108,100,Negative +3873,85,41,101,Positive +3874,92,107,105,Positive +3875,99,100,97,Negative +3876,87,110,103,Positive +3877,85,118,99,Positive +3878,98,52,97,Negative +3879,99,77,99,Negative +3880,86,110,96,Positive +3881,97,99,98,Negative +3882,94,106,97,Negative +3883,92,58,97,Negative +3884,99,125,104,Negative +3885,97,68,101,Negative +3886,85,116,95,Positive +3887,87,99,105,Positive +3888,96,125,101,Positive +3889,86,77,104,Positive +3890,94,113,103,Positive +3891,87,125,103,Positive +3892,85,74,102,Positive +3893,89,128,105,Positive +3894,99,99,99,Negative +3895,99,123,105,Negative +3896,93,76,102,Positive +3897,86,62,96,Positive +3898,86,70,102,Positive +3899,99,51,98,Negative +3900,93,121,105,Positive +3901,99,95,101,Negative +3902,97,99,95,Negative +3903,97,86,100,Negative +3904,90,77,96,Negative +3905,85,96,102,Positive +3906,85,55,100,Positive +3907,99,106,100,Negative +3908,87,82,101,Positive +3909,91,53,105,Positive +3910,97,43,103,Negative +3911,96,85,104,Negative +3912,91,68,95,Negative +3913,93,77,97,Negative +3914,98,58,99,Negative +3915,85,75,99,Positive +3916,93,93,97,Negative +3917,95,109,95,Negative +3918,91,70,105,Positive +3919,87,101,96,Positive +3920,91,112,102,Positive +3921,95,69,104,Negative +3922,92,44,99,Positive +3923,100,65,104,Negative +3924,91,40,103,Positive +3925,95,77,96,Negative +3926,97,112,101,Negative +3927,90,44,104,Positive +3928,95,43,105,Positive +3929,95,64,95,Negative +3930,95,108,102,Negative +3931,93,99,96,Negative +3932,94,99,97,Negative +3933,91,110,102,Positive +3934,86,104,95,Positive +3935,98,116,99,Negative +3936,98,104,103,Negative +3937,91,41,105,Positive +3938,91,116,99,Positive +3939,92,111,97,Positive +3940,93,70,103,Positive +3941,99,74,103,Negative +3942,95,77,98,Negative +3943,90,54,101,Positive +3944,93,82,95,Negative +3945,88,109,100,Positive +3946,88,118,105,Positive +3947,100,52,101,Negative +3948,87,76,102,Positive +3949,94,55,103,Positive +3950,92,127,96,Positive +3951,97,67,104,Negative +3952,87,70,105,Positive +3953,95,74,103,Negative +3954,98,83,99,Negative +3955,90,60,101,Positive +3956,91,51,104,Positive +3957,85,52,98,Positive +3958,100,124,102,Negative +3959,97,89,101,Negative +3960,100,127,98,Negative +3961,87,71,101,Positive +3962,95,125,101,Positive +3963,97,127,104,Negative +3964,86,115,102,Positive +3965,92,81,95,Negative +3966,94,79,97,Negative +3967,100,98,95,Negative +3968,85,44,105,Positive +3969,92,54,95,Negative +3970,90,99,100,Negative +3971,93,96,95,Negative +3972,89,71,101,Positive +3973,90,94,97,Negative +3974,87,90,97,Positive +3975,86,65,103,Positive +3976,100,108,98,Negative +3977,86,48,100,Positive +3978,86,96,100,Positive +3979,96,104,97,Negative +3980,88,61,97,Positive +3981,91,114,97,Positive +3982,88,59,105,Positive +3983,91,55,103,Positive +3984,95,58,96,Negative +3985,92,87,97,Negative +3986,99,128,95,Negative +3987,93,105,97,Negative +3988,86,106,102,Positive +3989,91,86,105,Positive +3990,87,77,104,Positive +3991,92,127,104,Positive +3992,87,41,101,Positive +3993,90,118,98,Positive +3994,89,130,102,Positive +3995,87,60,97,Positive +3996,95,56,97,Negative +3997,85,81,100,Positive +3998,96,48,105,Positive +3999,95,66,97,Negative +4000,97,50,105,Negative +4001,100,112,97,Negative +4002,91,61,100,Negative +4003,97,96,105,Negative +4004,99,68,105,Negative +4005,99,62,100,Negative +4006,90,120,102,Positive +4007,98,69,95,Negative +4008,94,53,97,Negative +4009,96,45,100,Negative +4010,97,121,104,Negative +4011,99,117,105,Negative +4012,92,98,99,Negative +4013,98,58,99,Negative +4014,97,54,98,Negative +4015,86,118,98,Positive +4016,96,95,96,Negative +4017,95,47,95,Negative +4018,98,91,100,Negative +4019,95,46,100,Negative +4020,85,83,102,Positive +4021,98,103,99,Negative +4022,86,110,95,Positive +4023,91,110,99,Negative +4024,97,130,100,Negative +4025,97,97,103,Negative +4026,99,55,103,Negative +4027,96,115,98,Negative +4028,87,51,97,Positive +4029,97,85,96,Negative +4030,89,122,97,Positive +4031,93,46,99,Negative +4032,92,83,97,Negative +4033,97,60,103,Negative +4034,85,99,104,Positive +4035,92,51,98,Negative +4036,87,78,104,Positive +4037,91,48,98,Positive +4038,90,71,100,Negative +4039,98,113,99,Negative +4040,86,48,102,Positive +4041,96,50,103,Negative +4042,93,127,104,Positive +4043,100,70,102,Negative +4044,92,59,98,Negative +4045,99,120,99,Negative +4046,89,128,99,Positive +4047,96,104,99,Negative +4048,90,70,99,Negative +4049,91,68,96,Negative +4050,91,77,95,Negative +4051,90,93,97,Negative +4052,87,58,95,Positive +4053,87,75,101,Positive +4054,99,64,101,Negative +4055,100,85,99,Negative +4056,98,57,104,Negative +4057,85,69,99,Positive +4058,93,98,104,Positive +4059,89,93,99,Positive +4060,95,62,103,Negative +4061,90,80,97,Negative +4062,97,75,102,Negative +4063,93,44,102,Positive +4064,94,125,97,Negative +4065,94,89,103,Positive +4066,89,74,99,Positive +4067,94,79,102,Positive +4068,87,111,99,Positive +4069,85,95,100,Positive +4070,91,55,102,Positive +4071,95,56,99,Negative +4072,89,117,97,Positive +4073,96,82,102,Negative +4074,85,66,98,Positive +4075,88,111,95,Positive +4076,86,63,99,Positive +4077,95,82,104,Negative +4078,92,80,105,Positive +4079,99,72,100,Negative +4080,98,76,96,Negative +4081,86,48,104,Positive +4082,100,70,105,Negative +4083,90,83,96,Negative +4084,93,67,99,Negative +4085,90,92,99,Negative +4086,87,92,103,Positive +4087,92,93,98,Negative +4088,99,112,95,Negative +4089,98,57,99,Negative +4090,93,102,96,Negative +4091,100,105,100,Negative +4092,88,106,99,Positive +4093,96,96,99,Negative +4094,93,110,104,Positive +4095,87,42,99,Positive +4096,95,89,95,Negative +4097,97,44,103,Negative +4098,100,47,100,Negative +4099,91,107,96,Negative +4100,95,55,102,Negative +4101,90,96,104,Positive +4102,93,104,105,Positive +4103,97,88,102,Negative +4104,94,107,96,Negative +4105,89,112,105,Positive +4106,89,95,102,Positive +4107,95,80,96,Negative +4108,93,110,99,Negative +4109,91,123,95,Positive +4110,94,82,96,Negative +4111,96,117,98,Negative +4112,89,94,104,Positive +4113,95,77,96,Negative +4114,88,97,95,Positive +4115,85,68,96,Positive +4116,91,130,98,Positive +4117,92,107,105,Positive +4118,86,70,97,Positive +4119,100,90,103,Negative +4120,100,71,104,Negative +4121,92,111,100,Positive +4122,97,110,101,Negative +4123,97,113,105,Negative +4124,91,126,97,Positive +4125,88,63,95,Positive +4126,88,42,103,Positive +4127,100,69,99,Negative +4128,97,127,102,Negative +4129,94,96,96,Negative +4130,96,86,104,Negative +4131,92,119,102,Positive +4132,95,42,98,Negative +4133,97,119,103,Negative +4134,98,80,102,Negative +4135,91,115,105,Positive +4136,96,95,99,Negative +4137,100,62,99,Negative +4138,100,110,98,Negative +4139,91,43,97,Positive +4140,85,96,97,Positive +4141,88,82,99,Positive +4142,89,110,98,Positive +4143,93,128,103,Positive +4144,92,47,95,Positive +4145,87,67,102,Positive +4146,85,101,105,Positive +4147,98,67,98,Negative +4148,87,99,102,Positive +4149,95,65,96,Negative +4150,100,130,101,Negative +4151,100,41,97,Negative +4152,95,52,102,Negative +4153,96,126,103,Positive +4154,85,74,105,Positive +4155,90,84,98,Negative +4156,98,92,99,Negative +4157,90,74,98,Negative +4158,86,88,103,Positive +4159,92,113,101,Positive +4160,97,54,99,Negative +4161,96,83,98,Negative +4162,90,94,100,Negative +4163,87,126,105,Positive +4164,97,41,101,Negative +4165,99,44,102,Negative +4166,91,121,101,Positive +4167,89,58,101,Positive +4168,94,88,105,Positive +4169,96,84,96,Negative +4170,93,53,97,Negative +4171,100,66,100,Negative +4172,87,54,105,Positive +4173,98,48,101,Negative +4174,93,60,104,Positive +4175,97,56,102,Negative +4176,90,107,100,Negative +4177,85,129,104,Positive +4178,89,119,99,Positive +4179,85,46,96,Positive +4180,95,82,104,Negative +4181,91,59,105,Positive +4182,93,115,99,Negative +4183,95,61,100,Negative +4184,90,123,105,Positive +4185,100,90,100,Negative +4186,96,46,100,Negative +4187,100,129,101,Negative +4188,88,120,99,Positive +4189,92,89,99,Negative +4190,96,66,98,Negative +4191,92,66,102,Positive +4192,89,64,95,Positive +4193,91,118,98,Positive +4194,85,95,95,Positive +4195,88,93,97,Positive +4196,95,62,102,Negative +4197,95,56,101,Negative +4198,86,71,101,Positive +4199,99,52,98,Negative +4200,96,123,104,Positive +4201,87,50,99,Positive +4202,87,73,98,Positive +4203,92,91,104,Positive +4204,97,117,97,Negative +4205,89,83,105,Positive +4206,85,48,103,Positive +4207,88,110,98,Positive +4208,87,128,102,Positive +4209,88,93,99,Positive +4210,99,69,105,Negative +4211,94,43,98,Negative +4212,87,50,105,Positive +4213,88,69,95,Positive +4214,95,68,97,Negative +4215,94,62,95,Negative +4216,92,84,99,Negative +4217,95,59,99,Negative +4218,91,74,103,Positive +4219,90,101,104,Positive +4220,94,103,98,Negative +4221,97,130,103,Negative +4222,100,59,103,Negative +4223,99,121,95,Negative +4224,87,42,97,Positive +4225,86,82,103,Positive +4226,97,97,101,Negative +4227,89,124,104,Positive +4228,89,79,104,Positive +4229,92,81,102,Positive +4230,94,63,100,Negative +4231,90,69,98,Negative +4232,99,105,103,Negative +4233,88,123,99,Positive +4234,94,104,97,Negative +4235,85,62,99,Positive +4236,95,42,95,Negative +4237,94,129,100,Negative +4238,93,103,102,Positive +4239,89,117,100,Positive +4240,100,46,104,Negative +4241,87,64,97,Positive +4242,92,47,105,Positive +4243,96,84,95,Negative +4244,94,102,97,Negative +4245,100,103,99,Negative +4246,99,112,105,Negative +4247,87,101,97,Positive +4248,87,96,95,Positive +4249,100,130,97,Negative +4250,87,108,96,Positive +4251,99,66,103,Negative +4252,86,74,103,Positive +4253,86,111,98,Positive +4254,87,78,97,Positive +4255,95,86,99,Negative +4256,92,96,98,Negative +4257,92,95,98,Negative +4258,86,113,105,Positive +4259,96,128,101,Positive +4260,88,126,102,Positive +4261,100,72,100,Negative +4262,91,104,103,Positive +4263,87,95,99,Positive +4264,86,107,98,Positive +4265,95,78,98,Negative +4266,96,108,98,Negative +4267,90,66,97,Negative +4268,100,88,105,Negative +4269,90,87,96,Negative +4270,95,62,102,Negative +4271,90,64,98,Negative +4272,87,119,102,Positive +4273,96,42,97,Negative +4274,88,74,101,Positive +4275,91,125,99,Positive +4276,99,119,102,Negative +4277,86,43,98,Positive +4278,98,51,100,Negative +4279,98,111,99,Negative +4280,99,60,104,Negative +4281,87,96,95,Positive +4282,92,71,98,Negative +4283,87,117,99,Positive +4284,94,87,95,Negative +4285,87,106,104,Positive +4286,89,68,101,Positive +4287,95,58,99,Negative +4288,93,56,98,Negative +4289,96,129,99,Negative +4290,96,60,103,Negative +4291,92,71,99,Negative +4292,87,62,95,Positive +4293,96,114,104,Positive +4294,95,60,103,Negative +4295,100,81,101,Negative +4296,95,46,101,Positive +4297,91,75,105,Positive +4298,95,127,98,Negative +4299,93,73,99,Negative +4300,96,55,105,Negative +4301,95,82,102,Negative +4302,91,98,97,Negative +4303,97,69,95,Negative +4304,98,61,95,Negative +4305,85,56,104,Positive +4306,99,70,105,Negative +4307,89,70,100,Positive +4308,100,68,96,Negative +4309,86,80,101,Positive +4310,100,42,96,Negative +4311,95,50,99,Negative +4312,95,51,103,Negative +4313,95,104,101,Negative +4314,95,87,99,Negative +4315,97,59,101,Negative +4316,94,43,96,Negative +4317,93,110,99,Negative +4318,95,105,99,Negative +4319,95,113,101,Positive +4320,93,67,105,Positive +4321,94,46,98,Negative +4322,96,77,97,Negative +4323,89,129,105,Positive +4324,86,56,101,Positive +4325,88,128,99,Positive +4326,87,69,104,Positive +4327,92,44,99,Positive +4328,96,99,96,Negative +4329,91,52,102,Positive +4330,89,60,96,Positive +4331,93,115,98,Negative +4332,95,103,103,Negative +4333,89,68,98,Positive +4334,92,100,95,Negative +4335,99,56,103,Negative +4336,97,69,101,Negative +4337,90,104,102,Positive +4338,85,125,101,Positive +4339,86,125,95,Positive +4340,91,119,95,Positive +4341,90,123,96,Positive +4342,86,101,102,Positive +4343,87,45,100,Positive +4344,91,70,99,Negative +4345,99,77,97,Negative +4346,99,96,98,Negative +4347,85,97,96,Positive +4348,97,65,102,Negative +4349,87,91,95,Positive +4350,100,101,105,Negative +4351,94,73,102,Positive +4352,87,104,101,Positive +4353,99,100,101,Negative +4354,96,114,97,Negative +4355,88,111,104,Positive +4356,99,88,100,Negative +4357,97,98,97,Negative +4358,98,62,101,Negative +4359,90,64,105,Positive +4360,86,52,99,Positive +4361,97,72,96,Negative +4362,96,124,99,Negative +4363,98,85,101,Negative +4364,96,74,105,Negative +4365,89,51,98,Positive +4366,89,120,95,Positive +4367,85,55,96,Positive +4368,92,40,100,Positive +4369,87,105,102,Positive +4370,85,62,98,Positive +4371,87,122,105,Positive +4372,88,124,103,Positive +4373,98,58,103,Negative +4374,94,113,96,Negative +4375,85,69,98,Positive +4376,95,82,104,Negative +4377,99,111,98,Negative +4378,99,129,100,Negative +4379,95,90,98,Negative +4380,94,82,96,Negative +4381,87,54,104,Positive +4382,97,124,98,Negative +4383,93,43,102,Positive +4384,86,88,96,Positive +4385,89,85,99,Positive +4386,85,88,97,Positive +4387,95,110,103,Negative +4388,100,78,104,Negative +4389,91,110,96,Negative +4390,87,55,103,Positive +4391,91,127,103,Positive +4392,99,120,99,Negative +4393,87,101,102,Positive +4394,85,52,95,Positive +4395,91,126,105,Positive +4396,86,60,98,Positive +4397,90,71,95,Negative +4398,93,109,104,Positive +4399,85,74,97,Positive +4400,88,115,105,Positive +4401,94,60,100,Negative +4402,96,52,105,Negative +4403,98,98,101,Negative +4404,87,120,98,Positive +4405,93,129,95,Negative +4406,97,104,102,Negative +4407,100,72,103,Negative +4408,88,79,103,Positive +4409,95,104,98,Negative +4410,94,105,97,Negative +4411,97,128,102,Negative +4412,96,111,96,Negative +4413,90,116,98,Positive +4414,92,79,104,Positive +4415,90,92,98,Negative +4416,90,85,96,Negative +4417,88,99,95,Positive +4418,100,116,101,Negative +4419,88,76,105,Positive +4420,91,75,99,Negative +4421,88,114,102,Positive +4422,90,108,103,Positive +4423,92,108,105,Positive +4424,86,60,98,Positive +4425,87,103,103,Positive +4426,95,107,98,Negative +4427,92,83,100,Negative +4428,85,120,97,Positive +4429,100,60,96,Negative +4430,97,123,103,Negative +4431,89,112,103,Positive +4432,94,58,100,Negative +4433,86,120,95,Positive +4434,88,71,95,Positive +4435,85,43,104,Positive +4436,88,42,96,Positive +4437,99,118,95,Negative +4438,91,83,96,Negative +4439,93,126,101,Positive +4440,96,46,95,Negative +4441,97,123,99,Negative +4442,85,114,95,Positive +4443,99,68,99,Negative +4444,87,79,97,Positive +4445,91,61,95,Negative +4446,95,106,95,Negative +4447,91,90,97,Negative +4448,98,61,105,Negative +4449,89,59,98,Positive +4450,100,104,98,Negative +4451,87,96,102,Positive +4452,98,43,102,Negative +4453,88,128,99,Positive +4454,91,94,103,Positive +4455,92,42,100,Positive +4456,85,67,99,Positive +4457,93,49,101,Positive +4458,100,117,97,Negative +4459,94,110,95,Negative +4460,87,40,104,Positive +4461,99,50,97,Negative +4462,99,117,102,Negative +4463,87,112,99,Positive +4464,100,99,99,Negative +4465,92,124,95,Positive +4466,92,103,101,Positive +4467,92,108,97,Negative +4468,91,101,96,Negative +4469,92,92,100,Negative +4470,92,81,96,Negative +4471,91,42,101,Positive +4472,96,47,104,Positive +4473,99,106,105,Negative +4474,93,119,98,Negative +4475,97,81,98,Negative +4476,91,64,104,Positive +4477,100,45,101,Negative +4478,97,73,103,Negative +4479,100,114,98,Negative +4480,98,109,102,Negative +4481,100,48,98,Negative +4482,93,89,103,Positive +4483,92,84,95,Negative +4484,92,79,104,Positive +4485,93,55,96,Negative +4486,95,72,100,Negative +4487,88,77,105,Positive +4488,98,104,102,Negative +4489,92,94,97,Negative +4490,96,56,95,Negative +4491,97,107,95,Negative +4492,90,70,95,Negative +4493,96,89,105,Negative +4494,97,123,101,Negative +4495,92,98,101,Positive +4496,93,119,100,Negative +4497,98,79,101,Negative +4498,86,40,104,Positive +4499,94,65,98,Negative +4500,99,50,98,Negative +4501,92,62,103,Positive +4502,85,92,103,Positive +4503,93,65,96,Negative +4504,91,119,97,Positive +4505,90,64,101,Positive +4506,88,62,104,Positive +4507,90,96,103,Positive +4508,100,94,98,Negative +4509,91,108,103,Positive +4510,95,84,100,Negative +4511,100,107,104,Negative +4512,97,47,98,Negative +4513,100,81,99,Negative +4514,91,68,103,Positive +4515,98,61,104,Negative +4516,96,45,102,Positive +4517,98,67,105,Negative +4518,98,103,95,Negative +4519,88,96,95,Positive +4520,95,130,100,Negative +4521,95,106,102,Negative +4522,96,88,95,Negative +4523,93,46,103,Positive +4524,94,57,99,Negative +4525,95,110,98,Negative +4526,85,61,101,Positive +4527,88,85,101,Positive +4528,93,129,99,Negative +4529,91,123,102,Positive +4530,96,83,98,Negative +4531,93,60,95,Negative +4532,91,98,102,Positive +4533,95,49,95,Negative +4534,95,47,98,Negative +4535,93,101,95,Negative +4536,89,55,100,Positive +4537,97,110,95,Negative +4538,87,116,101,Positive +4539,97,43,104,Negative +4540,97,70,102,Negative +4541,90,64,99,Negative +4542,87,106,98,Positive +4543,95,49,104,Positive +4544,88,45,104,Positive +4545,95,92,102,Negative +4546,96,56,95,Negative +4547,90,42,96,Positive +4548,92,116,102,Positive +4549,86,77,97,Positive +4550,91,114,103,Positive +4551,99,129,100,Negative +4552,87,42,101,Positive +4553,94,116,103,Positive +4554,94,129,103,Positive +4555,86,91,98,Positive +4556,96,40,99,Negative +4557,86,127,96,Positive +4558,97,113,101,Negative +4559,95,57,104,Negative +4560,92,88,101,Positive +4561,88,73,97,Positive +4562,90,106,103,Positive +4563,100,115,100,Negative +4564,87,80,103,Positive +4565,90,66,100,Negative +4566,85,128,98,Positive +4567,89,85,105,Positive +4568,85,101,105,Positive +4569,98,118,99,Negative +4570,91,41,98,Positive +4571,95,77,95,Negative +4572,95,108,100,Negative +4573,89,72,98,Positive +4574,93,41,100,Negative +4575,85,79,98,Positive +4576,87,45,102,Positive +4577,85,73,97,Positive +4578,87,86,100,Positive +4579,91,106,99,Negative +4580,100,66,99,Negative +4581,90,99,104,Positive +4582,94,125,102,Positive +4583,98,104,95,Negative +4584,86,40,98,Positive +4585,96,75,96,Negative +4586,96,111,100,Negative +4587,89,89,101,Positive +4588,97,121,103,Negative +4589,88,118,100,Positive +4590,96,46,98,Negative +4591,100,58,97,Negative +4592,100,112,105,Negative +4593,98,42,95,Negative +4594,95,44,101,Positive +4595,93,45,95,Negative +4596,91,42,104,Positive +4597,94,108,101,Positive +4598,87,51,98,Positive +4599,94,66,102,Positive +4600,100,92,96,Negative +4601,90,128,95,Positive +4602,86,103,96,Positive +4603,88,59,104,Positive +4604,93,115,95,Negative +4605,100,107,96,Negative +4606,100,114,100,Negative +4607,91,110,98,Negative +4608,90,98,96,Negative +4609,91,63,95,Negative +4610,88,123,99,Positive +4611,90,46,96,Positive +4612,85,85,99,Positive +4613,87,74,99,Positive +4614,91,63,100,Negative +4615,89,118,104,Positive +4616,95,63,99,Negative +4617,92,44,101,Positive +4618,93,61,104,Positive +4619,85,101,97,Positive +4620,97,116,101,Negative +4621,88,123,103,Positive +4622,96,114,102,Positive +4623,100,126,98,Negative +4624,91,82,100,Negative +4625,86,105,103,Positive +4626,87,106,101,Positive +4627,98,118,102,Negative +4628,100,124,102,Negative +4629,96,100,105,Negative +4630,94,88,100,Negative +4631,85,75,100,Positive +4632,98,75,103,Negative +4633,93,126,105,Positive +4634,91,79,103,Positive +4635,96,121,96,Negative +4636,97,96,103,Negative +4637,96,122,103,Positive +4638,97,53,97,Negative +4639,96,56,95,Negative +4640,98,45,96,Negative +4641,88,113,98,Positive +4642,99,126,104,Negative +4643,93,57,95,Negative +4644,94,115,101,Positive +4645,96,113,103,Positive +4646,93,110,100,Negative +4647,88,46,104,Positive +4648,85,47,96,Positive +4649,98,116,99,Negative +4650,99,119,97,Negative +4651,98,51,99,Negative +4652,96,41,100,Negative +4653,100,57,105,Negative +4654,98,59,102,Negative +4655,88,118,99,Positive +4656,86,75,98,Positive +4657,87,94,101,Positive +4658,92,95,97,Negative +4659,95,129,101,Positive +4660,98,70,104,Negative +4661,97,113,105,Negative +4662,92,102,98,Negative +4663,96,93,105,Negative +4664,88,56,96,Positive +4665,87,45,95,Positive +4666,93,101,101,Positive +4667,100,107,98,Negative +4668,90,94,97,Negative +4669,91,121,103,Positive +4670,85,87,104,Positive +4671,96,76,102,Negative +4672,98,42,100,Negative +4673,99,83,95,Negative +4674,91,70,104,Positive +4675,91,68,103,Positive +4676,97,40,105,Negative +4677,99,101,95,Negative +4678,89,96,95,Positive +4679,94,86,96,Negative +4680,96,103,103,Negative +4681,86,105,105,Positive +4682,92,103,97,Negative +4683,98,61,100,Negative +4684,95,63,96,Negative +4685,86,106,103,Positive +4686,88,72,104,Positive +4687,93,95,98,Negative +4688,99,71,105,Negative +4689,91,92,99,Negative +4690,98,87,96,Negative +4691,100,59,99,Negative +4692,95,40,102,Positive +4693,99,61,103,Negative +4694,86,87,100,Positive +4695,90,115,102,Positive +4696,91,52,104,Positive +4697,92,79,96,Negative +4698,98,92,98,Negative +4699,100,97,99,Negative +4700,98,46,95,Negative +4701,92,63,100,Negative +4702,92,43,104,Positive +4703,94,113,103,Positive +4704,86,120,105,Positive +4705,99,109,99,Negative +4706,90,40,104,Positive +4707,96,42,103,Positive +4708,94,98,98,Negative +4709,97,66,103,Negative +4710,99,125,100,Negative +4711,87,65,98,Positive +4712,94,93,100,Negative +4713,93,124,105,Positive +4714,99,121,105,Negative +4715,100,44,101,Negative +4716,90,109,97,Negative +4717,89,58,104,Positive +4718,97,116,95,Negative +4719,100,99,101,Negative +4720,85,108,105,Positive +4721,99,57,100,Negative +4722,88,128,102,Positive +4723,86,116,103,Positive +4724,96,91,98,Negative +4725,91,81,96,Negative +4726,97,87,96,Negative +4727,93,79,104,Positive +4728,100,53,100,Negative +4729,91,77,95,Negative +4730,93,106,98,Negative +4731,89,62,95,Positive +4732,94,68,97,Negative +4733,98,117,100,Negative +4734,86,82,98,Positive +4735,90,96,95,Negative +4736,100,99,105,Negative +4737,93,67,97,Negative +4738,95,110,104,Negative +4739,100,53,104,Negative +4740,91,86,100,Negative +4741,99,85,95,Negative +4742,86,60,97,Positive +4743,92,122,98,Positive +4744,91,102,103,Positive +4745,94,91,104,Positive +4746,97,53,97,Negative +4747,95,65,98,Negative +4748,97,51,98,Negative +4749,99,103,102,Negative +4750,98,74,95,Negative +4751,96,58,98,Negative +4752,91,70,103,Positive +4753,91,115,97,Positive +4754,99,99,98,Negative +4755,93,57,101,Positive +4756,98,130,105,Negative +4757,91,103,99,Negative +4758,100,66,101,Negative +4759,85,85,95,Positive +4760,91,101,100,Negative +4761,94,105,102,Positive +4762,98,87,99,Negative +4763,97,86,99,Negative +4764,91,120,101,Positive +4765,93,111,103,Positive +4766,85,128,95,Positive +4767,96,96,102,Negative +4768,90,106,105,Positive +4769,99,83,100,Negative +4770,95,90,103,Negative +4771,92,123,96,Positive +4772,99,83,103,Negative +4773,85,105,105,Positive +4774,97,116,97,Negative +4775,88,68,104,Positive +4776,93,47,103,Positive +4777,87,41,95,Positive +4778,97,118,104,Negative +4779,88,101,101,Positive +4780,90,61,105,Positive +4781,95,41,97,Negative +4782,92,82,98,Negative +4783,86,40,95,Positive +4784,88,47,104,Positive +4785,87,77,96,Positive +4786,97,99,103,Negative +4787,88,55,96,Positive +4788,100,93,95,Negative +4789,90,74,98,Negative +4790,95,98,99,Negative +4791,98,107,99,Negative +4792,89,60,98,Positive +4793,93,42,102,Positive +4794,95,110,100,Negative +4795,89,86,101,Positive +4796,93,124,99,Negative +4797,94,96,95,Negative +4798,99,49,99,Negative +4799,88,65,98,Positive +4800,95,127,96,Negative +4801,92,123,104,Positive +4802,95,65,102,Negative +4803,100,56,101,Negative +4804,100,69,98,Negative +4805,95,80,98,Negative +4806,99,50,97,Negative +4807,97,84,104,Negative +4808,93,92,99,Negative +4809,92,100,99,Negative +4810,99,107,101,Negative +4811,92,121,102,Positive +4812,87,75,105,Positive +4813,88,124,99,Positive +4814,90,86,104,Positive +4815,91,69,95,Negative +4816,92,105,101,Positive +4817,89,104,99,Positive +4818,94,105,100,Negative +4819,89,55,98,Positive +4820,100,73,98,Negative +4821,89,101,105,Positive +4822,99,60,103,Negative +4823,98,43,100,Negative +4824,88,128,100,Positive +4825,99,130,97,Negative +4826,85,66,99,Positive +4827,96,107,96,Negative +4828,92,103,95,Negative +4829,95,130,105,Positive +4830,96,59,95,Negative +4831,92,120,105,Positive +4832,95,84,98,Negative +4833,90,42,105,Positive +4834,100,88,104,Negative +4835,100,119,100,Negative +4836,97,112,104,Negative +4837,97,81,99,Negative +4838,98,102,95,Negative +4839,90,114,103,Positive +4840,97,96,100,Negative +4841,97,64,95,Negative +4842,91,104,95,Negative +4843,100,74,104,Negative +4844,86,121,100,Positive +4845,92,65,97,Negative +4846,100,91,102,Negative +4847,94,73,103,Positive +4848,96,125,105,Positive +4849,88,80,95,Positive +4850,93,61,98,Negative +4851,93,72,102,Positive +4852,93,61,104,Positive +4853,93,71,103,Positive +4854,94,66,96,Negative +4855,94,62,105,Positive +4856,99,100,102,Negative +4857,88,61,100,Positive +4858,99,95,97,Negative +4859,92,53,103,Positive +4860,85,49,105,Positive +4861,97,65,105,Negative +4862,98,54,105,Negative +4863,93,109,103,Positive +4864,99,86,102,Negative +4865,87,56,97,Positive +4866,93,42,105,Positive +4867,87,85,97,Positive +4868,94,75,98,Negative +4869,96,66,103,Negative +4870,92,50,99,Negative +4871,93,120,97,Negative +4872,88,59,96,Positive +4873,100,130,95,Negative +4874,85,111,103,Positive +4875,93,107,99,Negative +4876,99,89,98,Negative +4877,96,115,104,Positive +4878,98,120,100,Negative +4879,99,49,103,Negative +4880,96,87,99,Negative +4881,100,113,104,Negative +4882,96,64,101,Negative +4883,97,127,101,Negative +4884,93,78,98,Negative +4885,90,104,97,Negative +4886,93,124,95,Negative +4887,91,63,96,Negative +4888,96,84,96,Negative +4889,86,70,100,Positive +4890,91,104,98,Negative +4891,91,91,97,Negative +4892,96,130,100,Negative +4893,87,92,103,Positive +4894,89,121,98,Positive +4895,94,101,100,Negative +4896,89,59,98,Positive +4897,95,89,105,Negative +4898,91,47,105,Positive +4899,99,61,96,Negative +4900,98,54,105,Negative +4901,93,82,102,Positive +4902,85,81,95,Positive +4903,89,105,97,Positive +4904,89,61,96,Positive +4905,98,113,105,Negative +4906,93,60,101,Positive +4907,93,65,105,Positive +4908,85,79,102,Positive +4909,98,99,100,Negative +4910,95,107,96,Negative +4911,97,70,98,Negative +4912,88,44,97,Positive +4913,88,116,101,Positive +4914,94,69,97,Negative +4915,89,110,102,Positive +4916,91,109,102,Positive +4917,89,88,102,Positive +4918,91,67,105,Positive +4919,91,121,98,Positive +4920,92,120,103,Positive +4921,94,51,102,Positive +4922,98,106,98,Negative +4923,97,69,98,Negative +4924,94,120,102,Positive +4925,92,113,104,Positive +4926,85,88,102,Positive +4927,89,130,101,Positive +4928,93,63,101,Positive +4929,97,58,104,Negative +4930,96,90,96,Negative +4931,90,80,101,Positive +4932,88,94,95,Positive +4933,98,121,103,Negative +4934,88,97,95,Positive +4935,88,112,103,Positive +4936,88,79,96,Positive +4937,97,61,97,Negative +4938,87,61,104,Positive +4939,93,62,105,Positive +4940,92,85,102,Positive +4941,90,110,105,Positive +4942,89,111,104,Positive +4943,87,107,102,Positive +4944,94,87,95,Negative +4945,100,64,103,Negative +4946,85,125,101,Positive +4947,92,70,99,Negative +4948,93,51,105,Positive +4949,98,63,102,Negative +4950,86,47,97,Positive +4951,99,99,100,Negative +4952,88,101,105,Positive +4953,94,63,102,Positive +4954,97,86,99,Negative +4955,86,67,96,Positive +4956,98,119,104,Negative +4957,100,52,96,Negative +4958,85,64,103,Positive +4959,90,96,95,Negative +4960,90,64,104,Positive +4961,97,46,99,Negative +4962,93,84,102,Positive +4963,100,88,95,Negative +4964,88,65,95,Positive +4965,87,120,103,Positive +4966,89,116,102,Positive +4967,98,124,98,Negative +4968,87,118,105,Positive +4969,98,113,96,Negative +4970,91,111,100,Positive +4971,93,85,101,Positive +4972,98,55,105,Negative +4973,88,101,102,Positive +4974,91,77,98,Negative +4975,100,87,97,Negative +4976,94,111,96,Negative +4977,89,81,103,Positive +4978,98,96,96,Negative +4979,90,108,97,Negative +4980,86,116,100,Positive +4981,98,61,96,Negative +4982,86,126,104,Positive +4983,86,60,102,Positive +4984,89,79,99,Positive +4985,86,126,104,Positive +4986,92,96,95,Negative +4987,92,48,101,Positive +4988,93,81,101,Positive +4989,85,51,100,Positive +4990,90,121,100,Positive +4991,92,103,101,Positive +4992,89,95,96,Positive +4993,88,73,98,Positive +4994,100,88,105,Negative +4995,100,74,95,Negative +4996,85,49,104,Positive +4997,89,58,96,Positive +4998,96,40,105,Positive +4999,88,78,105,Positive +5000,99,107,99,Negative +5001,88,113,100,Positive +5002,100,54,103,Negative +5003,92,53,101,Positive +5004,87,85,97,Positive +5005,86,54,95,Positive +5006,99,102,102,Negative +5007,86,129,97,Positive +5008,95,78,98,Negative +5009,87,63,105,Positive +5010,87,61,95,Positive +5011,98,107,98,Negative +5012,88,54,96,Positive +5013,100,50,100,Negative +5014,86,85,97,Positive +5015,90,79,105,Positive +5016,90,84,102,Positive +5017,88,97,105,Positive +5018,90,119,96,Positive +5019,93,50,104,Positive +5020,86,70,95,Positive +5021,90,85,96,Negative +5022,88,112,100,Positive +5023,85,107,99,Positive +5024,91,73,103,Positive +5025,98,52,95,Negative +5026,92,61,99,Negative +5027,99,102,95,Negative +5028,99,128,104,Negative +5029,85,100,95,Positive +5030,94,97,96,Negative +5031,87,109,104,Positive +5032,87,122,104,Positive +5033,87,83,101,Positive +5034,94,55,95,Negative +5035,98,42,96,Negative +5036,96,98,95,Negative +5037,90,66,105,Positive +5038,87,48,99,Positive +5039,96,66,104,Negative +5040,94,43,105,Positive +5041,90,112,99,Positive +5042,86,61,97,Positive +5043,94,44,103,Positive +5044,94,78,97,Negative +5045,95,126,100,Negative +5046,87,74,100,Positive +5047,91,40,101,Positive +5048,89,120,98,Positive +5049,94,119,97,Negative +5050,100,42,103,Negative +5051,86,68,95,Positive +5052,96,83,102,Negative +5053,86,118,102,Positive +5054,98,57,98,Negative +5055,100,40,103,Negative +5056,90,116,102,Positive +5057,89,74,102,Positive +5058,93,89,101,Positive +5059,96,126,101,Positive +5060,97,54,99,Negative +5061,92,45,105,Positive +5062,87,110,101,Positive +5063,96,77,101,Negative +5064,86,81,101,Positive +5065,100,44,104,Negative +5066,87,73,97,Positive +5067,98,43,105,Negative +5068,94,61,98,Negative +5069,99,59,104,Negative +5070,90,80,103,Positive +5071,97,67,103,Negative +5072,100,44,96,Negative +5073,95,112,102,Positive +5074,100,62,103,Negative +5075,98,40,105,Negative +5076,99,127,100,Negative +5077,98,93,102,Negative +5078,90,60,102,Positive +5079,94,80,97,Negative +5080,99,123,98,Negative +5081,97,49,100,Negative +5082,91,80,100,Negative +5083,85,116,104,Positive +5084,96,84,102,Negative +5085,94,126,95,Negative +5086,91,61,103,Positive +5087,99,48,102,Negative +5088,98,103,102,Negative +5089,89,83,102,Positive +5090,96,72,96,Negative +5091,93,115,104,Positive +5092,88,121,100,Positive +5093,98,66,104,Negative +5094,93,61,101,Positive +5095,87,71,104,Positive +5096,99,69,98,Negative +5097,85,49,104,Positive +5098,96,40,99,Negative +5099,100,96,97,Negative +5100,95,43,98,Negative +5101,93,54,101,Positive +5102,87,76,105,Positive +5103,97,101,100,Negative +5104,99,99,105,Negative +5105,90,67,103,Positive +5106,90,130,95,Positive +5107,100,116,99,Negative +5108,88,47,104,Positive +5109,100,110,105,Negative +5110,100,84,99,Negative +5111,85,55,100,Positive +5112,85,116,98,Positive +5113,93,98,95,Negative +5114,86,47,97,Positive +5115,88,126,104,Positive +5116,96,109,102,Negative +5117,86,49,95,Positive +5118,90,109,102,Positive +5119,96,59,101,Negative +5120,96,129,102,Positive +5121,86,89,100,Positive +5122,91,112,95,Positive +5123,91,75,102,Positive +5124,90,61,96,Negative +5125,93,44,95,Negative +5126,89,81,98,Positive +5127,97,130,102,Negative +5128,95,128,101,Positive +5129,95,103,96,Negative +5130,86,103,104,Positive +5131,98,47,103,Negative +5132,98,99,95,Negative +5133,93,43,97,Negative +5134,87,42,100,Positive +5135,96,66,100,Negative +5136,93,87,102,Positive +5137,99,114,104,Negative +5138,99,59,103,Negative +5139,85,100,105,Positive +5140,90,45,97,Positive +5141,92,117,105,Positive +5142,96,42,100,Negative +5143,99,65,95,Negative +5144,91,86,105,Positive +5145,89,122,98,Positive +5146,92,64,100,Negative +5147,87,79,96,Positive +5148,87,116,103,Positive +5149,90,124,95,Positive +5150,87,105,102,Positive +5151,94,121,105,Positive +5152,96,59,95,Negative +5153,86,100,96,Positive +5154,100,93,99,Negative +5155,91,42,102,Positive +5156,85,117,100,Positive +5157,99,109,102,Negative +5158,93,110,99,Negative +5159,91,78,105,Positive +5160,85,62,103,Positive +5161,92,115,101,Positive +5162,97,44,101,Negative +5163,95,58,96,Negative +5164,97,74,100,Negative +5165,87,81,95,Positive +5166,87,80,95,Positive +5167,88,80,105,Positive +5168,99,122,100,Negative +5169,98,99,105,Negative +5170,86,103,103,Positive +5171,97,117,99,Negative +5172,96,86,95,Negative +5173,86,51,102,Positive +5174,95,69,105,Negative +5175,93,126,95,Negative +5176,89,58,95,Positive +5177,86,43,96,Positive +5178,85,125,99,Positive +5179,100,52,104,Negative +5180,91,121,98,Positive +5181,88,42,98,Positive +5182,88,48,96,Positive +5183,95,99,98,Negative +5184,98,89,96,Negative +5185,93,127,102,Positive +5186,87,65,101,Positive +5187,97,117,97,Negative +5188,89,64,104,Positive +5189,86,81,99,Positive +5190,94,96,102,Positive +5191,97,118,105,Negative +5192,87,94,105,Positive +5193,100,85,105,Negative +5194,94,47,99,Negative +5195,99,79,105,Negative +5196,94,71,102,Positive +5197,96,105,99,Negative +5198,89,109,105,Positive +5199,91,68,101,Positive +5200,90,64,105,Positive +5201,100,83,101,Negative +5202,93,86,102,Positive +5203,96,47,99,Negative +5204,98,54,99,Negative +5205,92,116,103,Positive +5206,93,96,102,Positive +5207,85,130,95,Positive +5208,92,88,97,Negative +5209,91,74,95,Negative +5210,99,62,96,Negative +5211,95,110,99,Negative +5212,97,117,98,Negative +5213,85,66,102,Positive +5214,99,122,95,Negative +5215,87,54,102,Positive +5216,87,86,100,Positive +5217,88,78,101,Positive +5218,90,64,95,Negative +5219,93,50,103,Positive +5220,89,90,102,Positive +5221,97,130,95,Negative +5222,91,128,104,Positive +5223,100,91,102,Negative +5224,88,79,98,Positive +5225,91,113,97,Positive +5226,87,69,104,Positive +5227,97,105,102,Negative +5228,90,49,97,Positive +5229,97,70,100,Negative +5230,100,99,95,Negative +5231,89,121,99,Positive +5232,90,130,97,Positive +5233,93,50,104,Positive +5234,94,40,103,Positive +5235,85,79,97,Positive +5236,97,54,104,Negative +5237,96,108,99,Negative +5238,100,57,96,Negative +5239,100,50,99,Negative +5240,97,125,100,Negative +5241,100,92,105,Negative +5242,96,106,103,Negative +5243,97,130,101,Negative +5244,90,76,95,Negative +5245,88,114,103,Positive +5246,98,41,96,Negative +5247,100,59,95,Negative +5248,99,105,104,Negative +5249,97,129,101,Negative +5250,88,85,98,Positive +5251,91,106,97,Negative +5252,91,71,98,Negative +5253,90,109,102,Positive +5254,92,130,95,Positive +5255,85,52,102,Positive +5256,94,112,100,Negative +5257,90,71,98,Negative +5258,86,68,98,Positive +5259,90,56,96,Negative +5260,97,43,97,Negative +5261,100,75,95,Negative +5262,94,107,105,Positive +5263,90,59,103,Positive +5264,85,45,95,Positive +5265,93,96,104,Positive +5266,97,60,104,Negative +5267,91,95,103,Positive +5268,94,78,97,Negative +5269,95,122,99,Negative +5270,93,98,104,Positive +5271,85,122,104,Positive +5272,88,130,104,Positive +5273,99,45,102,Negative +5274,100,80,100,Negative +5275,87,101,104,Positive +5276,89,96,99,Positive +5277,86,86,100,Positive +5278,97,54,96,Negative +5279,90,84,98,Negative +5280,94,125,96,Negative +5281,86,69,97,Positive +5282,99,109,98,Negative +5283,87,54,95,Positive +5284,89,95,104,Positive +5285,85,40,104,Positive +5286,89,65,98,Positive +5287,88,101,101,Positive +5288,99,93,99,Negative +5289,98,94,101,Negative +5290,95,68,96,Negative +5291,95,122,100,Negative +5292,97,128,101,Negative +5293,93,110,105,Positive +5294,94,65,98,Negative +5295,96,87,99,Negative +5296,88,104,101,Positive +5297,89,42,96,Positive +5298,100,114,101,Negative +5299,94,61,102,Positive +5300,97,83,101,Negative +5301,91,130,102,Positive +5302,91,108,98,Negative +5303,99,83,99,Negative +5304,95,129,104,Positive +5305,89,105,101,Positive +5306,86,84,103,Positive +5307,96,47,98,Negative +5308,100,62,104,Negative +5309,92,95,103,Positive +5310,100,62,102,Negative +5311,99,83,95,Negative +5312,90,119,100,Positive +5313,98,50,99,Negative +5314,94,54,96,Negative +5315,90,40,102,Positive +5316,93,129,95,Negative +5317,87,99,96,Positive +5318,100,71,101,Negative +5319,92,105,100,Negative +5320,90,48,99,Positive +5321,100,90,96,Negative +5322,96,94,102,Negative +5323,93,41,102,Positive +5324,94,44,95,Negative +5325,88,120,100,Positive +5326,88,112,102,Positive +5327,87,58,97,Positive +5328,99,117,105,Negative +5329,99,123,100,Negative +5330,86,64,97,Positive +5331,98,40,98,Negative +5332,86,96,102,Positive +5333,85,109,103,Positive +5334,97,126,95,Negative +5335,87,44,105,Positive +5336,100,76,105,Negative +5337,92,108,102,Positive +5338,88,57,98,Positive +5339,97,76,101,Negative +5340,87,62,95,Positive +5341,85,106,96,Positive +5342,98,119,105,Negative +5343,92,100,100,Negative +5344,100,120,97,Negative +5345,95,81,104,Negative +5346,97,54,98,Negative +5347,92,84,99,Negative +5348,85,112,95,Positive +5349,88,48,95,Positive +5350,95,113,98,Negative +5351,96,66,96,Negative +5352,98,70,103,Negative +5353,89,78,96,Positive +5354,92,77,102,Positive +5355,89,75,103,Positive +5356,98,89,99,Negative +5357,93,103,95,Negative +5358,93,68,95,Negative +5359,91,119,96,Positive +5360,85,114,98,Positive +5361,95,110,100,Negative +5362,98,51,102,Negative +5363,98,41,104,Negative +5364,88,127,99,Positive +5365,91,68,105,Positive +5366,86,73,104,Positive +5367,91,102,101,Positive +5368,86,112,95,Positive +5369,88,100,100,Positive +5370,93,41,99,Negative +5371,96,72,96,Negative +5372,89,106,97,Positive +5373,97,89,102,Negative +5374,89,129,103,Positive +5375,95,86,95,Negative +5376,89,114,104,Positive +5377,92,118,101,Positive +5378,95,113,96,Negative +5379,87,81,105,Positive +5380,97,102,97,Negative +5381,96,51,99,Negative +5382,93,127,102,Positive +5383,93,101,95,Negative +5384,92,99,98,Negative +5385,93,98,96,Negative +5386,87,43,96,Positive +5387,93,44,98,Negative +5388,98,94,96,Negative +5389,92,46,104,Positive +5390,92,102,99,Negative +5391,94,84,95,Negative +5392,85,59,99,Positive +5393,98,118,100,Negative +5394,90,124,96,Positive +5395,88,99,102,Positive +5396,89,88,96,Positive +5397,95,68,101,Negative +5398,89,109,104,Positive +5399,99,74,100,Negative +5400,86,82,101,Positive +5401,96,58,97,Negative +5402,100,41,96,Negative +5403,89,84,103,Positive +5404,95,73,103,Negative +5405,85,81,97,Positive +5406,92,116,98,Positive +5407,91,47,104,Positive +5408,97,105,96,Negative +5409,95,103,96,Negative +5410,87,42,104,Positive +5411,95,111,95,Negative +5412,86,71,105,Positive +5413,100,64,103,Negative +5414,91,43,101,Positive +5415,88,40,98,Positive +5416,96,54,100,Negative +5417,98,43,103,Negative +5418,93,81,96,Negative +5419,95,117,103,Positive +5420,86,85,105,Positive +5421,98,64,105,Negative +5422,86,74,101,Positive +5423,85,57,98,Positive +5424,85,63,98,Positive +5425,98,54,95,Negative +5426,89,96,104,Positive +5427,87,110,105,Positive +5428,94,126,102,Positive +5429,92,109,95,Negative +5430,86,41,101,Positive +5431,92,69,96,Negative +5432,96,88,99,Negative +5433,91,72,101,Positive +5434,94,61,97,Negative +5435,100,102,96,Negative +5436,85,45,98,Positive +5437,98,97,104,Negative +5438,96,119,104,Positive +5439,93,120,98,Negative +5440,89,43,100,Positive +5441,97,78,97,Negative +5442,93,92,105,Positive +5443,89,127,95,Positive +5444,95,59,96,Negative +5445,86,50,95,Positive +5446,99,66,97,Negative +5447,89,76,102,Positive +5448,97,108,97,Negative +5449,94,121,104,Positive +5450,95,113,100,Negative +5451,88,88,103,Positive +5452,100,79,104,Negative +5453,100,78,98,Negative +5454,98,98,102,Negative +5455,97,65,104,Negative +5456,98,53,105,Negative +5457,94,114,97,Negative +5458,88,89,98,Positive +5459,89,56,105,Positive +5460,95,124,102,Positive +5461,85,85,104,Positive +5462,98,54,95,Negative +5463,98,130,105,Negative +5464,100,73,95,Negative +5465,91,95,99,Negative +5466,97,94,103,Negative +5467,88,41,96,Positive +5468,100,94,101,Negative +5469,98,79,97,Negative +5470,89,95,101,Positive +5471,85,120,101,Positive +5472,98,107,97,Negative +5473,95,49,100,Negative +5474,92,95,99,Negative +5475,91,43,101,Positive +5476,89,50,102,Positive +5477,95,111,102,Positive +5478,98,53,103,Negative +5479,87,55,100,Positive +5480,94,64,95,Negative +5481,85,128,98,Positive +5482,99,86,101,Negative +5483,98,66,104,Negative +5484,100,78,97,Negative +5485,100,54,103,Negative +5486,97,76,103,Negative +5487,98,46,101,Negative +5488,97,125,96,Negative +5489,92,121,102,Positive +5490,97,96,101,Negative +5491,90,52,95,Negative +5492,100,74,100,Negative +5493,98,52,97,Negative +5494,87,97,95,Positive +5495,95,129,101,Positive +5496,94,119,98,Negative +5497,92,102,96,Negative +5498,91,128,101,Positive +5499,100,130,105,Negative +5500,100,66,100,Negative +5501,98,82,95,Negative +5502,97,98,99,Negative +5503,94,66,104,Positive +5504,90,60,97,Negative +5505,89,90,98,Positive +5506,85,69,98,Positive +5507,92,111,104,Positive +5508,94,64,96,Negative +5509,97,45,99,Negative +5510,93,68,95,Negative +5511,88,109,97,Positive +5512,92,82,100,Negative +5513,90,112,105,Positive +5514,97,90,98,Negative +5515,85,102,101,Positive +5516,94,98,99,Negative +5517,92,70,100,Negative +5518,93,66,103,Positive +5519,88,129,104,Positive +5520,88,105,95,Positive +5521,100,42,105,Negative +5522,89,92,100,Positive +5523,92,85,98,Negative +5524,89,57,105,Positive +5525,85,66,100,Positive +5526,93,63,102,Positive +5527,86,125,98,Positive +5528,99,98,102,Negative +5529,98,91,101,Negative +5530,98,80,100,Negative +5531,87,58,97,Positive +5532,91,45,102,Positive +5533,94,51,101,Positive +5534,87,42,105,Positive +5535,92,78,96,Negative +5536,96,108,97,Negative +5537,91,58,95,Negative +5538,99,52,104,Negative +5539,88,60,95,Positive +5540,97,89,101,Negative +5541,98,61,100,Negative +5542,88,98,97,Positive +5543,97,47,98,Negative +5544,91,92,102,Positive +5545,96,57,105,Negative +5546,89,106,95,Positive +5547,100,94,100,Negative +5548,98,114,101,Negative +5549,93,114,99,Negative +5550,91,74,99,Negative +5551,92,42,99,Positive +5552,94,64,103,Positive +5553,100,125,104,Negative +5554,86,42,95,Positive +5555,96,92,105,Negative +5556,97,65,102,Negative +5557,88,100,103,Positive +5558,98,116,95,Negative +5559,97,42,98,Negative +5560,86,53,105,Positive +5561,98,123,100,Negative +5562,90,101,105,Positive +5563,92,86,97,Negative +5564,100,124,104,Negative +5565,96,64,104,Negative +5566,91,84,104,Positive +5567,86,65,98,Positive +5568,97,77,99,Negative +5569,98,91,96,Negative +5570,100,91,97,Negative +5571,100,90,95,Negative +5572,91,63,99,Negative +5573,91,110,105,Positive +5574,96,98,95,Negative +5575,97,54,95,Negative +5576,93,80,96,Negative +5577,96,93,98,Negative +5578,97,50,101,Negative +5579,97,58,99,Negative +5580,97,92,98,Negative +5581,86,54,98,Positive +5582,85,62,105,Positive +5583,100,90,95,Negative +5584,86,61,98,Positive +5585,87,52,96,Positive +5586,86,63,100,Positive +5587,98,114,101,Negative +5588,95,75,102,Negative +5589,97,72,104,Negative +5590,88,70,96,Positive +5591,88,116,100,Positive +5592,97,97,100,Negative +5593,90,73,100,Negative +5594,85,76,97,Positive +5595,85,86,96,Positive +5596,92,63,98,Negative +5597,94,50,95,Negative +5598,98,129,96,Negative +5599,95,54,95,Negative +5600,100,46,100,Negative +5601,96,42,99,Negative +5602,92,90,98,Negative +5603,96,49,101,Positive +5604,96,72,100,Negative +5605,100,94,102,Negative +5606,90,72,95,Negative +5607,94,48,98,Negative +5608,94,59,100,Negative +5609,97,40,100,Negative +5610,97,43,101,Negative +5611,86,47,104,Positive +5612,87,61,104,Positive +5613,97,43,95,Negative +5614,100,57,103,Negative +5615,94,53,99,Negative +5616,85,110,97,Positive +5617,89,65,104,Positive +5618,85,73,98,Positive +5619,96,70,102,Negative +5620,97,58,103,Negative +5621,89,74,104,Positive +5622,99,97,102,Negative +5623,99,46,98,Negative +5624,88,68,105,Positive +5625,97,126,104,Negative +5626,99,42,97,Negative +5627,99,82,96,Negative +5628,100,106,96,Negative +5629,85,110,96,Positive +5630,90,117,105,Positive +5631,92,43,105,Positive +5632,92,41,105,Positive +5633,98,85,101,Negative +5634,100,79,98,Negative +5635,93,45,96,Negative +5636,98,128,97,Negative +5637,99,61,103,Negative +5638,85,95,104,Positive +5639,92,102,103,Positive +5640,89,112,105,Positive +5641,94,103,97,Negative +5642,92,47,100,Positive +5643,98,75,99,Negative +5644,85,72,102,Positive +5645,89,110,102,Positive +5646,99,127,104,Negative +5647,94,41,98,Negative +5648,100,119,101,Negative +5649,93,94,98,Negative +5650,89,85,101,Positive +5651,88,68,101,Positive +5652,99,75,100,Negative +5653,92,110,102,Positive +5654,91,78,100,Negative +5655,95,94,95,Negative +5656,98,40,101,Negative +5657,97,42,104,Negative +5658,87,52,100,Positive +5659,98,121,103,Negative +5660,85,104,96,Positive +5661,97,99,99,Negative +5662,85,96,105,Positive +5663,92,59,102,Positive +5664,87,82,100,Positive +5665,90,100,97,Negative +5666,97,120,100,Negative +5667,85,42,103,Positive +5668,93,51,95,Negative +5669,93,41,104,Positive +5670,88,47,103,Positive +5671,87,88,103,Positive +5672,87,76,99,Positive +5673,87,72,99,Positive +5674,87,77,103,Positive +5675,97,102,105,Negative +5676,85,127,95,Positive +5677,92,120,98,Positive +5678,85,128,101,Positive +5679,90,102,101,Positive +5680,88,109,103,Positive +5681,100,83,96,Negative +5682,92,89,97,Negative +5683,92,92,103,Positive +5684,89,74,98,Positive +5685,90,75,95,Negative +5686,95,46,98,Negative +5687,92,93,100,Negative +5688,91,48,102,Positive +5689,98,91,101,Negative +5690,92,105,96,Negative +5691,92,114,105,Positive +5692,85,74,97,Positive +5693,94,51,105,Positive +5694,93,72,103,Positive +5695,93,87,99,Negative +5696,94,43,96,Negative +5697,88,115,100,Positive +5698,95,52,96,Negative +5699,91,70,96,Negative +5700,87,117,100,Positive +5701,97,107,104,Negative +5702,89,59,96,Positive +5703,90,51,97,Negative +5704,100,102,102,Negative +5705,90,55,105,Positive +5706,87,64,105,Positive +5707,91,63,103,Positive +5708,91,104,101,Positive +5709,100,108,96,Negative +5710,89,88,105,Positive +5711,85,73,102,Positive +5712,91,80,99,Negative +5713,86,62,99,Positive +5714,90,95,100,Negative +5715,94,40,105,Positive +5716,85,118,95,Positive +5717,89,100,104,Positive +5718,85,117,102,Positive +5719,86,81,103,Positive +5720,95,112,101,Positive +5721,95,62,104,Negative +5722,90,90,105,Positive +5723,88,60,97,Positive +5724,97,126,98,Negative +5725,89,56,98,Positive +5726,89,56,105,Positive +5727,99,113,101,Negative +5728,93,61,97,Negative +5729,97,65,104,Negative +5730,98,101,103,Negative +5731,86,80,98,Positive +5732,87,43,100,Positive +5733,99,128,105,Negative +5734,87,53,99,Positive +5735,90,52,97,Negative +5736,85,50,100,Positive +5737,95,79,104,Negative +5738,91,65,103,Positive +5739,86,51,96,Positive +5740,87,47,98,Positive +5741,88,45,105,Positive +5742,89,49,95,Positive +5743,92,97,103,Positive +5744,99,102,95,Negative +5745,92,80,102,Positive +5746,98,127,95,Negative +5747,96,114,102,Positive +5748,98,112,102,Negative +5749,98,42,102,Negative +5750,88,66,102,Positive +5751,93,67,96,Negative +5752,88,60,98,Positive +5753,97,67,101,Negative +5754,95,114,100,Negative +5755,87,106,95,Positive +5756,95,111,102,Positive +5757,91,72,97,Negative +5758,94,74,95,Negative +5759,93,54,99,Negative +5760,97,117,97,Negative +5761,90,117,99,Positive +5762,99,126,101,Negative +5763,94,74,97,Negative +5764,86,116,104,Positive +5765,96,61,95,Negative +5766,95,63,97,Negative +5767,93,67,105,Positive +5768,93,100,97,Negative +5769,87,66,104,Positive +5770,87,53,100,Positive +5771,91,116,103,Positive +5772,98,112,102,Negative +5773,98,67,98,Negative +5774,92,90,104,Positive +5775,90,64,95,Negative +5776,92,103,104,Positive +5777,100,57,99,Negative +5778,94,104,104,Positive +5779,86,49,103,Positive +5780,97,128,101,Negative +5781,99,80,99,Negative +5782,98,66,104,Negative +5783,90,51,100,Negative +5784,91,107,105,Positive +5785,93,105,102,Positive +5786,98,120,104,Negative +5787,88,109,104,Positive +5788,100,60,104,Negative +5789,98,127,105,Negative +5790,95,74,98,Negative +5791,97,126,101,Negative +5792,91,79,105,Positive +5793,100,123,104,Negative +5794,100,127,96,Negative +5795,96,127,98,Negative +5796,85,68,102,Positive +5797,90,84,95,Negative +5798,88,120,99,Positive +5799,88,57,101,Positive +5800,98,124,105,Negative +5801,99,117,97,Negative +5802,96,106,97,Negative +5803,89,85,105,Positive +5804,99,52,104,Negative +5805,100,110,95,Negative +5806,92,124,102,Positive +5807,86,116,98,Positive +5808,90,110,98,Negative +5809,98,41,105,Negative +5810,92,70,102,Positive +5811,89,76,101,Positive +5812,89,47,98,Positive +5813,100,56,98,Negative +5814,85,43,96,Positive +5815,86,130,101,Positive +5816,90,113,102,Positive +5817,93,59,98,Negative +5818,95,60,104,Negative +5819,86,53,95,Positive +5820,90,69,99,Negative +5821,96,107,98,Negative +5822,97,43,95,Negative +5823,86,127,98,Positive +5824,97,44,104,Negative +5825,99,73,101,Negative +5826,97,70,97,Negative +5827,98,99,103,Negative +5828,88,108,105,Positive +5829,87,96,105,Positive +5830,88,61,96,Positive +5831,86,92,105,Positive +5832,94,92,101,Positive +5833,91,80,96,Negative +5834,94,60,99,Negative +5835,91,68,101,Positive +5836,88,95,95,Positive +5837,90,130,96,Positive +5838,89,42,99,Positive +5839,85,123,101,Positive +5840,100,118,100,Negative +5841,86,102,100,Positive +5842,88,83,101,Positive +5843,95,101,103,Negative +5844,95,109,97,Negative +5845,99,76,103,Negative +5846,85,116,96,Positive +5847,96,46,97,Negative +5848,94,86,98,Negative +5849,98,121,103,Negative +5850,87,69,95,Positive +5851,85,72,95,Positive +5852,91,106,104,Positive +5853,90,102,104,Positive +5854,96,65,97,Negative +5855,98,69,97,Negative +5856,99,102,98,Negative +5857,99,49,103,Negative +5858,93,113,97,Negative +5859,85,96,99,Positive +5860,88,116,102,Positive +5861,85,110,99,Positive +5862,99,100,99,Negative +5863,92,122,98,Positive +5864,85,112,95,Positive +5865,86,106,104,Positive +5866,85,98,104,Positive +5867,94,127,100,Negative +5868,85,91,100,Positive +5869,91,87,100,Negative +5870,92,96,105,Positive +5871,99,67,98,Negative +5872,85,126,99,Positive +5873,97,126,101,Negative +5874,99,51,105,Negative +5875,97,48,99,Negative +5876,88,89,104,Positive +5877,92,108,96,Negative +5878,92,105,101,Positive +5879,85,73,102,Positive +5880,89,129,98,Positive +5881,88,69,95,Positive +5882,98,91,97,Negative +5883,91,61,105,Positive +5884,86,48,98,Positive +5885,98,113,99,Negative +5886,100,48,102,Negative +5887,87,80,101,Positive +5888,88,64,101,Positive +5889,97,103,100,Negative +5890,89,73,105,Positive +5891,90,99,96,Negative +5892,94,119,105,Positive +5893,91,110,104,Positive +5894,88,120,96,Positive +5895,95,95,98,Negative +5896,93,125,97,Negative +5897,90,82,98,Negative +5898,86,74,98,Positive +5899,99,85,105,Negative +5900,100,67,104,Negative +5901,90,60,96,Negative +5902,98,84,105,Negative +5903,87,115,104,Positive +5904,98,105,99,Negative +5905,86,77,99,Positive +5906,99,53,96,Negative +5907,90,98,100,Negative +5908,99,53,101,Negative +5909,92,81,105,Positive +5910,93,125,96,Negative +5911,92,130,104,Positive +5912,96,45,100,Negative +5913,93,56,102,Positive +5914,88,67,103,Positive +5915,85,65,100,Positive +5916,100,126,97,Negative +5917,89,83,95,Positive +5918,90,121,100,Positive +5919,93,94,99,Negative +5920,100,112,100,Negative +5921,99,80,98,Negative +5922,94,67,96,Negative +5923,86,46,101,Positive +5924,95,53,100,Negative +5925,85,60,104,Positive +5926,92,48,105,Positive +5927,95,114,104,Positive +5928,100,85,99,Negative +5929,100,42,105,Negative +5930,95,105,95,Negative +5931,85,105,102,Positive +5932,88,123,97,Positive +5933,99,75,101,Negative +5934,98,125,100,Negative +5935,94,124,104,Positive +5936,86,80,100,Positive +5937,100,57,103,Negative +5938,88,106,97,Positive +5939,85,54,102,Positive +5940,95,51,97,Negative +5941,95,85,102,Negative +5942,97,69,102,Negative +5943,93,128,98,Negative +5944,92,73,105,Positive +5945,87,68,96,Positive +5946,94,111,96,Negative +5947,90,46,100,Positive +5948,88,56,100,Positive +5949,91,47,99,Positive +5950,94,121,96,Negative +5951,93,76,104,Positive +5952,87,81,104,Positive +5953,87,45,101,Positive +5954,93,77,103,Positive +5955,92,74,99,Negative +5956,85,104,101,Positive +5957,99,63,102,Negative +5958,93,111,105,Positive +5959,98,114,104,Negative +5960,99,55,96,Negative +5961,98,62,97,Negative +5962,93,126,97,Negative +5963,91,40,98,Positive +5964,94,92,104,Positive +5965,95,74,95,Negative +5966,97,62,105,Negative +5967,91,76,99,Negative +5968,93,118,104,Positive +5969,87,108,100,Positive +5970,98,55,96,Negative +5971,92,83,103,Positive +5972,88,122,105,Positive +5973,94,65,95,Negative +5974,87,71,105,Positive +5975,85,80,100,Positive +5976,100,63,98,Negative +5977,94,42,102,Positive +5978,88,121,102,Positive +5979,89,129,98,Positive +5980,93,119,105,Positive +5981,97,93,103,Negative +5982,100,45,99,Negative +5983,93,102,105,Positive +5984,96,103,98,Negative +5985,99,106,103,Negative +5986,85,93,102,Positive +5987,88,96,103,Positive +5988,91,123,100,Positive +5989,93,85,98,Negative +5990,98,80,99,Negative +5991,87,83,103,Positive +5992,89,78,102,Positive +5993,87,88,104,Positive +5994,86,94,100,Positive +5995,100,70,104,Negative +5996,89,130,103,Positive +5997,97,109,99,Negative +5998,87,70,101,Positive +5999,96,47,105,Positive +6000,94,93,99,Negative +6001,97,63,105,Negative +6002,91,61,101,Positive +6003,90,66,95,Negative +6004,91,57,105,Positive +6005,98,57,96,Negative +6006,97,68,95,Negative +6007,99,76,105,Negative +6008,94,52,96,Negative +6009,94,91,103,Positive +6010,87,125,101,Positive +6011,97,117,98,Negative +6012,97,88,104,Negative +6013,92,103,100,Negative +6014,90,75,103,Positive +6015,90,46,95,Positive +6016,98,101,103,Negative +6017,87,40,105,Positive +6018,89,83,103,Positive +6019,93,76,96,Negative +6020,98,125,104,Negative +6021,95,60,101,Negative +6022,85,79,97,Positive +6023,96,60,101,Negative +6024,98,109,104,Negative +6025,86,129,97,Positive +6026,97,122,98,Negative +6027,86,101,102,Positive +6028,100,128,99,Negative +6029,90,73,95,Negative +6030,90,67,97,Negative +6031,98,87,99,Negative +6032,93,107,95,Negative +6033,99,126,97,Negative +6034,93,89,98,Negative +6035,88,57,105,Positive +6036,89,120,103,Positive +6037,97,45,105,Negative +6038,98,103,95,Negative +6039,85,85,99,Positive +6040,94,41,96,Negative +6041,99,81,101,Negative +6042,89,72,98,Positive +6043,89,90,99,Positive +6044,90,66,103,Positive +6045,93,94,98,Negative +6046,94,78,105,Positive +6047,86,43,99,Positive +6048,90,121,100,Positive +6049,85,115,96,Positive +6050,97,74,97,Negative +6051,97,104,96,Negative +6052,98,54,98,Negative +6053,85,121,97,Positive +6054,92,107,105,Positive +6055,89,95,101,Positive +6056,92,94,96,Negative +6057,92,59,105,Positive +6058,90,54,104,Positive +6059,92,46,98,Positive +6060,91,128,100,Positive +6061,85,95,98,Positive +6062,97,63,98,Negative +6063,89,128,95,Positive +6064,95,124,103,Positive +6065,91,60,96,Negative +6066,90,71,100,Negative +6067,85,65,95,Positive +6068,94,114,103,Positive +6069,97,85,103,Negative +6070,89,100,97,Positive +6071,95,90,103,Negative +6072,89,50,99,Positive +6073,99,51,100,Negative +6074,93,77,102,Positive +6075,86,95,98,Positive +6076,97,69,97,Negative +6077,91,115,101,Positive +6078,87,90,97,Positive +6079,97,110,95,Negative +6080,97,109,105,Negative +6081,86,103,104,Positive +6082,89,95,105,Positive +6083,88,107,95,Positive +6084,90,130,97,Positive +6085,92,58,105,Positive +6086,97,89,97,Negative +6087,98,129,102,Negative +6088,90,122,98,Positive +6089,96,120,103,Positive +6090,94,67,104,Positive +6091,99,60,105,Negative +6092,95,125,102,Positive +6093,100,97,102,Negative +6094,94,94,102,Positive +6095,87,111,101,Positive +6096,95,40,104,Positive +6097,86,63,105,Positive +6098,95,70,104,Negative +6099,87,77,100,Positive +6100,85,52,104,Positive +6101,87,77,99,Positive +6102,87,117,101,Positive +6103,94,77,95,Negative +6104,93,118,98,Negative +6105,95,111,102,Positive +6106,87,44,104,Positive +6107,87,97,98,Positive +6108,87,83,101,Positive +6109,85,125,102,Positive +6110,87,71,105,Positive +6111,85,83,105,Positive +6112,98,110,96,Negative +6113,89,79,102,Positive +6114,85,106,102,Positive +6115,99,104,99,Negative +6116,92,126,100,Positive +6117,86,103,103,Positive +6118,89,57,105,Positive +6119,90,52,98,Negative +6120,95,127,105,Positive +6121,88,68,104,Positive +6122,92,99,100,Negative +6123,86,115,103,Positive +6124,88,69,104,Positive +6125,88,85,104,Positive +6126,97,109,102,Negative +6127,98,56,98,Negative +6128,90,129,100,Positive +6129,93,67,99,Negative +6130,91,89,99,Negative +6131,95,107,105,Negative +6132,100,85,99,Negative +6133,87,97,105,Positive +6134,85,123,102,Positive +6135,97,104,100,Negative +6136,100,93,99,Negative +6137,96,82,95,Negative +6138,96,46,104,Positive +6139,100,73,97,Negative +6140,86,109,102,Positive +6141,97,69,103,Negative +6142,95,88,102,Negative +6143,91,103,105,Positive +6144,100,88,96,Negative +6145,86,67,96,Positive +6146,85,122,104,Positive +6147,96,40,97,Negative +6148,92,88,98,Negative +6149,93,112,99,Negative +6150,88,125,100,Positive +6151,94,52,100,Negative +6152,89,66,96,Positive +6153,90,114,98,Positive +6154,94,97,96,Negative +6155,94,58,95,Negative +6156,86,100,100,Positive +6157,95,108,100,Negative +6158,98,90,99,Negative +6159,96,117,101,Positive +6160,91,126,103,Positive +6161,98,108,104,Negative +6162,87,45,96,Positive +6163,99,46,100,Negative +6164,93,129,104,Positive +6165,86,76,96,Positive +6166,87,90,105,Positive +6167,86,124,99,Positive +6168,86,93,100,Positive +6169,93,93,97,Negative +6170,100,50,105,Negative +6171,87,49,97,Positive +6172,96,76,102,Negative +6173,95,75,104,Negative +6174,98,125,105,Negative +6175,96,66,95,Negative +6176,93,91,102,Positive +6177,95,95,101,Negative +6178,87,101,95,Positive +6179,91,64,100,Negative +6180,90,101,105,Positive +6181,93,108,99,Negative +6182,99,86,105,Negative +6183,87,45,104,Positive +6184,98,118,104,Negative +6185,92,72,95,Negative +6186,100,42,104,Negative +6187,85,46,103,Positive +6188,99,72,105,Negative +6189,85,85,99,Positive +6190,86,88,97,Positive +6191,98,104,101,Negative +6192,98,89,99,Negative +6193,92,120,98,Positive +6194,88,54,104,Positive +6195,96,44,104,Positive +6196,97,58,97,Negative +6197,85,116,104,Positive +6198,94,119,97,Negative +6199,89,87,95,Positive +6200,94,60,96,Negative +6201,90,129,105,Positive +6202,85,44,102,Positive +6203,95,116,105,Positive +6204,87,46,104,Positive +6205,100,59,104,Negative +6206,100,47,98,Negative +6207,92,98,97,Negative +6208,85,40,102,Positive +6209,97,118,104,Negative +6210,86,54,95,Positive +6211,86,56,105,Positive +6212,96,106,95,Negative +6213,98,84,105,Negative +6214,96,62,100,Negative +6215,86,64,103,Positive +6216,86,60,103,Positive +6217,96,127,102,Positive +6218,85,42,103,Positive +6219,96,73,95,Negative +6220,91,43,97,Positive +6221,96,97,101,Negative +6222,86,127,97,Positive +6223,86,102,105,Positive +6224,89,113,96,Positive +6225,85,81,98,Positive +6226,86,84,104,Positive +6227,88,95,100,Positive +6228,85,45,105,Positive +6229,96,110,102,Negative +6230,93,103,104,Positive +6231,91,109,104,Positive +6232,99,96,97,Negative +6233,88,129,99,Positive +6234,88,102,99,Positive +6235,94,45,99,Negative +6236,99,67,97,Negative +6237,88,99,100,Positive +6238,91,101,104,Positive +6239,93,46,105,Positive +6240,93,73,97,Negative +6241,97,101,100,Negative +6242,91,69,103,Positive +6243,87,66,99,Positive +6244,90,56,95,Negative +6245,97,57,101,Negative +6246,93,129,99,Negative +6247,100,69,104,Negative +6248,94,50,100,Negative +6249,100,62,96,Negative +6250,96,52,97,Negative +6251,98,49,100,Negative +6252,94,107,105,Positive +6253,90,66,103,Positive +6254,99,59,105,Negative +6255,99,125,99,Negative +6256,96,124,96,Negative +6257,87,77,95,Positive +6258,86,56,104,Positive +6259,90,98,95,Negative +6260,93,105,104,Positive +6261,92,81,96,Negative +6262,92,41,101,Positive +6263,98,76,101,Negative +6264,91,86,95,Negative +6265,85,71,105,Positive +6266,90,80,104,Positive +6267,90,118,103,Positive +6268,89,108,100,Positive +6269,95,130,100,Negative +6270,87,104,95,Positive +6271,96,120,95,Negative +6272,89,72,99,Positive +6273,98,106,103,Negative +6274,98,81,95,Negative +6275,89,80,97,Positive +6276,88,108,105,Positive +6277,93,110,100,Negative +6278,90,91,97,Negative +6279,85,77,99,Positive +6280,94,64,98,Negative +6281,88,114,101,Positive +6282,98,71,104,Negative +6283,87,110,99,Positive +6284,89,81,98,Positive +6285,96,96,100,Negative +6286,98,48,98,Negative +6287,90,50,95,Negative +6288,85,117,100,Positive +6289,85,113,103,Positive +6290,96,73,96,Negative +6291,96,105,98,Negative +6292,92,86,95,Negative +6293,87,67,99,Positive +6294,94,71,102,Positive +6295,92,130,95,Positive +6296,100,65,105,Negative +6297,87,63,95,Positive +6298,93,62,102,Positive +6299,85,80,96,Positive +6300,100,96,99,Negative +6301,97,121,105,Negative +6302,92,109,102,Positive +6303,100,68,101,Negative +6304,97,48,101,Negative +6305,90,72,101,Positive +6306,92,113,96,Positive +6307,90,88,103,Positive +6308,96,42,101,Positive +6309,99,67,95,Negative +6310,89,129,100,Positive +6311,91,117,104,Positive +6312,89,44,95,Positive +6313,87,67,98,Positive +6314,85,98,98,Positive +6315,99,126,100,Negative +6316,95,94,99,Negative +6317,98,84,105,Negative +6318,93,56,99,Negative +6319,99,68,99,Negative +6320,98,126,103,Negative +6321,98,63,95,Negative +6322,98,126,102,Negative +6323,100,93,101,Negative +6324,88,101,97,Positive +6325,95,70,105,Negative +6326,100,53,95,Negative +6327,90,123,105,Positive +6328,87,100,105,Positive +6329,91,124,104,Positive +6330,98,103,96,Negative +6331,96,74,98,Negative +6332,98,80,103,Negative +6333,86,77,104,Positive +6334,89,126,105,Positive +6335,99,77,96,Negative +6336,95,101,104,Negative +6337,88,62,97,Positive +6338,87,112,99,Positive +6339,87,69,103,Positive +6340,94,61,103,Positive +6341,94,84,102,Positive +6342,87,110,95,Positive +6343,89,64,103,Positive +6344,100,66,98,Negative +6345,86,103,104,Positive +6346,96,64,103,Negative +6347,87,54,96,Positive +6348,86,104,101,Positive +6349,98,67,105,Negative +6350,95,87,95,Negative +6351,100,75,104,Negative +6352,91,95,99,Negative +6353,96,121,97,Negative +6354,95,50,96,Negative +6355,99,129,104,Negative +6356,86,123,100,Positive +6357,95,97,99,Negative +6358,100,42,105,Negative +6359,94,101,98,Negative +6360,87,57,96,Positive +6361,90,130,101,Positive +6362,98,116,99,Negative +6363,85,130,96,Positive +6364,97,56,100,Negative +6365,94,104,101,Positive +6366,96,107,97,Negative +6367,97,99,96,Negative +6368,87,45,98,Positive +6369,97,124,99,Negative +6370,91,100,104,Positive +6371,85,47,103,Positive +6372,85,116,103,Positive +6373,88,83,105,Positive +6374,86,103,101,Positive +6375,87,95,98,Positive +6376,99,124,105,Negative +6377,90,86,102,Positive +6378,91,52,103,Positive +6379,89,65,97,Positive +6380,100,108,97,Negative +6381,92,45,104,Positive +6382,89,81,96,Positive +6383,94,84,104,Positive +6384,95,60,97,Negative +6385,87,50,96,Positive +6386,87,49,96,Positive +6387,98,92,102,Negative +6388,86,66,105,Positive +6389,98,122,96,Negative +6390,87,126,97,Positive +6391,89,124,96,Positive +6392,92,81,95,Negative +6393,100,58,95,Negative +6394,86,114,96,Positive +6395,85,54,99,Positive +6396,94,69,101,Positive +6397,95,101,101,Negative +6398,98,40,105,Negative +6399,86,87,101,Positive +6400,98,50,101,Negative +6401,98,124,97,Negative +6402,97,87,99,Negative +6403,100,108,101,Negative +6404,98,90,97,Negative +6405,90,95,96,Negative +6406,87,99,104,Positive +6407,88,63,102,Positive +6408,98,56,95,Negative +6409,92,58,100,Negative +6410,96,62,105,Negative +6411,97,69,101,Negative +6412,93,40,105,Positive +6413,92,40,96,Positive +6414,86,100,104,Positive +6415,86,129,104,Positive +6416,95,106,96,Negative +6417,99,120,95,Negative +6418,98,57,101,Negative +6419,86,71,102,Positive +6420,94,130,101,Positive +6421,96,70,101,Negative +6422,90,63,98,Negative +6423,98,73,105,Negative +6424,93,95,95,Negative +6425,93,87,99,Negative +6426,93,106,104,Positive +6427,87,69,104,Positive +6428,91,70,105,Positive +6429,96,114,99,Negative +6430,88,102,95,Positive +6431,87,80,102,Positive +6432,86,44,99,Positive +6433,99,40,98,Negative +6434,96,105,102,Negative +6435,88,93,99,Positive +6436,86,54,103,Positive +6437,88,96,105,Positive +6438,99,74,101,Negative +6439,85,60,101,Positive +6440,88,108,100,Positive +6441,95,107,98,Negative +6442,98,52,105,Negative +6443,86,80,97,Positive +6444,93,117,99,Negative +6445,96,119,96,Negative +6446,87,108,97,Positive +6447,87,120,103,Positive +6448,96,90,95,Negative +6449,91,121,97,Positive +6450,94,122,95,Negative +6451,88,113,97,Positive +6452,91,50,95,Negative +6453,97,113,96,Negative +6454,99,73,100,Negative +6455,100,88,104,Negative +6456,92,68,95,Negative +6457,95,108,100,Negative +6458,96,75,104,Negative +6459,95,49,105,Positive +6460,100,64,97,Negative +6461,86,65,100,Positive +6462,88,89,99,Positive +6463,99,112,96,Negative +6464,90,59,98,Negative +6465,100,81,105,Negative +6466,97,116,95,Negative +6467,85,57,99,Positive +6468,91,40,97,Positive +6469,96,124,99,Negative +6470,92,58,95,Negative +6471,85,113,101,Positive +6472,99,91,96,Negative +6473,96,81,101,Negative +6474,92,50,98,Negative +6475,100,57,96,Negative +6476,88,123,97,Positive +6477,90,120,98,Positive +6478,91,110,99,Negative +6479,98,98,101,Negative +6480,90,85,100,Negative +6481,99,98,103,Negative +6482,95,42,99,Negative +6483,91,114,99,Positive +6484,99,66,99,Negative +6485,100,47,99,Negative +6486,99,63,102,Negative +6487,94,101,97,Negative +6488,97,48,101,Negative +6489,87,47,100,Positive +6490,99,47,95,Negative +6491,95,87,101,Negative +6492,96,129,95,Negative +6493,89,118,100,Positive +6494,89,87,99,Positive +6495,96,110,96,Negative +6496,88,57,103,Positive +6497,100,84,105,Negative +6498,89,109,100,Positive +6499,92,67,98,Negative +6500,95,103,95,Negative +6501,87,101,99,Positive +6502,86,95,104,Positive +6503,98,41,104,Negative +6504,98,101,105,Negative +6505,97,66,95,Negative +6506,89,71,96,Positive +6507,89,117,100,Positive +6508,91,111,104,Positive +6509,85,103,101,Positive +6510,99,112,96,Negative +6511,100,70,102,Negative +6512,93,41,98,Negative +6513,93,99,97,Negative +6514,92,123,96,Positive +6515,93,58,99,Negative +6516,98,83,101,Negative +6517,91,45,97,Positive +6518,96,98,100,Negative +6519,93,68,96,Negative +6520,85,56,103,Positive +6521,96,106,97,Negative +6522,90,106,99,Negative +6523,86,97,103,Positive +6524,91,66,101,Positive +6525,99,114,101,Negative +6526,86,90,95,Positive +6527,97,85,97,Negative +6528,98,118,98,Negative +6529,91,55,95,Negative +6530,87,68,105,Positive +6531,89,76,98,Positive +6532,94,128,95,Negative +6533,92,98,105,Positive +6534,85,65,102,Positive +6535,85,125,99,Positive +6536,92,42,97,Positive +6537,94,108,103,Positive +6538,94,123,98,Negative +6539,89,75,99,Positive +6540,89,103,97,Positive +6541,89,48,101,Positive +6542,99,83,97,Negative +6543,85,43,96,Positive +6544,93,123,100,Negative +6545,97,59,105,Negative +6546,87,121,96,Positive +6547,93,61,97,Negative +6548,96,77,95,Negative +6549,97,92,98,Negative +6550,87,53,102,Positive +6551,95,129,105,Positive +6552,90,40,96,Positive +6553,89,65,99,Positive +6554,96,48,101,Positive +6555,96,63,95,Negative +6556,88,122,101,Positive +6557,87,64,105,Positive +6558,89,106,95,Positive +6559,91,41,95,Positive +6560,87,94,105,Positive +6561,100,108,98,Negative +6562,91,122,104,Positive +6563,96,47,102,Positive +6564,95,63,105,Negative +6565,86,54,101,Positive +6566,85,76,95,Positive +6567,94,123,95,Negative +6568,93,112,104,Positive +6569,85,89,99,Positive +6570,92,129,101,Positive +6571,88,78,98,Positive +6572,98,121,104,Negative +6573,97,80,100,Negative +6574,94,74,96,Negative +6575,92,92,98,Negative +6576,92,129,103,Positive +6577,90,111,101,Positive +6578,91,78,96,Negative +6579,87,89,96,Positive +6580,89,76,98,Positive +6581,94,104,105,Positive +6582,90,66,95,Negative +6583,88,130,100,Positive +6584,91,58,105,Positive +6585,91,71,96,Negative +6586,95,50,102,Negative +6587,92,120,96,Positive +6588,95,91,98,Negative +6589,93,101,102,Positive +6590,99,111,103,Negative +6591,87,42,98,Positive +6592,95,117,102,Positive +6593,93,102,98,Negative +6594,96,61,101,Negative +6595,99,62,102,Negative +6596,87,91,101,Positive +6597,92,92,103,Positive +6598,88,47,98,Positive +6599,95,120,102,Positive +6600,85,84,95,Positive +6601,91,44,98,Positive +6602,91,84,104,Positive +6603,97,55,98,Negative +6604,87,65,96,Positive +6605,88,121,103,Positive +6606,98,95,100,Negative +6607,95,100,102,Negative +6608,98,43,100,Negative +6609,99,52,95,Negative +6610,96,94,95,Negative +6611,86,63,101,Positive +6612,90,74,97,Negative +6613,94,66,105,Positive +6614,91,45,96,Positive +6615,88,59,99,Positive +6616,86,87,101,Positive +6617,89,50,103,Positive +6618,87,46,100,Positive +6619,92,82,97,Negative +6620,85,128,98,Positive +6621,88,91,98,Positive +6622,100,89,97,Negative +6623,91,48,105,Positive +6624,87,73,99,Positive +6625,88,64,98,Positive +6626,97,116,95,Negative +6627,96,41,104,Positive +6628,97,126,101,Negative +6629,98,106,98,Negative +6630,90,129,96,Positive +6631,89,107,96,Positive +6632,96,49,103,Positive +6633,98,86,105,Negative +6634,97,101,96,Negative +6635,87,88,101,Positive +6636,88,117,96,Positive +6637,93,97,102,Positive +6638,98,50,104,Negative +6639,87,50,102,Positive +6640,86,84,103,Positive +6641,94,116,97,Negative +6642,98,89,104,Negative +6643,98,48,99,Negative +6644,95,63,100,Negative +6645,90,100,98,Negative +6646,87,71,104,Positive +6647,85,102,102,Positive +6648,92,124,97,Positive +6649,97,108,100,Negative +6650,88,130,105,Positive +6651,85,113,99,Positive +6652,92,114,105,Positive +6653,97,57,97,Negative +6654,85,91,104,Positive +6655,95,86,95,Negative +6656,93,108,101,Positive +6657,89,92,96,Positive +6658,100,88,96,Negative +6659,91,99,102,Positive +6660,91,47,101,Positive +6661,90,127,99,Positive +6662,87,105,105,Positive +6663,87,49,99,Positive +6664,88,101,105,Positive +6665,91,68,102,Positive +6666,96,108,101,Negative +6667,97,127,97,Negative +6668,97,95,95,Negative +6669,97,127,97,Negative +6670,100,114,95,Negative +6671,99,87,97,Negative +6672,86,108,103,Positive +6673,91,67,105,Positive +6674,89,106,95,Positive +6675,88,97,97,Positive +6676,92,107,104,Positive +6677,85,127,101,Positive +6678,96,58,104,Negative +6679,90,104,95,Negative +6680,93,84,103,Positive +6681,96,94,101,Negative +6682,97,117,95,Negative +6683,100,111,95,Negative +6684,93,88,103,Positive +6685,92,127,100,Positive +6686,90,67,97,Negative +6687,85,129,100,Positive +6688,90,49,99,Positive +6689,87,91,102,Positive +6690,97,62,99,Negative +6691,93,114,95,Negative +6692,85,95,97,Positive +6693,95,98,98,Negative +6694,98,124,102,Negative +6695,88,55,100,Positive +6696,93,113,105,Positive +6697,85,111,103,Positive +6698,100,54,104,Negative +6699,98,62,99,Negative +6700,95,77,98,Negative +6701,93,46,105,Positive +6702,93,58,102,Positive +6703,85,108,104,Positive +6704,90,98,99,Negative +6705,96,119,98,Negative +6706,99,53,96,Negative +6707,90,81,95,Negative +6708,93,91,97,Negative +6709,100,84,103,Negative +6710,93,72,95,Negative +6711,99,116,98,Negative +6712,95,109,98,Negative +6713,93,117,101,Positive +6714,96,121,98,Negative +6715,87,42,104,Positive +6716,91,117,96,Positive +6717,87,76,100,Positive +6718,96,98,100,Negative +6719,96,42,98,Negative +6720,100,55,99,Negative +6721,90,73,97,Negative +6722,88,77,96,Positive +6723,96,105,101,Negative +6724,86,90,104,Positive +6725,87,121,98,Positive +6726,91,42,105,Positive +6727,91,77,105,Positive +6728,96,72,96,Negative +6729,99,110,104,Negative +6730,95,107,104,Negative +6731,94,79,103,Positive +6732,90,84,98,Negative +6733,90,42,103,Positive +6734,98,54,105,Negative +6735,85,82,105,Positive +6736,97,48,99,Negative +6737,97,42,99,Negative +6738,86,96,105,Positive +6739,89,43,104,Positive +6740,88,129,98,Positive +6741,93,77,103,Positive +6742,89,80,103,Positive +6743,100,69,95,Negative +6744,99,124,105,Negative +6745,87,52,98,Positive +6746,89,84,96,Positive +6747,87,122,105,Positive +6748,87,80,99,Positive +6749,85,85,103,Positive +6750,87,108,104,Positive +6751,85,83,97,Positive +6752,94,105,97,Negative +6753,94,57,99,Negative +6754,94,85,103,Positive +6755,98,95,101,Negative +6756,86,82,98,Positive +6757,93,72,95,Negative +6758,93,91,104,Positive +6759,95,52,95,Negative +6760,98,42,104,Negative +6761,99,65,100,Negative +6762,95,90,104,Negative +6763,93,73,98,Negative +6764,90,61,97,Negative +6765,85,48,105,Positive +6766,97,112,99,Negative +6767,93,68,98,Negative +6768,98,106,102,Negative +6769,90,121,97,Positive +6770,95,104,98,Negative +6771,89,58,95,Positive +6772,99,86,103,Negative +6773,88,107,100,Positive +6774,92,88,96,Negative +6775,92,76,95,Negative +6776,88,81,98,Positive +6777,93,87,102,Positive +6778,93,47,103,Positive +6779,91,114,98,Positive +6780,86,102,98,Positive +6781,86,68,104,Positive +6782,90,84,100,Negative +6783,87,89,102,Positive +6784,100,53,97,Negative +6785,96,84,101,Negative +6786,95,47,102,Positive +6787,85,96,101,Positive +6788,88,73,98,Positive +6789,97,128,97,Negative +6790,93,58,101,Positive +6791,90,126,104,Positive +6792,98,86,97,Negative +6793,95,53,100,Negative +6794,96,124,102,Positive +6795,98,120,103,Negative +6796,100,130,101,Negative +6797,100,128,103,Negative +6798,91,45,95,Positive +6799,90,115,98,Positive +6800,96,58,95,Negative +6801,99,90,100,Negative +6802,86,103,95,Positive +6803,85,120,103,Positive +6804,96,48,103,Positive +6805,92,74,95,Negative +6806,98,88,95,Negative +6807,95,90,96,Negative +6808,86,120,99,Positive +6809,95,118,101,Positive +6810,99,96,100,Negative +6811,98,92,97,Negative +6812,97,79,104,Negative +6813,91,65,99,Negative +6814,95,65,105,Negative +6815,86,98,100,Positive +6816,100,129,99,Negative +6817,90,113,99,Positive +6818,85,95,97,Positive +6819,94,105,100,Negative +6820,96,43,96,Negative +6821,98,120,99,Negative +6822,86,107,101,Positive +6823,92,118,104,Positive +6824,97,70,98,Negative +6825,91,127,104,Positive +6826,86,107,102,Positive +6827,85,41,98,Positive +6828,92,78,105,Positive +6829,92,64,95,Negative +6830,95,110,97,Negative +6831,92,47,105,Positive +6832,90,99,100,Negative +6833,99,118,105,Negative +6834,94,46,96,Negative +6835,90,82,99,Negative +6836,93,90,96,Negative +6837,95,74,105,Negative +6838,93,45,97,Negative +6839,89,107,103,Positive +6840,87,106,102,Positive +6841,96,66,105,Negative +6842,88,103,97,Positive +6843,94,41,101,Positive +6844,98,105,96,Negative +6845,96,106,97,Negative +6846,99,62,101,Negative +6847,99,83,95,Negative +6848,91,94,98,Negative +6849,96,95,96,Negative +6850,97,51,101,Negative +6851,89,65,97,Positive +6852,98,110,98,Negative +6853,92,62,95,Negative +6854,98,87,98,Negative +6855,95,113,104,Positive +6856,100,124,95,Negative +6857,87,75,99,Positive +6858,97,106,96,Negative +6859,87,85,102,Positive +6860,87,44,95,Positive +6861,96,110,102,Negative +6862,97,114,102,Negative +6863,91,61,103,Positive +6864,96,121,98,Negative +6865,97,128,97,Negative +6866,100,72,102,Negative +6867,89,94,98,Positive +6868,90,42,105,Positive +6869,96,104,98,Negative +6870,86,106,95,Positive +6871,93,46,99,Negative +6872,93,90,103,Positive +6873,93,115,99,Negative +6874,89,109,102,Positive +6875,85,88,96,Positive +6876,93,65,95,Negative +6877,85,124,99,Positive +6878,86,119,98,Positive +6879,99,95,96,Negative +6880,99,45,99,Negative +6881,99,125,100,Negative +6882,93,78,103,Positive +6883,98,104,105,Negative +6884,91,78,99,Negative +6885,95,110,96,Negative +6886,96,123,98,Negative +6887,90,55,105,Positive +6888,92,78,99,Negative +6889,86,43,95,Positive +6890,89,110,97,Positive +6891,85,81,96,Positive +6892,91,119,104,Positive +6893,88,57,104,Positive +6894,89,106,105,Positive +6895,95,57,97,Negative +6896,100,117,99,Negative +6897,88,43,97,Positive +6898,96,46,102,Positive +6899,92,128,104,Positive +6900,98,122,97,Negative +6901,88,128,101,Positive +6902,93,70,103,Positive +6903,97,63,102,Negative +6904,94,75,104,Positive +6905,88,101,98,Positive +6906,100,67,99,Negative +6907,85,47,96,Positive +6908,96,80,95,Negative +6909,88,41,99,Positive +6910,97,101,105,Negative +6911,95,41,100,Negative +6912,90,121,97,Positive +6913,99,97,100,Negative +6914,89,51,101,Positive +6915,91,42,104,Positive +6916,88,74,102,Positive +6917,96,74,102,Negative +6918,97,74,95,Negative +6919,99,88,99,Negative +6920,90,113,97,Positive +6921,92,125,101,Positive +6922,99,78,101,Negative +6923,91,108,103,Positive +6924,88,106,95,Positive +6925,86,125,98,Positive +6926,92,52,99,Negative +6927,97,77,96,Negative +6928,85,119,104,Positive +6929,85,97,95,Positive +6930,94,56,97,Negative +6931,93,83,104,Positive +6932,87,96,95,Positive +6933,91,122,97,Positive +6934,90,88,102,Positive +6935,90,80,98,Negative +6936,93,84,103,Positive +6937,92,125,101,Positive +6938,95,105,101,Negative +6939,92,115,97,Positive +6940,86,83,103,Positive +6941,96,67,102,Negative +6942,92,112,103,Positive +6943,89,45,98,Positive +6944,87,92,104,Positive +6945,96,113,100,Negative +6946,96,75,95,Negative +6947,85,46,100,Positive +6948,85,120,99,Positive +6949,94,109,105,Positive +6950,98,87,101,Negative +6951,93,115,101,Positive +6952,90,126,95,Positive +6953,96,96,105,Negative +6954,97,75,98,Negative +6955,94,100,98,Negative +6956,96,68,97,Negative +6957,96,67,104,Negative +6958,95,78,103,Negative +6959,88,58,105,Positive +6960,99,97,95,Negative +6961,93,67,103,Positive +6962,91,42,101,Positive +6963,90,47,99,Positive +6964,100,48,99,Negative +6965,97,86,98,Negative +6966,89,47,103,Positive +6967,98,120,100,Negative +6968,89,56,102,Positive +6969,96,97,97,Negative +6970,98,116,102,Negative +6971,90,41,104,Positive +6972,98,91,104,Negative +6973,99,77,96,Negative +6974,95,74,96,Negative +6975,88,120,97,Positive +6976,85,52,98,Positive +6977,100,59,95,Negative +6978,100,101,101,Negative +6979,87,44,98,Positive +6980,93,107,96,Negative +6981,89,102,99,Positive +6982,92,93,98,Negative +6983,96,59,100,Negative +6984,96,70,101,Negative +6985,86,54,103,Positive +6986,98,123,103,Negative +6987,93,117,101,Positive +6988,93,124,105,Positive +6989,86,91,98,Positive +6990,86,83,102,Positive +6991,86,83,104,Positive +6992,97,121,95,Negative +6993,99,93,105,Negative +6994,90,113,96,Positive +6995,90,114,97,Positive +6996,96,47,96,Negative +6997,94,107,100,Negative +6998,92,54,97,Negative +6999,85,71,97,Positive +7000,96,79,100,Negative +7001,98,99,98,Negative +7002,88,82,97,Positive +7003,96,112,105,Positive +7004,97,116,95,Negative +7005,98,91,95,Negative +7006,87,94,101,Positive +7007,95,40,97,Negative +7008,93,44,96,Negative +7009,85,107,99,Positive +7010,98,127,95,Negative +7011,96,64,103,Negative +7012,91,88,98,Negative +7013,86,70,99,Positive +7014,92,40,102,Positive +7015,96,109,98,Negative +7016,92,108,96,Negative +7017,97,69,100,Negative +7018,99,55,103,Negative +7019,98,103,99,Negative +7020,93,61,103,Positive +7021,93,78,102,Positive +7022,91,84,99,Negative +7023,88,50,103,Positive +7024,89,105,97,Positive +7025,90,78,97,Negative +7026,88,123,100,Positive +7027,99,92,105,Negative +7028,90,67,103,Positive +7029,90,68,104,Positive +7030,90,90,105,Positive +7031,100,103,105,Negative +7032,97,121,99,Negative +7033,86,124,100,Positive +7034,98,68,104,Negative +7035,97,97,104,Negative +7036,89,112,100,Positive +7037,87,95,104,Positive +7038,98,97,105,Negative +7039,88,90,98,Positive +7040,85,125,97,Positive +7041,92,65,96,Negative +7042,90,69,101,Positive +7043,100,67,96,Negative +7044,100,120,98,Negative +7045,93,109,104,Positive +7046,86,94,105,Positive +7047,85,41,105,Positive +7048,88,57,104,Positive +7049,89,103,98,Positive +7050,99,98,99,Negative +7051,97,103,97,Negative +7052,94,45,100,Negative +7053,95,72,100,Negative +7054,100,127,96,Negative +7055,98,86,105,Negative +7056,92,109,98,Negative +7057,96,96,105,Negative +7058,89,68,100,Positive +7059,99,77,97,Negative +7060,86,117,104,Positive +7061,99,78,100,Negative +7062,96,99,104,Negative +7063,94,71,100,Negative +7064,98,90,99,Negative +7065,87,123,101,Positive +7066,85,126,104,Positive +7067,91,81,96,Negative +7068,97,114,96,Negative +7069,88,130,96,Positive +7070,86,93,96,Positive +7071,99,115,98,Negative +7072,97,64,105,Negative +7073,93,80,95,Negative +7074,94,118,95,Negative +7075,94,121,96,Negative +7076,100,115,95,Negative +7077,97,107,105,Negative +7078,99,70,98,Negative +7079,89,128,98,Positive +7080,93,83,103,Positive +7081,98,77,105,Negative +7082,100,126,102,Negative +7083,85,72,97,Positive +7084,91,97,96,Negative +7085,94,127,95,Negative +7086,94,83,103,Positive +7087,89,57,102,Positive +7088,93,121,99,Negative +7089,85,79,105,Positive +7090,100,115,101,Negative +7091,93,120,103,Positive +7092,88,81,97,Positive +7093,94,83,99,Negative +7094,90,42,101,Positive +7095,95,61,99,Negative +7096,98,94,95,Negative +7097,98,49,99,Negative +7098,98,121,97,Negative +7099,93,40,102,Positive +7100,99,44,100,Negative +7101,85,67,97,Positive +7102,88,67,100,Positive +7103,91,76,102,Positive +7104,86,78,96,Positive +7105,91,129,99,Positive +7106,92,106,103,Positive +7107,98,75,95,Negative +7108,86,123,104,Positive +7109,94,126,99,Negative +7110,93,126,95,Negative +7111,97,67,100,Negative +7112,85,104,103,Positive +7113,95,41,96,Negative +7114,94,42,100,Negative +7115,99,54,99,Negative +7116,94,96,97,Negative +7117,95,96,98,Negative +7118,99,68,97,Negative +7119,94,50,97,Negative +7120,85,54,98,Positive +7121,89,119,97,Positive +7122,85,95,104,Positive +7123,95,129,103,Positive +7124,97,126,99,Negative +7125,97,71,98,Negative +7126,100,62,104,Negative +7127,87,72,102,Positive +7128,100,111,103,Negative +7129,95,123,103,Positive +7130,98,59,105,Negative +7131,98,129,99,Negative +7132,89,69,96,Positive +7133,100,63,104,Negative +7134,96,70,104,Negative +7135,94,102,104,Positive +7136,88,83,104,Positive +7137,97,74,97,Negative +7138,96,89,103,Negative +7139,88,71,95,Positive +7140,85,41,105,Positive +7141,98,81,103,Negative +7142,85,65,101,Positive +7143,86,118,98,Positive +7144,91,118,97,Positive +7145,99,117,103,Negative +7146,87,97,100,Positive +7147,96,117,104,Positive +7148,89,56,100,Positive +7149,97,125,102,Negative +7150,91,81,101,Positive +7151,85,81,101,Positive +7152,90,115,95,Positive +7153,97,125,97,Negative +7154,89,126,105,Positive +7155,100,42,102,Negative +7156,98,97,96,Negative +7157,99,107,99,Negative +7158,95,93,95,Negative +7159,87,110,99,Positive +7160,85,90,102,Positive +7161,85,73,96,Positive +7162,99,62,103,Negative +7163,90,47,99,Positive +7164,100,113,102,Negative +7165,85,49,97,Positive +7166,86,79,96,Positive +7167,97,91,97,Negative +7168,92,119,95,Positive +7169,89,69,101,Positive +7170,100,110,99,Negative +7171,90,96,95,Negative +7172,92,120,95,Positive +7173,91,111,97,Positive +7174,99,112,102,Negative +7175,90,118,105,Positive +7176,96,41,104,Positive +7177,96,76,104,Negative +7178,100,100,104,Negative +7179,92,113,95,Positive +7180,87,46,99,Positive +7181,98,100,103,Negative +7182,95,125,105,Positive +7183,96,52,97,Negative +7184,90,104,101,Positive +7185,95,78,105,Negative +7186,93,124,96,Negative +7187,97,82,100,Negative +7188,88,117,105,Positive +7189,86,121,97,Positive +7190,97,72,102,Negative +7191,96,125,97,Negative +7192,100,117,97,Negative +7193,86,52,105,Positive +7194,91,60,96,Negative +7195,89,51,100,Positive +7196,97,99,98,Negative +7197,85,54,104,Positive +7198,96,91,96,Negative +7199,93,68,104,Positive +7200,97,111,99,Negative +7201,93,56,97,Negative +7202,98,46,101,Negative +7203,92,88,99,Negative +7204,91,47,98,Positive +7205,100,84,97,Negative +7206,96,86,101,Negative +7207,85,98,100,Positive +7208,95,83,101,Negative +7209,95,129,97,Negative +7210,99,55,97,Negative +7211,95,81,105,Negative +7212,89,81,104,Positive +7213,87,127,96,Positive +7214,91,89,99,Negative +7215,91,110,103,Positive +7216,90,83,101,Positive +7217,85,126,100,Positive +7218,95,70,104,Negative +7219,97,106,97,Negative +7220,94,85,96,Negative +7221,98,118,103,Negative +7222,92,111,101,Positive +7223,90,96,95,Negative +7224,92,76,103,Positive +7225,85,112,95,Positive +7226,85,98,103,Positive +7227,91,117,98,Positive +7228,94,79,97,Negative +7229,85,113,100,Positive +7230,85,54,105,Positive +7231,96,94,102,Negative +7232,85,114,99,Positive +7233,94,99,95,Negative +7234,92,124,98,Positive +7235,93,83,102,Positive +7236,96,58,101,Negative +7237,100,43,99,Negative +7238,96,107,96,Negative +7239,92,86,102,Positive +7240,88,105,100,Positive +7241,89,125,103,Positive +7242,88,47,97,Positive +7243,97,87,101,Negative +7244,92,78,99,Negative +7245,96,106,98,Negative +7246,90,66,100,Negative +7247,100,80,97,Negative +7248,86,112,102,Positive +7249,97,46,103,Negative +7250,99,50,100,Negative +7251,95,115,99,Negative +7252,100,102,97,Negative +7253,86,49,101,Positive +7254,92,115,102,Positive +7255,85,86,105,Positive +7256,94,105,96,Negative +7257,97,51,104,Negative +7258,97,126,103,Negative +7259,85,125,98,Positive +7260,92,50,96,Negative +7261,93,58,97,Negative +7262,86,96,97,Positive +7263,90,59,105,Positive +7264,92,80,99,Negative +7265,95,61,104,Negative +7266,94,122,96,Negative +7267,96,72,98,Negative +7268,86,67,104,Positive +7269,98,75,96,Negative +7270,90,89,100,Negative +7271,85,54,104,Positive +7272,93,47,103,Positive +7273,91,88,102,Positive +7274,91,93,103,Positive +7275,93,119,101,Positive +7276,100,55,105,Negative +7277,91,115,98,Positive +7278,95,93,100,Negative +7279,89,80,105,Positive +7280,92,48,98,Positive +7281,92,113,103,Positive +7282,92,49,99,Positive +7283,86,125,99,Positive +7284,90,121,99,Positive +7285,92,104,99,Negative +7286,94,106,97,Negative +7287,91,41,100,Positive +7288,88,95,103,Positive +7289,95,44,103,Positive +7290,89,41,97,Positive +7291,97,90,95,Negative +7292,85,116,96,Positive +7293,87,101,95,Positive +7294,96,56,98,Negative +7295,87,105,95,Positive +7296,92,74,95,Negative +7297,96,109,103,Negative +7298,96,57,104,Negative +7299,88,91,97,Positive +7300,94,43,96,Negative +7301,90,127,101,Positive +7302,88,88,98,Positive +7303,94,97,100,Negative +7304,89,65,104,Positive +7305,86,87,99,Positive +7306,95,70,105,Negative +7307,94,122,104,Positive +7308,95,41,105,Positive +7309,91,107,105,Positive +7310,90,121,100,Positive +7311,89,109,102,Positive +7312,86,123,96,Positive +7313,85,54,97,Positive +7314,97,124,98,Negative +7315,88,110,97,Positive +7316,97,128,104,Negative +7317,91,102,98,Negative +7318,100,105,101,Negative +7319,96,129,103,Positive +7320,93,74,99,Negative +7321,96,115,104,Positive +7322,86,89,102,Positive +7323,98,69,103,Negative +7324,91,100,103,Positive +7325,90,65,105,Positive +7326,86,104,103,Positive +7327,100,93,101,Negative +7328,89,84,97,Positive +7329,89,64,98,Positive +7330,92,84,102,Positive +7331,89,64,95,Positive +7332,90,96,101,Positive +7333,87,78,103,Positive +7334,87,94,98,Positive +7335,88,97,101,Positive +7336,98,91,96,Negative +7337,100,68,105,Negative +7338,100,44,96,Negative +7339,86,58,95,Positive +7340,88,79,105,Positive +7341,100,102,105,Negative +7342,97,42,99,Negative +7343,100,49,96,Negative +7344,92,96,101,Positive +7345,87,51,103,Positive +7346,88,45,103,Positive +7347,95,105,102,Negative +7348,98,69,96,Negative +7349,90,128,105,Positive +7350,92,71,95,Negative +7351,86,67,98,Positive +7352,91,71,100,Negative +7353,96,58,95,Negative +7354,100,123,97,Negative +7355,87,68,99,Positive +7356,100,56,96,Negative +7357,96,45,101,Positive +7358,95,109,102,Negative +7359,94,69,100,Negative +7360,92,95,102,Positive +7361,87,42,97,Positive +7362,98,79,101,Negative +7363,92,71,97,Negative +7364,95,72,104,Negative +7365,89,126,103,Positive +7366,99,107,100,Negative +7367,97,89,101,Negative +7368,91,40,100,Positive +7369,90,69,96,Negative +7370,100,69,104,Negative +7371,98,42,105,Negative +7372,97,88,104,Negative +7373,94,50,102,Positive +7374,95,85,100,Negative +7375,99,81,97,Negative +7376,98,109,96,Negative +7377,99,125,100,Negative +7378,91,53,97,Negative +7379,95,44,102,Positive +7380,89,58,102,Positive +7381,97,54,104,Negative +7382,94,63,98,Negative +7383,93,115,105,Positive +7384,93,96,102,Positive +7385,89,112,97,Positive +7386,97,94,97,Negative +7387,86,122,98,Positive +7388,89,102,97,Positive +7389,85,60,99,Positive +7390,89,50,98,Positive +7391,86,110,97,Positive +7392,95,68,95,Negative +7393,94,129,98,Negative +7394,95,75,97,Negative +7395,98,67,102,Negative +7396,89,130,102,Positive +7397,88,78,105,Positive +7398,96,86,96,Negative +7399,99,120,103,Negative +7400,97,62,105,Negative +7401,88,101,104,Positive +7402,92,62,101,Positive +7403,100,95,99,Negative +7404,98,129,98,Negative +7405,90,95,95,Negative +7406,93,82,105,Positive +7407,88,69,95,Positive +7408,90,100,99,Negative +7409,93,109,100,Negative +7410,99,122,101,Negative +7411,92,118,101,Positive +7412,87,63,102,Positive +7413,94,55,101,Positive +7414,88,40,98,Positive +7415,89,60,97,Positive +7416,98,93,101,Negative +7417,97,44,98,Negative +7418,93,64,102,Positive +7419,96,90,101,Negative +7420,87,53,104,Positive +7421,94,92,103,Positive +7422,90,51,99,Negative +7423,89,50,99,Positive +7424,91,87,103,Positive +7425,98,65,104,Negative +7426,89,56,104,Positive +7427,86,84,95,Positive +7428,89,115,96,Positive +7429,91,115,105,Positive +7430,93,67,101,Positive +7431,94,96,103,Positive +7432,94,100,95,Negative +7433,91,53,100,Negative +7434,85,76,104,Positive +7435,97,45,99,Negative +7436,88,97,99,Positive +7437,92,68,102,Positive +7438,90,70,103,Positive +7439,86,42,101,Positive +7440,92,46,103,Positive +7441,97,93,99,Negative +7442,98,123,104,Negative +7443,91,73,102,Positive +7444,95,102,105,Negative +7445,96,58,96,Negative +7446,91,101,104,Positive +7447,87,95,105,Positive +7448,89,102,100,Positive +7449,100,63,105,Negative +7450,93,59,104,Positive +7451,86,50,98,Positive +7452,94,70,99,Negative +7453,92,42,95,Positive +7454,86,114,99,Positive +7455,100,87,104,Negative +7456,99,102,95,Negative +7457,95,117,105,Positive +7458,95,119,96,Negative +7459,100,64,99,Negative +7460,96,66,96,Negative +7461,89,44,100,Positive +7462,94,117,104,Positive +7463,88,106,105,Positive +7464,93,66,97,Negative +7465,98,97,103,Negative +7466,90,105,103,Positive +7467,93,74,95,Negative +7468,92,78,99,Negative +7469,96,88,99,Negative +7470,96,41,105,Positive +7471,91,71,97,Negative +7472,95,53,101,Negative +7473,93,111,104,Positive +7474,99,42,102,Negative +7475,87,52,96,Positive +7476,92,59,103,Positive +7477,100,95,97,Negative +7478,96,70,96,Negative +7479,89,90,95,Positive +7480,93,67,95,Negative +7481,97,44,98,Negative +7482,90,130,99,Positive +7483,85,50,99,Positive +7484,96,115,97,Negative +7485,98,116,103,Negative +7486,95,84,100,Negative +7487,100,86,98,Negative +7488,88,81,104,Positive +7489,89,115,97,Positive +7490,94,54,103,Positive +7491,97,98,99,Negative +7492,92,82,101,Positive +7493,87,49,95,Positive +7494,98,45,98,Negative +7495,88,125,96,Positive +7496,96,99,99,Negative +7497,91,64,97,Negative +7498,90,130,103,Positive +7499,100,48,98,Negative +7500,98,119,102,Negative +7501,94,114,96,Negative +7502,96,120,98,Negative +7503,92,58,101,Positive +7504,86,52,105,Positive +7505,86,66,95,Positive +7506,85,90,98,Positive +7507,94,88,98,Negative +7508,91,74,99,Negative +7509,100,57,103,Negative +7510,94,103,103,Positive +7511,85,104,95,Positive +7512,89,94,103,Positive +7513,97,89,102,Negative +7514,95,123,104,Positive +7515,92,130,102,Positive +7516,90,53,103,Positive +7517,93,108,95,Negative +7518,97,81,96,Negative +7519,99,126,99,Negative +7520,85,82,105,Positive +7521,98,112,100,Negative +7522,91,49,105,Positive +7523,95,89,101,Negative +7524,95,75,101,Negative +7525,91,89,99,Negative +7526,92,102,101,Positive +7527,85,88,96,Positive +7528,94,77,101,Positive +7529,89,130,100,Positive +7530,87,128,102,Positive +7531,97,86,100,Negative +7532,97,45,101,Negative +7533,98,41,97,Negative +7534,97,74,102,Negative +7535,94,102,105,Positive +7536,99,45,96,Negative +7537,95,75,103,Negative +7538,85,49,103,Positive +7539,93,46,96,Negative +7540,90,47,102,Positive +7541,87,127,98,Positive +7542,96,50,97,Negative +7543,85,130,97,Positive +7544,86,52,97,Positive +7545,93,50,103,Positive +7546,92,45,101,Positive +7547,86,106,95,Positive +7548,88,69,104,Positive +7549,96,65,98,Negative +7550,92,101,104,Positive +7551,91,130,105,Positive +7552,97,50,105,Negative +7553,98,89,100,Negative +7554,92,76,100,Negative +7555,93,70,100,Negative +7556,93,119,105,Positive +7557,85,113,97,Positive +7558,97,55,100,Negative +7559,86,96,98,Positive +7560,94,93,98,Negative +7561,96,94,100,Negative +7562,89,111,99,Positive +7563,88,98,100,Positive +7564,100,129,95,Negative +7565,95,64,104,Negative +7566,99,127,98,Negative +7567,85,55,103,Positive +7568,97,71,98,Negative +7569,89,44,97,Positive +7570,97,78,99,Negative +7571,85,69,95,Positive +7572,85,56,99,Positive +7573,96,80,97,Negative +7574,85,75,103,Positive +7575,100,56,97,Negative +7576,92,102,97,Negative +7577,87,73,103,Positive +7578,85,53,105,Positive +7579,96,78,95,Negative +7580,97,50,98,Negative +7581,99,92,99,Negative +7582,85,117,97,Positive +7583,85,71,101,Positive +7584,86,62,97,Positive +7585,92,103,95,Negative +7586,98,42,104,Negative +7587,90,91,102,Positive +7588,90,102,103,Positive +7589,90,105,100,Negative +7590,95,102,103,Negative +7591,93,124,104,Positive +7592,99,87,102,Negative +7593,86,55,95,Positive +7594,91,129,98,Positive +7595,95,128,103,Positive +7596,93,43,105,Positive +7597,94,76,97,Negative +7598,94,120,99,Negative +7599,91,43,99,Positive +7600,92,60,104,Positive +7601,88,57,96,Positive +7602,97,129,95,Negative +7603,89,55,96,Positive +7604,96,79,102,Negative +7605,93,44,99,Negative +7606,96,66,95,Negative +7607,93,119,98,Negative +7608,91,42,101,Positive +7609,93,112,103,Positive +7610,98,46,98,Negative +7611,94,128,97,Negative +7612,86,61,105,Positive +7613,87,108,104,Positive +7614,89,63,103,Positive +7615,86,119,100,Positive +7616,90,86,97,Negative +7617,92,75,100,Negative +7618,98,64,98,Negative +7619,87,127,97,Positive +7620,86,51,96,Positive +7621,90,105,103,Positive +7622,92,68,101,Positive +7623,88,110,97,Positive +7624,100,68,103,Negative +7625,91,97,101,Positive +7626,95,49,100,Negative +7627,89,121,99,Positive +7628,99,70,96,Negative +7629,95,61,95,Negative +7630,87,60,105,Positive +7631,100,53,98,Negative +7632,99,98,96,Negative +7633,86,86,96,Positive +7634,95,75,104,Negative +7635,94,47,99,Negative +7636,92,90,103,Positive +7637,94,75,95,Negative +7638,88,82,104,Positive +7639,99,92,99,Negative +7640,92,54,101,Positive +7641,86,47,95,Positive +7642,94,64,102,Positive +7643,89,87,104,Positive +7644,89,120,95,Positive +7645,95,104,102,Negative +7646,96,51,101,Negative +7647,92,59,101,Positive +7648,86,75,100,Positive +7649,89,47,104,Positive +7650,95,117,96,Negative +7651,92,40,96,Positive +7652,98,55,99,Negative +7653,91,58,102,Positive +7654,99,50,101,Negative +7655,88,100,105,Positive +7656,91,81,100,Negative +7657,92,62,105,Positive +7658,99,76,105,Negative +7659,94,118,102,Positive +7660,88,62,104,Positive +7661,87,73,101,Positive +7662,98,63,98,Negative +7663,96,104,95,Negative +7664,88,110,99,Positive +7665,87,121,99,Positive +7666,91,41,104,Positive +7667,91,117,98,Positive +7668,95,87,97,Negative +7669,92,80,102,Positive +7670,89,69,100,Positive +7671,86,69,103,Positive +7672,98,69,100,Negative +7673,89,82,96,Positive +7674,99,103,101,Negative +7675,91,109,98,Negative +7676,97,125,97,Negative +7677,99,99,97,Negative +7678,87,124,105,Positive +7679,99,80,99,Negative +7680,96,71,104,Negative +7681,95,61,101,Negative +7682,88,99,100,Positive +7683,94,122,95,Negative +7684,95,44,98,Negative +7685,97,115,95,Negative +7686,86,68,99,Positive +7687,95,120,104,Positive +7688,86,120,95,Positive +7689,98,77,103,Negative +7690,87,109,102,Positive +7691,88,96,98,Positive +7692,97,61,100,Negative +7693,87,52,99,Positive +7694,89,105,102,Positive +7695,91,111,97,Positive +7696,92,113,105,Positive +7697,94,59,100,Negative +7698,95,93,95,Negative +7699,98,77,98,Negative +7700,95,86,105,Negative +7701,89,109,97,Positive +7702,97,108,98,Negative +7703,89,103,99,Positive +7704,94,125,104,Positive +7705,94,48,104,Positive +7706,98,43,103,Negative +7707,97,123,97,Negative +7708,98,125,99,Negative +7709,88,62,97,Positive +7710,94,94,97,Negative +7711,96,57,102,Negative +7712,98,124,97,Negative +7713,95,63,100,Negative +7714,95,80,104,Negative +7715,94,51,104,Positive +7716,96,99,96,Negative +7717,100,118,98,Negative +7718,96,73,101,Negative +7719,89,89,98,Positive +7720,91,62,98,Negative +7721,88,67,105,Positive +7722,90,71,105,Positive +7723,90,96,96,Negative +7724,91,117,99,Positive +7725,87,76,96,Positive +7726,85,86,105,Positive +7727,93,84,102,Positive +7728,94,128,99,Negative +7729,94,68,96,Negative +7730,88,100,98,Positive +7731,92,120,102,Positive +7732,91,68,104,Positive +7733,86,77,104,Positive +7734,92,53,104,Positive +7735,94,106,96,Negative +7736,96,58,104,Negative +7737,85,69,102,Positive +7738,93,96,100,Negative +7739,90,77,96,Negative +7740,88,57,98,Positive +7741,91,79,95,Negative +7742,96,119,104,Positive +7743,89,54,96,Positive +7744,96,76,97,Negative +7745,98,78,99,Negative +7746,100,130,97,Negative +7747,97,82,96,Negative +7748,95,127,99,Negative +7749,87,130,105,Positive +7750,98,105,104,Negative +7751,97,74,101,Negative +7752,100,72,102,Negative +7753,97,123,105,Negative +7754,85,58,102,Positive +7755,93,130,104,Positive +7756,88,111,95,Positive +7757,95,64,104,Negative +7758,92,121,104,Positive +7759,98,95,97,Negative +7760,94,107,95,Negative +7761,86,93,101,Positive +7762,95,94,103,Negative +7763,90,130,102,Positive +7764,100,73,101,Negative +7765,95,106,96,Negative +7766,93,88,103,Positive +7767,97,61,105,Negative +7768,100,107,97,Negative +7769,93,98,103,Positive +7770,92,53,98,Negative +7771,99,54,104,Negative +7772,99,130,101,Negative +7773,94,117,103,Positive +7774,91,130,97,Positive +7775,87,125,95,Positive +7776,89,47,99,Positive +7777,96,129,99,Negative +7778,99,54,105,Negative +7779,95,85,102,Negative +7780,96,101,105,Negative +7781,98,74,102,Negative +7782,98,79,98,Negative +7783,91,116,98,Positive +7784,93,95,101,Positive +7785,100,87,99,Negative +7786,95,58,100,Negative +7787,96,130,103,Positive +7788,99,105,95,Negative +7789,92,61,102,Positive +7790,98,97,100,Negative +7791,100,89,98,Negative +7792,97,104,99,Negative +7793,85,97,99,Positive +7794,94,92,104,Positive +7795,90,56,104,Positive +7796,97,82,97,Negative +7797,98,102,100,Negative +7798,89,94,96,Positive +7799,89,81,103,Positive +7800,94,79,96,Negative +7801,93,63,99,Negative +7802,86,83,101,Positive +7803,85,47,99,Positive +7804,100,77,103,Negative +7805,100,56,100,Negative +7806,87,49,96,Positive +7807,97,84,95,Negative +7808,94,64,95,Negative +7809,87,83,96,Positive +7810,99,114,102,Negative +7811,92,59,96,Negative +7812,98,89,101,Negative +7813,91,114,102,Positive +7814,89,86,102,Positive +7815,94,75,101,Positive +7816,99,65,102,Negative +7817,97,115,99,Negative +7818,91,45,105,Positive +7819,91,54,101,Positive +7820,95,119,95,Negative +7821,87,52,95,Positive +7822,99,46,96,Negative +7823,96,79,104,Negative +7824,98,63,99,Negative +7825,91,41,101,Positive +7826,97,63,98,Negative +7827,93,81,96,Negative +7828,92,57,105,Positive +7829,100,125,95,Negative +7830,94,114,104,Positive +7831,94,67,105,Positive +7832,86,95,98,Positive +7833,97,68,100,Negative +7834,97,92,100,Negative +7835,99,78,102,Negative +7836,88,63,96,Positive +7837,86,69,97,Positive +7838,94,90,101,Positive +7839,97,84,96,Negative +7840,99,101,96,Negative +7841,87,105,103,Positive +7842,91,118,99,Positive +7843,97,100,97,Negative +7844,98,97,103,Negative +7845,92,61,98,Negative +7846,91,68,103,Positive +7847,99,76,97,Negative +7848,95,49,100,Negative +7849,99,62,105,Negative +7850,85,54,98,Positive +7851,89,68,104,Positive +7852,89,77,97,Positive +7853,99,54,104,Negative +7854,100,45,97,Negative +7855,86,51,96,Positive +7856,98,40,100,Negative +7857,94,73,95,Negative +7858,91,106,101,Positive +7859,98,100,102,Negative +7860,85,91,98,Positive +7861,94,66,102,Positive +7862,100,129,105,Negative +7863,88,75,102,Positive +7864,85,93,95,Positive +7865,93,67,100,Negative +7866,85,110,99,Positive +7867,86,56,102,Positive +7868,89,89,101,Positive +7869,99,50,101,Negative +7870,92,98,102,Positive +7871,88,76,103,Positive +7872,87,112,100,Positive +7873,95,110,99,Negative +7874,96,113,99,Negative +7875,89,76,99,Positive +7876,89,126,98,Positive +7877,89,78,99,Positive +7878,87,52,100,Positive +7879,94,93,105,Positive +7880,95,59,97,Negative +7881,89,68,95,Positive +7882,99,80,99,Negative +7883,88,74,103,Positive +7884,85,104,100,Positive +7885,96,57,98,Negative +7886,94,63,101,Positive +7887,97,100,96,Negative +7888,91,115,104,Positive +7889,100,45,99,Negative +7890,85,74,103,Positive +7891,92,55,96,Negative +7892,88,118,103,Positive +7893,90,70,101,Positive +7894,100,45,104,Negative +7895,92,117,95,Positive +7896,87,45,101,Positive +7897,88,80,104,Positive +7898,92,124,103,Positive +7899,93,64,98,Negative +7900,87,78,100,Positive +7901,94,40,96,Negative +7902,91,69,102,Positive +7903,87,52,99,Positive +7904,91,123,98,Positive +7905,86,111,101,Positive +7906,90,123,104,Positive +7907,99,74,101,Negative +7908,87,84,98,Positive +7909,96,114,98,Negative +7910,98,79,103,Negative +7911,100,52,104,Negative +7912,96,123,95,Negative +7913,96,112,103,Positive +7914,99,70,99,Negative +7915,87,66,104,Positive +7916,99,95,100,Negative +7917,94,77,102,Positive +7918,97,53,97,Negative +7919,93,44,95,Negative +7920,93,77,98,Negative +7921,94,87,99,Negative +7922,92,97,99,Negative +7923,90,58,99,Negative +7924,87,47,98,Positive +7925,90,90,97,Negative +7926,96,82,95,Negative +7927,87,121,104,Positive +7928,93,108,99,Negative +7929,100,70,96,Negative +7930,85,107,102,Positive +7931,94,100,97,Negative +7932,92,47,103,Positive +7933,92,109,98,Negative +7934,91,70,99,Negative +7935,98,63,99,Negative +7936,93,79,100,Negative +7937,99,82,96,Negative +7938,85,89,98,Positive +7939,95,63,102,Negative +7940,97,125,104,Negative +7941,93,111,97,Negative +7942,93,95,103,Positive +7943,98,81,105,Negative +7944,88,63,99,Positive +7945,90,69,104,Positive +7946,99,66,95,Negative +7947,85,84,96,Positive +7948,90,67,99,Negative +7949,92,98,104,Positive +7950,92,127,96,Positive +7951,90,81,95,Negative +7952,90,123,104,Positive +7953,89,119,99,Positive +7954,85,52,97,Positive +7955,97,88,96,Negative +7956,85,104,102,Positive +7957,96,71,98,Negative +7958,89,44,103,Positive +7959,86,80,97,Positive +7960,93,67,96,Negative +7961,96,89,104,Negative +7962,86,46,101,Positive +7963,97,69,97,Negative +7964,89,90,103,Positive +7965,98,95,96,Negative +7966,85,60,98,Positive +7967,96,53,101,Negative +7968,91,112,99,Positive +7969,87,80,104,Positive +7970,91,49,101,Positive +7971,87,56,95,Positive +7972,95,49,105,Positive +7973,87,44,104,Positive +7974,92,80,98,Negative +7975,92,84,96,Negative +7976,93,101,99,Negative +7977,91,123,100,Positive +7978,97,82,102,Negative +7979,87,53,104,Positive +7980,96,55,97,Negative +7981,85,85,105,Positive +7982,97,108,96,Negative +7983,89,63,105,Positive +7984,100,101,97,Negative +7985,96,88,105,Negative +7986,95,106,105,Negative +7987,92,44,101,Positive +7988,91,129,97,Positive +7989,87,50,99,Positive +7990,94,107,104,Positive +7991,95,69,103,Negative +7992,98,80,105,Negative +7993,100,80,103,Negative +7994,90,74,101,Positive +7995,85,44,102,Positive +7996,98,62,102,Negative +7997,91,65,97,Negative +7998,86,63,100,Positive +7999,94,99,100,Negative +8000,99,120,102,Negative +8001,95,127,104,Positive +8002,87,118,99,Positive +8003,98,103,96,Negative +8004,100,122,95,Negative +8005,87,93,98,Positive +8006,90,111,97,Positive +8007,85,108,102,Positive +8008,98,82,105,Negative +8009,92,40,100,Positive +8010,95,111,98,Negative +8011,99,102,105,Negative +8012,86,122,96,Positive +8013,93,68,105,Positive +8014,98,121,97,Negative +8015,92,78,103,Positive +8016,98,44,97,Negative +8017,92,44,95,Positive +8018,92,105,105,Positive +8019,92,73,95,Negative +8020,100,105,105,Negative +8021,94,101,96,Negative +8022,98,48,105,Negative +8023,94,80,96,Negative +8024,93,51,105,Positive +8025,97,110,97,Negative +8026,85,78,103,Positive +8027,91,40,104,Positive +8028,89,93,100,Positive +8029,88,49,103,Positive +8030,99,42,103,Negative +8031,87,114,99,Positive +8032,96,96,99,Negative +8033,87,92,101,Positive +8034,86,73,97,Positive +8035,98,91,97,Negative +8036,93,63,101,Positive +8037,90,78,97,Negative +8038,100,48,103,Negative +8039,95,102,100,Negative +8040,94,67,105,Positive +8041,100,54,96,Negative +8042,95,115,104,Positive +8043,99,40,100,Negative +8044,100,44,104,Negative +8045,91,67,103,Positive +8046,96,72,101,Negative +8047,94,127,96,Negative +8048,87,126,105,Positive +8049,92,65,102,Positive +8050,86,123,102,Positive +8051,87,81,104,Positive +8052,95,84,97,Negative +8053,96,69,98,Negative +8054,85,120,102,Positive +8055,88,90,101,Positive +8056,87,96,98,Positive +8057,93,81,103,Positive +8058,87,85,98,Positive +8059,91,57,98,Negative +8060,88,87,98,Positive +8061,94,124,98,Negative +8062,95,72,101,Negative +8063,85,54,105,Positive +8064,95,58,95,Negative +8065,95,86,100,Negative +8066,100,121,98,Negative +8067,88,64,99,Positive +8068,93,58,102,Positive +8069,99,47,97,Negative +8070,90,121,104,Positive +8071,98,78,96,Negative +8072,87,40,96,Positive +8073,99,121,104,Negative +8074,89,41,97,Positive +8075,85,67,105,Positive +8076,86,98,103,Positive +8077,100,62,96,Negative +8078,88,63,102,Positive +8079,91,124,96,Positive +8080,91,124,97,Positive +8081,96,42,99,Negative +8082,87,127,97,Positive +8083,85,68,100,Positive +8084,92,92,100,Negative +8085,89,56,96,Positive +8086,99,54,100,Negative +8087,98,85,98,Negative +8088,85,105,95,Positive +8089,91,72,101,Positive +8090,92,99,98,Negative +8091,91,84,105,Positive +8092,93,60,97,Negative +8093,92,81,103,Positive +8094,97,96,97,Negative +8095,97,94,102,Negative +8096,96,66,95,Negative +8097,100,45,98,Negative +8098,86,80,104,Positive +8099,92,114,97,Positive +8100,86,40,105,Positive +8101,91,46,105,Positive +8102,96,126,97,Negative +8103,94,98,104,Positive +8104,85,93,100,Positive +8105,97,60,97,Negative +8106,99,128,101,Negative +8107,89,91,104,Positive +8108,94,78,99,Negative +8109,96,90,102,Negative +8110,94,127,98,Negative +8111,88,63,103,Positive +8112,85,105,97,Positive +8113,93,108,95,Negative +8114,93,52,103,Positive +8115,87,43,102,Positive +8116,90,116,98,Positive +8117,95,71,104,Negative +8118,98,54,98,Negative +8119,86,96,95,Positive +8120,98,40,102,Negative +8121,100,80,102,Negative +8122,96,79,97,Negative +8123,99,66,95,Negative +8124,86,44,103,Positive +8125,90,77,105,Positive +8126,94,79,96,Negative +8127,88,63,97,Positive +8128,96,118,98,Negative +8129,93,89,98,Negative +8130,97,91,96,Negative +8131,85,41,96,Positive +8132,87,128,102,Positive +8133,88,56,95,Positive +8134,92,90,104,Positive +8135,97,56,103,Negative +8136,93,83,101,Positive +8137,93,101,100,Negative +8138,98,40,97,Negative +8139,99,46,103,Negative +8140,89,58,102,Positive +8141,95,112,101,Positive +8142,99,47,97,Negative +8143,91,91,95,Negative +8144,87,66,96,Positive +8145,92,96,102,Positive +8146,97,65,101,Negative +8147,98,107,96,Negative +8148,97,110,102,Negative +8149,88,87,103,Positive +8150,91,71,97,Negative +8151,85,113,105,Positive +8152,98,62,97,Negative +8153,91,56,104,Positive +8154,90,111,97,Positive +8155,89,122,101,Positive +8156,99,81,102,Negative +8157,90,45,95,Positive +8158,99,63,101,Negative +8159,97,70,98,Negative +8160,94,67,98,Negative +8161,90,88,102,Positive +8162,90,103,98,Negative +8163,89,82,98,Positive +8164,86,103,97,Positive +8165,97,68,101,Negative +8166,96,108,102,Negative +8167,99,99,102,Negative +8168,93,43,96,Negative +8169,99,112,101,Negative +8170,88,117,105,Positive +8171,100,44,103,Negative +8172,99,125,98,Negative +8173,88,117,95,Positive +8174,98,55,97,Negative +8175,86,101,95,Positive +8176,91,112,100,Positive +8177,95,59,105,Negative +8178,95,94,97,Negative +8179,89,106,97,Positive +8180,96,89,95,Negative +8181,87,63,103,Positive +8182,95,124,101,Positive +8183,90,93,95,Negative +8184,98,66,95,Negative +8185,99,76,95,Negative +8186,99,59,96,Negative +8187,98,114,97,Negative +8188,95,125,102,Positive +8189,88,41,95,Positive +8190,96,124,105,Positive +8191,97,42,99,Negative +8192,94,71,105,Positive +8193,87,66,104,Positive +8194,91,121,100,Positive +8195,90,95,100,Negative +8196,94,115,97,Negative +8197,100,72,96,Negative +8198,97,109,105,Negative +8199,100,49,103,Negative +8200,96,82,97,Negative +8201,86,46,96,Positive +8202,87,66,105,Positive +8203,85,108,101,Positive +8204,97,92,105,Negative +8205,98,56,103,Negative +8206,91,107,97,Negative +8207,98,47,100,Negative +8208,87,129,100,Positive +8209,89,124,104,Positive +8210,86,47,97,Positive +8211,87,43,95,Positive +8212,94,75,102,Positive +8213,97,52,101,Negative +8214,89,95,99,Positive +8215,98,44,99,Negative +8216,85,122,105,Positive +8217,95,48,104,Positive +8218,100,69,101,Negative +8219,92,110,102,Positive +8220,93,62,103,Positive +8221,86,79,101,Positive +8222,98,115,102,Negative +8223,91,69,104,Positive +8224,99,40,105,Negative +8225,90,82,103,Positive +8226,89,43,105,Positive +8227,95,103,102,Negative +8228,93,82,97,Negative +8229,90,92,98,Negative +8230,88,42,101,Positive +8231,95,65,97,Negative +8232,99,105,102,Negative +8233,92,75,97,Negative +8234,91,75,99,Negative +8235,97,57,97,Negative +8236,94,92,99,Negative +8237,85,117,97,Positive +8238,86,123,98,Positive +8239,93,60,102,Positive +8240,95,129,95,Negative +8241,96,42,98,Negative +8242,98,66,101,Negative +8243,89,80,95,Positive +8244,85,124,101,Positive +8245,91,59,104,Positive +8246,86,71,97,Positive +8247,86,77,103,Positive +8248,100,76,100,Negative +8249,85,120,105,Positive +8250,96,105,105,Negative +8251,94,85,100,Negative +8252,91,76,105,Positive +8253,98,67,102,Negative +8254,93,88,102,Positive +8255,94,91,103,Positive +8256,87,62,100,Positive +8257,98,75,105,Negative +8258,93,56,96,Negative +8259,92,59,101,Positive +8260,88,66,102,Positive +8261,88,116,97,Positive +8262,85,122,104,Positive +8263,97,52,98,Negative +8264,93,41,99,Negative +8265,86,111,98,Positive +8266,89,125,99,Positive +8267,96,97,102,Negative +8268,86,97,100,Positive +8269,88,72,104,Positive +8270,88,95,105,Positive +8271,90,65,105,Positive +8272,98,96,95,Negative +8273,85,82,102,Positive +8274,89,81,103,Positive +8275,86,63,105,Positive +8276,93,99,102,Positive +8277,96,88,102,Negative +8278,85,79,104,Positive +8279,94,126,97,Negative +8280,87,45,103,Positive +8281,85,53,102,Positive +8282,89,115,96,Positive +8283,90,124,101,Positive +8284,90,98,105,Positive +8285,94,121,98,Negative +8286,92,93,99,Negative +8287,89,71,101,Positive +8288,91,69,103,Positive +8289,85,93,95,Positive +8290,96,105,105,Negative +8291,99,79,99,Negative +8292,86,121,101,Positive +8293,88,73,100,Positive +8294,98,80,105,Negative +8295,85,91,98,Positive +8296,100,53,99,Negative +8297,88,91,104,Positive +8298,89,96,102,Positive +8299,98,107,100,Negative +8300,98,43,100,Negative +8301,100,97,99,Negative +8302,98,86,97,Negative +8303,92,53,103,Positive +8304,94,60,101,Positive +8305,91,65,102,Positive +8306,88,124,100,Positive +8307,94,115,102,Positive +8308,88,117,101,Positive +8309,87,109,95,Positive +8310,96,95,99,Negative +8311,94,73,99,Negative +8312,93,78,105,Positive +8313,90,76,97,Negative +8314,95,55,96,Negative +8315,100,63,103,Negative +8316,98,40,102,Negative +8317,98,54,95,Negative +8318,95,65,95,Negative +8319,88,75,103,Positive +8320,100,44,98,Negative +8321,89,97,99,Positive +8322,94,122,95,Negative +8323,92,100,101,Positive +8324,96,106,96,Negative +8325,100,119,104,Negative +8326,100,87,102,Negative +8327,100,80,95,Negative +8328,96,76,105,Negative +8329,95,102,102,Negative +8330,86,100,104,Positive +8331,94,60,103,Positive +8332,89,54,95,Positive +8333,96,84,96,Negative +8334,96,40,99,Negative +8335,87,82,97,Positive +8336,88,53,105,Positive +8337,99,119,98,Negative +8338,99,49,104,Negative +8339,86,61,97,Positive +8340,98,90,100,Negative +8341,95,79,97,Negative +8342,93,98,98,Negative +8343,86,87,95,Positive +8344,94,115,102,Positive +8345,86,84,101,Positive +8346,87,40,95,Positive +8347,94,111,104,Positive +8348,87,49,100,Positive +8349,98,62,100,Negative +8350,90,76,98,Negative +8351,97,118,103,Negative +8352,87,81,98,Positive +8353,93,90,100,Negative +8354,93,56,97,Negative +8355,85,49,102,Positive +8356,96,106,105,Negative +8357,88,76,101,Positive +8358,89,90,100,Positive +8359,95,46,101,Positive +8360,96,70,97,Negative +8361,96,93,98,Negative +8362,96,85,95,Negative +8363,90,94,97,Negative +8364,93,113,96,Negative +8365,88,120,100,Positive +8366,90,116,102,Positive +8367,87,64,98,Positive +8368,100,70,103,Negative +8369,100,58,95,Negative +8370,100,112,95,Negative +8371,96,105,98,Negative +8372,91,127,99,Positive +8373,89,45,102,Positive +8374,85,43,99,Positive +8375,86,66,105,Positive +8376,87,48,95,Positive +8377,97,70,98,Negative +8378,95,106,96,Negative +8379,93,109,96,Negative +8380,87,129,104,Positive +8381,88,122,99,Positive +8382,85,43,103,Positive +8383,94,129,101,Positive +8384,90,74,101,Positive +8385,85,90,95,Positive +8386,93,69,101,Positive +8387,92,51,97,Negative +8388,95,98,95,Negative +8389,87,81,96,Positive +8390,96,93,96,Negative +8391,99,83,104,Negative +8392,89,46,96,Positive +8393,97,112,103,Negative +8394,99,103,95,Negative +8395,93,130,100,Negative +8396,87,119,101,Positive +8397,85,42,102,Positive +8398,92,46,97,Positive +8399,97,47,103,Negative +8400,93,67,95,Negative +8401,97,114,100,Negative +8402,88,125,98,Positive +8403,89,48,104,Positive +8404,89,112,98,Positive +8405,100,83,97,Negative +8406,94,105,105,Positive +8407,93,74,97,Negative +8408,94,99,101,Positive +8409,87,48,97,Positive +8410,91,121,100,Positive +8411,91,56,103,Positive +8412,92,107,103,Positive +8413,100,73,102,Negative +8414,85,70,95,Positive +8415,89,84,105,Positive +8416,99,130,100,Negative +8417,86,44,102,Positive +8418,90,123,103,Positive +8419,98,58,98,Negative +8420,89,56,104,Positive +8421,87,96,99,Positive +8422,85,68,101,Positive +8423,97,125,102,Negative +8424,93,67,98,Negative +8425,90,103,95,Negative +8426,90,61,95,Negative +8427,92,90,95,Negative +8428,96,70,102,Negative +8429,87,58,100,Positive +8430,100,71,101,Negative +8431,89,120,96,Positive +8432,92,107,102,Positive +8433,93,118,100,Negative +8434,92,81,96,Negative +8435,86,104,95,Positive +8436,89,80,105,Positive +8437,92,117,98,Positive +8438,91,101,103,Positive +8439,98,120,97,Negative +8440,87,123,99,Positive +8441,97,62,99,Negative +8442,98,71,96,Negative +8443,98,46,105,Negative +8444,89,95,102,Positive +8445,91,46,100,Positive +8446,86,47,104,Positive +8447,93,101,98,Negative +8448,87,45,99,Positive +8449,96,53,96,Negative +8450,95,77,96,Negative +8451,87,44,102,Positive +8452,97,92,97,Negative +8453,89,49,99,Positive +8454,92,122,95,Positive +8455,92,69,100,Negative +8456,88,119,99,Positive +8457,90,86,105,Positive +8458,98,118,103,Negative +8459,100,55,100,Negative +8460,85,122,97,Positive +8461,90,111,105,Positive +8462,92,96,96,Negative +8463,94,83,102,Positive +8464,99,81,99,Negative +8465,85,86,95,Positive +8466,87,58,101,Positive +8467,88,83,99,Positive +8468,90,94,103,Positive +8469,95,74,100,Negative +8470,100,80,95,Negative +8471,89,69,104,Positive +8472,100,59,95,Negative +8473,96,62,98,Negative +8474,87,53,103,Positive +8475,90,75,102,Positive +8476,100,116,95,Negative +8477,100,78,102,Negative +8478,97,80,95,Negative +8479,88,102,100,Positive +8480,86,128,95,Positive +8481,95,120,97,Negative +8482,92,66,95,Negative +8483,87,41,97,Positive +8484,86,65,99,Positive +8485,85,75,99,Positive +8486,91,53,101,Positive +8487,97,99,96,Negative +8488,100,110,100,Negative +8489,91,88,104,Positive +8490,99,116,102,Negative +8491,92,46,99,Positive +8492,96,127,105,Positive +8493,100,80,97,Negative +8494,95,105,101,Negative +8495,89,52,95,Positive +8496,99,74,96,Negative +8497,94,109,97,Negative +8498,92,94,99,Negative +8499,91,80,99,Negative +8500,91,98,104,Positive +8501,98,95,97,Negative +8502,94,83,105,Positive +8503,87,114,105,Positive +8504,97,104,96,Negative +8505,85,120,98,Positive +8506,99,53,100,Negative +8507,93,70,104,Positive +8508,98,69,98,Negative +8509,90,114,99,Positive +8510,86,97,95,Positive +8511,89,59,102,Positive +8512,91,100,97,Negative +8513,99,109,100,Negative +8514,86,49,102,Positive +8515,90,124,95,Positive +8516,94,96,95,Negative +8517,91,49,96,Positive +8518,95,94,96,Negative +8519,88,88,98,Positive +8520,92,126,101,Positive +8521,86,63,104,Positive +8522,92,90,100,Negative +8523,87,79,100,Positive +8524,93,46,101,Positive +8525,87,92,102,Positive +8526,89,41,98,Positive +8527,100,71,102,Negative +8528,86,40,97,Positive +8529,89,119,96,Positive +8530,99,102,103,Negative +8531,99,106,105,Negative +8532,96,111,96,Negative +8533,90,75,103,Positive +8534,94,69,96,Negative +8535,91,88,96,Negative +8536,97,50,102,Negative +8537,94,70,98,Negative +8538,90,112,102,Positive +8539,86,128,103,Positive +8540,98,81,102,Negative +8541,91,68,101,Positive +8542,85,61,105,Positive +8543,97,110,104,Negative +8544,85,75,95,Positive +8545,100,108,97,Negative +8546,90,95,101,Positive +8547,86,65,104,Positive +8548,96,86,95,Negative +8549,89,127,101,Positive +8550,100,121,101,Negative +8551,87,95,100,Positive +8552,87,115,103,Positive +8553,93,116,98,Negative +8554,99,95,96,Negative +8555,95,108,96,Negative +8556,100,76,99,Negative +8557,100,69,99,Negative +8558,93,50,101,Positive +8559,95,93,104,Negative +8560,96,85,95,Negative +8561,92,106,101,Positive +8562,85,92,105,Positive +8563,94,74,104,Positive +8564,99,102,97,Negative +8565,85,107,104,Positive +8566,96,85,96,Negative +8567,87,97,95,Positive +8568,91,47,101,Positive +8569,86,93,103,Positive +8570,91,95,102,Positive +8571,96,124,100,Negative +8572,97,81,98,Negative +8573,86,113,96,Positive +8574,86,129,104,Positive +8575,85,55,98,Positive +8576,97,99,100,Negative +8577,88,88,102,Positive +8578,98,61,105,Negative +8579,96,122,105,Positive +8580,95,86,95,Negative +8581,100,128,96,Negative +8582,93,107,102,Positive +8583,90,101,100,Negative +8584,92,103,102,Positive +8585,91,53,102,Positive +8586,100,74,104,Negative +8587,97,125,105,Negative +8588,99,70,100,Negative +8589,94,107,103,Positive +8590,92,110,103,Positive +8591,89,109,103,Positive +8592,97,100,103,Negative +8593,86,74,101,Positive +8594,94,44,101,Positive +8595,87,60,96,Positive +8596,90,51,97,Negative +8597,93,40,102,Positive +8598,97,66,99,Negative +8599,98,78,96,Negative +8600,97,113,101,Negative +8601,99,73,97,Negative +8602,85,91,95,Positive +8603,88,109,104,Positive +8604,93,56,100,Negative +8605,96,75,105,Negative +8606,92,119,96,Positive +8607,87,117,103,Positive +8608,91,83,96,Negative +8609,92,72,95,Negative +8610,94,102,105,Positive +8611,95,93,105,Negative +8612,97,56,97,Negative +8613,90,57,96,Negative +8614,95,106,97,Negative +8615,90,51,97,Negative +8616,99,95,96,Negative +8617,85,72,101,Positive +8618,88,90,102,Positive +8619,96,93,98,Negative +8620,91,48,105,Positive +8621,89,63,100,Positive +8622,88,101,99,Positive +8623,93,65,103,Positive +8624,87,73,99,Positive +8625,92,65,101,Positive +8626,86,84,102,Positive +8627,86,73,95,Positive +8628,91,118,101,Positive +8629,97,97,103,Negative +8630,85,89,104,Positive +8631,94,60,101,Positive +8632,98,92,103,Negative +8633,88,95,102,Positive +8634,100,95,96,Negative +8635,88,113,101,Positive +8636,91,91,104,Positive +8637,94,65,104,Positive +8638,92,84,95,Negative +8639,98,123,105,Negative +8640,97,61,105,Negative +8641,85,46,102,Positive +8642,87,125,97,Positive +8643,96,64,96,Negative +8644,96,119,100,Negative +8645,91,74,104,Positive +8646,91,87,95,Negative +8647,86,57,97,Positive +8648,96,63,104,Negative +8649,87,66,98,Positive +8650,99,94,97,Negative +8651,100,102,96,Negative +8652,92,87,95,Negative +8653,89,48,101,Positive +8654,91,95,95,Negative +8655,93,129,97,Negative +8656,95,129,103,Positive +8657,94,80,100,Negative +8658,100,69,100,Negative +8659,85,105,96,Positive +8660,94,81,95,Negative +8661,90,92,97,Negative +8662,91,47,99,Positive +8663,86,127,100,Positive +8664,100,78,105,Negative +8665,95,47,102,Positive +8666,96,112,96,Negative +8667,87,129,96,Positive +8668,88,85,96,Positive +8669,94,89,103,Positive +8670,92,83,97,Negative +8671,89,53,101,Positive +8672,97,45,98,Negative +8673,94,41,97,Negative +8674,91,67,95,Negative +8675,95,120,98,Negative +8676,97,55,103,Negative +8677,98,94,97,Negative +8678,94,81,99,Negative +8679,91,108,95,Negative +8680,85,109,105,Positive +8681,97,126,95,Negative +8682,99,99,98,Negative +8683,95,78,103,Negative +8684,87,56,96,Positive +8685,89,111,105,Positive +8686,91,116,105,Positive +8687,94,49,95,Negative +8688,89,94,95,Positive +8689,99,49,97,Negative +8690,86,120,98,Positive +8691,92,98,102,Positive +8692,87,101,105,Positive +8693,95,70,98,Negative +8694,94,54,97,Negative +8695,100,90,95,Negative +8696,91,87,98,Negative +8697,94,128,98,Negative +8698,98,60,101,Negative +8699,91,81,99,Negative +8700,99,97,98,Negative +8701,91,82,99,Negative +8702,100,85,98,Negative +8703,95,124,99,Negative +8704,90,95,104,Positive +8705,91,47,99,Positive +8706,95,86,104,Negative +8707,86,50,103,Positive +8708,100,59,102,Negative +8709,95,53,99,Negative +8710,89,121,102,Positive +8711,87,43,102,Positive +8712,86,40,98,Positive +8713,88,113,103,Positive +8714,92,127,105,Positive +8715,91,90,98,Negative +8716,100,128,103,Negative +8717,89,67,96,Positive +8718,96,54,101,Negative +8719,91,98,100,Negative +8720,87,46,104,Positive +8721,94,112,105,Positive +8722,86,43,95,Positive +8723,85,79,103,Positive +8724,95,108,103,Negative +8725,96,47,101,Positive +8726,92,42,96,Positive +8727,95,110,101,Negative +8728,87,86,95,Positive +8729,85,107,105,Positive +8730,91,87,104,Positive +8731,86,92,104,Positive +8732,88,42,95,Positive +8733,95,50,104,Negative +8734,87,63,100,Positive +8735,98,54,95,Negative +8736,93,82,104,Positive +8737,98,48,99,Negative +8738,96,67,103,Negative +8739,100,50,98,Negative +8740,93,86,95,Negative +8741,99,80,99,Negative +8742,85,126,100,Positive +8743,85,46,97,Positive +8744,93,62,101,Positive +8745,85,80,96,Positive +8746,85,49,99,Positive +8747,94,57,102,Positive +8748,85,56,100,Positive +8749,90,43,101,Positive +8750,91,41,100,Positive +8751,100,84,99,Negative +8752,100,101,95,Negative +8753,91,44,105,Positive +8754,93,114,103,Positive +8755,93,77,100,Negative +8756,88,108,99,Positive +8757,94,130,101,Positive +8758,99,69,99,Negative +8759,97,73,100,Negative +8760,99,108,100,Negative +8761,92,61,100,Negative +8762,95,62,105,Negative +8763,88,48,101,Positive +8764,85,70,103,Positive +8765,89,72,103,Positive +8766,100,130,102,Negative +8767,99,88,96,Negative +8768,94,44,98,Negative +8769,86,127,103,Positive +8770,85,122,105,Positive +8771,89,41,95,Positive +8772,98,87,101,Negative +8773,100,97,103,Negative +8774,85,43,105,Positive +8775,85,125,105,Positive +8776,89,44,97,Positive +8777,85,44,95,Positive +8778,86,60,98,Positive +8779,86,104,96,Positive +8780,100,126,99,Negative +8781,91,84,103,Positive +8782,93,105,100,Negative +8783,86,43,100,Positive +8784,90,56,105,Positive +8785,97,83,100,Negative +8786,88,54,102,Positive +8787,85,64,96,Positive +8788,99,127,101,Negative +8789,93,41,103,Positive +8790,87,75,97,Positive +8791,90,46,99,Positive +8792,99,51,97,Negative +8793,99,93,98,Negative +8794,87,70,100,Positive +8795,87,122,99,Positive +8796,94,41,105,Positive +8797,94,130,95,Negative +8798,100,82,101,Negative +8799,89,114,104,Positive +8800,100,57,100,Negative +8801,91,45,97,Positive +8802,95,96,103,Negative +8803,89,96,103,Positive +8804,88,99,95,Positive +8805,93,47,100,Negative +8806,87,46,95,Positive +8807,99,79,101,Negative +8808,95,43,103,Positive +8809,94,96,96,Negative +8810,93,83,99,Negative +8811,95,84,102,Negative +8812,88,40,105,Positive +8813,85,126,99,Positive +8814,88,41,105,Positive +8815,95,40,102,Positive +8816,89,67,96,Positive +8817,100,116,103,Negative +8818,86,129,99,Positive +8819,88,50,97,Positive +8820,94,54,104,Positive +8821,98,101,99,Negative +8822,96,121,105,Positive +8823,88,86,95,Positive +8824,99,79,97,Negative +8825,99,85,99,Negative +8826,94,72,105,Positive +8827,88,121,99,Positive +8828,90,106,99,Negative +8829,96,66,103,Negative +8830,89,50,105,Positive +8831,85,89,99,Positive +8832,98,102,100,Negative +8833,98,122,100,Negative +8834,98,100,95,Negative +8835,94,67,95,Negative +8836,90,72,103,Positive +8837,85,72,96,Positive +8838,98,85,96,Negative +8839,94,99,103,Positive +8840,97,102,98,Negative +8841,89,80,95,Positive +8842,89,125,103,Positive +8843,97,104,105,Negative +8844,94,102,104,Positive +8845,87,67,104,Positive +8846,90,54,100,Negative +8847,99,70,101,Negative +8848,92,52,103,Positive +8849,99,104,99,Negative +8850,86,98,95,Positive +8851,85,83,105,Positive +8852,86,99,104,Positive +8853,85,82,102,Positive +8854,100,116,100,Negative +8855,86,66,104,Positive +8856,96,88,103,Negative +8857,87,127,102,Positive +8858,91,45,104,Positive +8859,95,57,102,Negative +8860,86,77,104,Positive +8861,92,55,96,Negative +8862,93,85,103,Positive +8863,97,107,102,Negative +8864,93,53,97,Negative +8865,88,119,104,Positive +8866,89,127,105,Positive +8867,92,130,99,Positive +8868,87,125,97,Positive +8869,100,81,103,Negative +8870,86,97,103,Positive +8871,98,104,97,Negative +8872,90,51,97,Negative +8873,94,62,97,Negative +8874,100,58,99,Negative +8875,86,119,96,Positive +8876,91,122,97,Positive +8877,89,113,95,Positive +8878,92,86,103,Positive +8879,99,94,100,Negative +8880,95,60,98,Negative +8881,88,82,104,Positive +8882,89,40,105,Positive +8883,92,96,101,Positive +8884,88,100,103,Positive +8885,90,124,101,Positive +8886,100,53,100,Negative +8887,100,106,97,Negative +8888,96,47,104,Positive +8889,87,62,102,Positive +8890,100,125,98,Negative +8891,97,115,99,Negative +8892,92,64,96,Negative +8893,86,95,103,Positive +8894,89,100,96,Positive +8895,95,130,95,Negative +8896,85,106,97,Positive +8897,85,50,101,Positive +8898,97,76,101,Negative +8899,94,84,104,Positive +8900,97,47,97,Negative +8901,86,66,103,Positive +8902,93,68,97,Negative +8903,97,77,96,Negative +8904,93,117,102,Positive +8905,95,92,98,Negative +8906,90,74,98,Negative +8907,94,106,97,Negative +8908,94,93,97,Negative +8909,99,126,104,Negative +8910,86,67,99,Positive +8911,95,95,100,Negative +8912,98,50,101,Negative +8913,91,107,100,Negative +8914,88,75,100,Positive +8915,98,41,97,Negative +8916,93,105,99,Negative +8917,94,116,99,Negative +8918,100,118,98,Negative +8919,98,54,105,Negative +8920,92,40,102,Positive +8921,95,85,97,Negative +8922,90,46,95,Positive +8923,92,66,101,Positive +8924,97,46,100,Negative +8925,86,54,103,Positive +8926,94,116,96,Negative +8927,99,63,101,Negative +8928,98,114,96,Negative +8929,98,68,99,Negative +8930,85,50,99,Positive +8931,90,106,102,Positive +8932,88,58,95,Positive +8933,94,129,105,Positive +8934,85,110,103,Positive +8935,96,77,102,Negative +8936,97,62,98,Negative +8937,86,127,105,Positive +8938,86,81,98,Positive +8939,89,72,101,Positive +8940,86,71,100,Positive +8941,91,65,101,Positive +8942,90,123,103,Positive +8943,92,105,99,Negative +8944,100,48,105,Negative +8945,95,101,105,Negative +8946,94,91,103,Positive +8947,86,83,100,Positive +8948,94,71,105,Positive +8949,93,61,97,Negative +8950,99,61,98,Negative +8951,96,128,100,Negative +8952,95,121,100,Negative +8953,92,59,97,Negative +8954,87,89,95,Positive +8955,89,77,99,Positive +8956,100,100,100,Negative +8957,91,63,104,Positive +8958,93,94,100,Negative +8959,94,65,104,Positive +8960,94,70,97,Negative +8961,98,48,97,Negative +8962,92,76,100,Negative +8963,98,110,105,Negative +8964,97,75,99,Negative +8965,85,97,102,Positive +8966,85,111,105,Positive +8967,90,45,99,Positive +8968,92,57,102,Positive +8969,86,110,102,Positive +8970,94,63,98,Negative +8971,87,57,98,Positive +8972,91,49,102,Positive +8973,86,113,95,Positive +8974,88,96,99,Positive +8975,93,128,101,Positive +8976,95,127,103,Positive +8977,89,56,104,Positive +8978,89,127,102,Positive +8979,97,68,95,Negative +8980,98,58,104,Negative +8981,95,121,97,Negative +8982,86,104,102,Positive +8983,100,128,103,Negative +8984,96,80,101,Negative +8985,85,104,101,Positive +8986,94,62,105,Positive +8987,88,107,98,Positive +8988,93,71,105,Positive +8989,99,113,99,Negative +8990,100,102,95,Negative +8991,94,118,104,Positive +8992,96,99,100,Negative +8993,91,97,98,Negative +8994,91,93,97,Negative +8995,97,129,105,Negative +8996,88,60,97,Positive +8997,86,118,97,Positive +8998,87,107,97,Positive +8999,90,104,95,Negative +9000,86,95,104,Positive +9001,87,55,102,Positive +9002,96,123,97,Negative +9003,95,55,97,Negative +9004,95,71,99,Negative +9005,96,95,100,Negative +9006,87,129,96,Positive +9007,97,82,104,Negative +9008,97,94,104,Negative +9009,94,87,100,Negative +9010,90,67,98,Negative +9011,95,41,102,Positive +9012,100,59,103,Negative +9013,89,89,101,Positive +9014,90,97,100,Negative +9015,86,75,97,Positive +9016,87,115,100,Positive +9017,87,86,96,Positive +9018,99,88,104,Negative +9019,98,102,102,Negative +9020,93,125,97,Negative +9021,97,65,97,Negative +9022,85,123,102,Positive +9023,99,89,95,Negative +9024,99,64,97,Negative +9025,92,86,105,Positive +9026,92,115,95,Positive +9027,93,128,96,Negative +9028,97,121,100,Negative +9029,93,117,99,Negative +9030,90,60,95,Negative +9031,98,70,99,Negative +9032,100,120,99,Negative +9033,94,122,102,Positive +9034,97,83,98,Negative +9035,89,88,104,Positive +9036,90,108,100,Negative +9037,96,100,98,Negative +9038,90,114,104,Positive +9039,87,130,102,Positive +9040,98,92,97,Negative +9041,90,69,104,Positive +9042,98,92,97,Negative +9043,95,105,102,Negative +9044,100,117,100,Negative +9045,89,105,103,Positive +9046,94,105,97,Negative +9047,87,87,104,Positive +9048,96,92,104,Negative +9049,95,112,98,Negative +9050,89,77,99,Positive +9051,87,114,104,Positive +9052,92,109,97,Negative +9053,90,100,100,Negative +9054,96,80,105,Negative +9055,100,49,96,Negative +9056,90,52,99,Negative +9057,90,82,98,Negative +9058,97,113,102,Negative +9059,96,109,95,Negative +9060,94,117,100,Negative +9061,97,111,97,Negative +9062,94,82,96,Negative +9063,87,98,100,Positive +9064,93,93,101,Positive +9065,93,79,105,Positive +9066,100,96,103,Negative +9067,94,114,95,Negative +9068,87,96,101,Positive +9069,99,69,100,Negative +9070,88,108,99,Positive +9071,85,79,103,Positive +9072,86,58,104,Positive +9073,100,66,105,Negative +9074,88,91,100,Positive +9075,91,122,103,Positive +9076,91,68,104,Positive +9077,93,94,96,Negative +9078,87,50,95,Positive +9079,86,65,97,Positive +9080,89,50,104,Positive +9081,97,50,104,Negative +9082,91,90,97,Negative +9083,98,88,95,Negative +9084,95,69,96,Negative +9085,92,87,100,Negative +9086,89,93,98,Positive +9087,100,49,101,Negative +9088,94,109,104,Positive +9089,86,50,105,Positive +9090,85,44,97,Positive +9091,89,100,105,Positive +9092,95,41,99,Negative +9093,89,71,104,Positive +9094,97,52,103,Negative +9095,86,130,104,Positive +9096,87,117,96,Positive +9097,90,115,101,Positive +9098,97,52,101,Negative +9099,98,83,98,Negative +9100,88,71,97,Positive +9101,86,68,104,Positive +9102,90,77,95,Negative +9103,97,54,95,Negative +9104,86,107,97,Positive +9105,95,110,99,Negative +9106,86,100,98,Positive +9107,90,89,98,Negative +9108,94,69,103,Positive +9109,85,79,95,Positive +9110,94,67,97,Negative +9111,87,94,99,Positive +9112,99,113,95,Negative +9113,85,77,101,Positive +9114,99,126,102,Negative +9115,95,89,102,Negative +9116,97,75,96,Negative +9117,95,107,102,Negative +9118,89,43,105,Positive +9119,86,50,99,Positive +9120,92,110,97,Negative +9121,93,46,102,Positive +9122,99,105,96,Negative +9123,85,52,101,Positive +9124,93,91,104,Positive +9125,85,77,99,Positive +9126,89,67,98,Positive +9127,94,73,98,Negative +9128,100,40,101,Negative +9129,91,94,97,Negative +9130,93,64,104,Positive +9131,99,65,102,Negative +9132,95,108,102,Negative +9133,97,119,103,Negative +9134,93,128,102,Positive +9135,96,89,99,Negative +9136,85,71,102,Positive +9137,91,113,105,Positive +9138,88,48,100,Positive +9139,100,110,97,Negative +9140,85,51,102,Positive +9141,96,89,103,Negative +9142,89,93,103,Positive +9143,95,129,95,Negative +9144,91,115,103,Positive +9145,93,68,99,Negative +9146,97,69,97,Negative +9147,95,43,104,Positive +9148,92,120,99,Positive +9149,94,53,102,Positive +9150,96,55,98,Negative +9151,97,109,105,Negative +9152,88,92,100,Positive +9153,95,61,105,Negative +9154,89,103,105,Positive +9155,96,52,95,Negative +9156,99,94,100,Negative +9157,92,48,97,Positive +9158,89,90,103,Positive +9159,100,65,105,Negative +9160,98,100,99,Negative +9161,92,52,98,Negative +9162,97,52,100,Negative +9163,94,65,96,Negative +9164,89,55,101,Positive +9165,89,73,95,Positive +9166,86,79,100,Positive +9167,95,41,101,Positive +9168,91,119,105,Positive +9169,96,83,96,Negative +9170,86,115,99,Positive +9171,96,120,96,Negative +9172,92,130,96,Positive +9173,100,58,104,Negative +9174,86,86,104,Positive +9175,93,64,102,Positive +9176,90,121,98,Positive +9177,98,42,103,Negative +9178,94,76,98,Negative +9179,98,125,99,Negative +9180,97,43,99,Negative +9181,98,83,100,Negative +9182,90,56,104,Positive +9183,96,66,104,Negative +9184,93,81,96,Negative +9185,99,79,102,Negative +9186,96,129,102,Positive +9187,98,97,98,Negative +9188,86,43,96,Positive +9189,100,117,100,Negative +9190,93,96,95,Negative +9191,99,50,105,Negative +9192,97,126,101,Negative +9193,97,82,102,Negative +9194,87,117,104,Positive +9195,88,49,104,Positive +9196,93,90,97,Negative +9197,90,43,97,Positive +9198,93,100,98,Negative +9199,100,86,102,Negative +9200,94,61,98,Negative +9201,95,130,103,Positive +9202,85,113,99,Positive +9203,88,43,95,Positive +9204,100,81,100,Negative +9205,98,86,102,Negative +9206,93,106,103,Positive +9207,91,101,102,Positive +9208,90,94,100,Negative +9209,97,90,104,Negative +9210,98,85,104,Negative +9211,96,96,97,Negative +9212,93,51,97,Negative +9213,98,62,100,Negative +9214,85,66,98,Positive +9215,89,113,98,Positive +9216,100,59,97,Negative +9217,100,86,100,Negative +9218,96,66,105,Negative +9219,88,116,97,Positive +9220,85,57,99,Positive +9221,90,60,97,Negative +9222,99,51,102,Negative +9223,90,127,96,Positive +9224,99,57,98,Negative +9225,86,77,95,Positive +9226,96,60,98,Negative +9227,91,113,98,Positive +9228,95,50,99,Negative +9229,90,92,104,Positive +9230,92,40,103,Positive +9231,96,77,98,Negative +9232,97,76,100,Negative +9233,85,74,104,Positive +9234,85,74,102,Positive +9235,91,53,102,Positive +9236,90,105,96,Negative +9237,85,122,97,Positive +9238,100,103,97,Negative +9239,92,58,97,Negative +9240,99,119,96,Negative +9241,91,42,97,Positive +9242,94,60,105,Positive +9243,85,82,105,Positive +9244,93,98,100,Negative +9245,89,57,100,Positive +9246,98,68,101,Negative +9247,90,76,96,Negative +9248,100,90,100,Negative +9249,100,83,100,Negative +9250,96,84,104,Negative +9251,98,80,97,Negative +9252,92,73,101,Positive +9253,93,112,105,Positive +9254,88,44,102,Positive +9255,95,101,103,Negative +9256,86,48,105,Positive +9257,94,130,104,Positive +9258,93,82,100,Negative +9259,93,84,102,Positive +9260,88,79,97,Positive +9261,88,122,104,Positive +9262,94,45,98,Negative +9263,92,40,95,Positive +9264,95,47,95,Negative +9265,86,121,99,Positive +9266,100,122,104,Negative +9267,89,98,105,Positive +9268,92,52,97,Negative +9269,98,76,98,Negative +9270,89,93,104,Positive +9271,88,122,105,Positive +9272,94,95,102,Positive +9273,96,124,97,Negative +9274,98,61,105,Negative +9275,88,61,103,Positive +9276,96,112,97,Negative +9277,100,112,95,Negative +9278,85,65,95,Positive +9279,85,122,101,Positive +9280,94,55,105,Positive +9281,87,93,99,Positive +9282,99,107,102,Negative +9283,91,50,103,Positive +9284,92,101,99,Negative +9285,93,76,102,Positive +9286,86,46,102,Positive +9287,85,112,104,Positive +9288,92,62,99,Negative +9289,88,118,100,Positive +9290,98,61,105,Negative +9291,92,110,102,Positive +9292,92,98,96,Negative +9293,97,104,101,Negative +9294,94,65,103,Positive +9295,97,72,100,Negative +9296,88,115,103,Positive +9297,92,113,98,Positive +9298,96,122,103,Positive +9299,87,126,95,Positive +9300,98,67,97,Negative +9301,98,125,101,Negative +9302,91,93,103,Positive +9303,94,54,95,Negative +9304,87,122,104,Positive +9305,91,126,100,Positive +9306,98,80,100,Negative +9307,95,104,104,Negative +9308,98,91,105,Negative +9309,88,90,96,Positive +9310,98,60,99,Negative +9311,87,64,100,Positive +9312,93,130,99,Negative +9313,95,120,98,Negative +9314,91,54,103,Positive +9315,89,94,101,Positive +9316,87,112,99,Positive +9317,93,72,103,Positive +9318,100,76,100,Negative +9319,95,119,101,Positive +9320,90,125,95,Positive +9321,100,78,103,Negative +9322,95,100,104,Negative +9323,89,119,101,Positive +9324,96,83,97,Negative +9325,97,54,103,Negative +9326,89,65,103,Positive +9327,96,66,96,Negative +9328,99,41,104,Negative +9329,92,65,102,Positive +9330,91,45,96,Positive +9331,87,77,97,Positive +9332,91,46,95,Positive +9333,85,95,105,Positive +9334,89,63,105,Positive +9335,99,52,103,Negative +9336,90,109,97,Negative +9337,95,93,99,Negative +9338,91,55,103,Positive +9339,89,96,98,Positive +9340,97,115,102,Negative +9341,86,55,98,Positive +9342,99,104,99,Negative +9343,90,90,95,Negative +9344,93,77,105,Positive +9345,86,55,96,Positive +9346,87,112,103,Positive +9347,98,48,98,Negative +9348,94,62,98,Negative +9349,89,87,103,Positive +9350,99,121,103,Negative +9351,99,46,97,Negative +9352,98,89,100,Negative +9353,93,68,95,Negative +9354,85,66,104,Positive +9355,99,115,99,Negative +9356,97,83,104,Negative +9357,96,68,99,Negative +9358,92,102,98,Negative +9359,92,62,101,Positive +9360,89,59,97,Positive +9361,87,121,100,Positive +9362,97,74,99,Negative +9363,89,92,100,Positive +9364,91,81,98,Negative +9365,88,130,100,Positive +9366,99,42,98,Negative +9367,89,81,104,Positive +9368,87,86,97,Positive +9369,85,44,95,Positive +9370,89,119,99,Positive +9371,89,57,99,Positive +9372,96,126,101,Positive +9373,85,113,95,Positive +9374,86,84,96,Positive +9375,93,113,98,Negative +9376,97,101,101,Negative +9377,90,130,98,Positive +9378,100,95,97,Negative +9379,92,95,97,Negative +9380,92,111,95,Positive +9381,85,46,98,Positive +9382,87,42,98,Positive +9383,91,80,95,Negative +9384,94,79,103,Positive +9385,94,116,100,Negative +9386,90,75,102,Positive +9387,89,99,99,Positive +9388,97,46,98,Negative +9389,92,53,96,Negative +9390,88,62,96,Positive +9391,100,56,95,Negative +9392,92,62,96,Negative +9393,92,58,105,Positive +9394,92,119,95,Positive +9395,100,119,95,Negative +9396,86,123,101,Positive +9397,94,79,105,Positive +9398,86,87,102,Positive +9399,90,102,105,Positive +9400,88,63,101,Positive +9401,98,93,104,Negative +9402,86,68,105,Positive +9403,99,55,104,Negative +9404,90,83,95,Negative +9405,87,55,101,Positive +9406,96,53,97,Negative +9407,99,112,101,Negative +9408,99,79,97,Negative +9409,94,66,101,Positive +9410,89,83,104,Positive +9411,96,70,103,Negative +9412,87,80,101,Positive +9413,94,58,104,Positive +9414,100,120,97,Negative +9415,99,42,105,Negative +9416,100,70,99,Negative +9417,85,118,101,Positive +9418,94,59,104,Positive +9419,91,121,104,Positive +9420,94,84,95,Negative +9421,89,107,102,Positive +9422,97,87,96,Negative +9423,89,124,98,Positive +9424,93,76,100,Negative +9425,88,56,98,Positive +9426,92,71,95,Negative +9427,85,108,100,Positive +9428,99,116,97,Negative +9429,89,97,96,Positive +9430,98,115,98,Negative +9431,99,63,97,Negative +9432,92,66,101,Positive +9433,98,128,97,Negative +9434,89,82,99,Positive +9435,97,67,98,Negative +9436,86,65,95,Positive +9437,90,126,103,Positive +9438,100,77,105,Negative +9439,99,73,98,Negative +9440,88,48,104,Positive +9441,96,44,101,Positive +9442,89,84,102,Positive +9443,97,117,102,Negative +9444,90,125,105,Positive +9445,99,107,104,Negative +9446,98,55,98,Negative +9447,92,55,101,Positive +9448,89,61,95,Positive +9449,93,42,105,Positive +9450,100,72,104,Negative +9451,86,79,103,Positive +9452,98,45,100,Negative +9453,96,52,100,Negative +9454,95,118,98,Negative +9455,96,69,105,Negative +9456,96,99,104,Negative +9457,88,61,99,Positive +9458,87,48,101,Positive +9459,91,59,102,Positive +9460,87,42,98,Positive +9461,91,111,100,Positive +9462,86,43,100,Positive +9463,93,69,105,Positive +9464,92,54,101,Positive +9465,89,63,101,Positive +9466,90,111,101,Positive +9467,92,51,100,Negative +9468,88,129,103,Positive +9469,92,62,100,Negative +9470,88,93,96,Positive +9471,97,70,96,Negative +9472,91,106,99,Negative +9473,98,128,99,Negative +9474,91,110,97,Negative +9475,85,80,101,Positive +9476,86,129,95,Positive +9477,97,111,96,Negative +9478,87,42,101,Positive +9479,85,109,101,Positive +9480,90,92,98,Negative +9481,87,45,97,Positive +9482,94,89,100,Negative +9483,96,40,101,Positive +9484,93,108,103,Positive +9485,85,56,99,Positive +9486,95,83,96,Negative +9487,88,67,102,Positive +9488,93,113,103,Positive +9489,97,92,95,Negative +9490,86,54,102,Positive +9491,85,106,105,Positive +9492,97,116,96,Negative +9493,97,128,104,Negative +9494,96,113,100,Negative +9495,89,74,97,Positive +9496,85,105,97,Positive +9497,87,127,105,Positive +9498,97,45,98,Negative +9499,99,57,103,Negative +9500,97,94,100,Negative +9501,92,127,103,Positive +9502,96,129,95,Negative +9503,95,95,99,Negative +9504,99,115,102,Negative +9505,86,77,101,Positive +9506,100,40,96,Negative +9507,96,60,101,Negative +9508,89,72,100,Positive +9509,94,67,98,Negative +9510,90,105,96,Negative +9511,100,129,100,Negative +9512,91,89,95,Negative +9513,91,89,100,Negative +9514,87,103,98,Positive +9515,87,110,103,Positive +9516,97,58,97,Negative +9517,98,70,102,Negative +9518,94,61,104,Positive +9519,88,83,103,Positive +9520,87,51,104,Positive +9521,94,104,101,Positive +9522,96,116,103,Positive +9523,92,73,103,Positive +9524,91,109,104,Positive +9525,96,60,102,Negative +9526,87,72,97,Positive +9527,100,77,98,Negative +9528,91,110,101,Positive +9529,92,120,98,Positive +9530,99,119,102,Negative +9531,93,105,100,Negative +9532,85,73,96,Positive +9533,96,88,104,Negative +9534,88,53,104,Positive +9535,96,100,96,Negative +9536,98,51,100,Negative +9537,100,107,98,Negative +9538,86,99,103,Positive +9539,99,99,99,Negative +9540,87,64,99,Positive +9541,95,103,100,Negative +9542,94,105,98,Negative +9543,97,114,105,Negative +9544,97,74,96,Negative +9545,89,97,105,Positive +9546,95,100,105,Negative +9547,98,53,95,Negative +9548,91,59,95,Negative +9549,94,113,97,Negative +9550,100,68,97,Negative +9551,97,98,99,Negative +9552,94,98,102,Positive +9553,89,40,96,Positive +9554,93,84,103,Positive +9555,93,100,101,Positive +9556,90,93,100,Negative +9557,90,110,100,Negative +9558,89,79,101,Positive +9559,87,101,101,Positive +9560,87,52,97,Positive +9561,95,85,102,Negative +9562,86,80,97,Positive +9563,96,98,103,Negative +9564,95,65,96,Negative +9565,94,127,101,Positive +9566,92,46,95,Positive +9567,89,102,101,Positive +9568,87,42,101,Positive +9569,93,107,95,Negative +9570,89,82,99,Positive +9571,98,67,97,Negative +9572,86,97,103,Positive +9573,89,72,95,Positive +9574,95,68,102,Negative +9575,92,42,101,Positive +9576,94,119,98,Negative +9577,94,60,100,Negative +9578,88,67,101,Positive +9579,95,45,104,Positive +9580,98,59,96,Negative +9581,96,115,97,Negative +9582,99,117,100,Negative +9583,87,68,99,Positive +9584,98,62,103,Negative +9585,99,53,101,Negative +9586,88,44,101,Positive +9587,91,75,100,Negative +9588,97,92,100,Negative +9589,94,123,103,Positive +9590,100,87,101,Negative +9591,91,85,95,Negative +9592,98,47,102,Negative +9593,97,85,96,Negative +9594,97,41,96,Negative +9595,94,42,97,Negative +9596,98,122,96,Negative +9597,92,125,101,Positive +9598,90,128,97,Positive +9599,87,116,95,Positive +9600,89,78,104,Positive +9601,91,126,98,Positive +9602,99,86,105,Negative +9603,98,106,100,Negative +9604,93,109,97,Negative +9605,94,86,102,Positive +9606,97,99,99,Negative +9607,85,44,98,Positive +9608,90,125,104,Positive +9609,86,88,105,Positive +9610,95,92,95,Negative +9611,90,115,101,Positive +9612,95,103,98,Negative +9613,86,110,95,Positive +9614,88,98,104,Positive +9615,93,56,105,Positive +9616,94,114,95,Negative +9617,97,44,105,Negative +9618,90,123,97,Positive +9619,87,92,97,Positive +9620,99,103,98,Negative +9621,87,44,105,Positive +9622,97,101,96,Negative +9623,99,67,104,Negative +9624,88,42,97,Positive +9625,87,50,102,Positive +9626,97,57,99,Negative +9627,90,102,103,Positive +9628,91,72,100,Negative +9629,95,106,100,Negative +9630,86,41,99,Positive +9631,98,88,103,Negative +9632,87,49,102,Positive +9633,92,99,105,Positive +9634,86,99,96,Positive +9635,89,124,100,Positive +9636,96,94,104,Negative +9637,92,106,96,Negative +9638,85,78,101,Positive +9639,95,95,96,Negative +9640,99,94,96,Negative +9641,96,115,100,Negative +9642,94,55,104,Positive +9643,97,107,101,Negative +9644,98,73,102,Negative +9645,86,95,105,Positive +9646,97,53,98,Negative +9647,92,42,100,Positive +9648,86,40,95,Positive +9649,97,120,98,Negative +9650,94,123,103,Positive +9651,99,56,100,Negative +9652,89,83,102,Positive +9653,98,69,98,Negative +9654,92,74,99,Negative +9655,87,96,104,Positive +9656,97,102,96,Negative +9657,99,95,101,Negative +9658,98,112,105,Negative +9659,91,105,97,Negative +9660,93,111,105,Positive +9661,100,69,100,Negative +9662,87,43,100,Positive +9663,87,70,100,Positive +9664,90,108,96,Negative +9665,92,122,100,Positive +9666,90,90,95,Negative +9667,91,105,101,Positive +9668,98,50,105,Negative +9669,89,94,103,Positive +9670,91,47,102,Positive +9671,90,45,104,Positive +9672,87,106,98,Positive +9673,93,66,102,Positive +9674,91,62,104,Positive +9675,97,49,95,Negative +9676,93,127,103,Positive +9677,95,90,98,Negative +9678,89,121,95,Positive +9679,89,123,96,Positive +9680,92,125,99,Positive +9681,85,89,103,Positive +9682,92,106,99,Negative +9683,93,61,103,Positive +9684,92,64,102,Positive +9685,99,105,95,Negative +9686,89,77,101,Positive +9687,90,62,98,Negative +9688,96,68,105,Negative +9689,85,85,102,Positive +9690,95,54,101,Negative +9691,95,55,96,Negative +9692,86,105,99,Positive +9693,90,111,97,Positive +9694,100,71,95,Negative +9695,87,53,105,Positive +9696,88,61,96,Positive +9697,85,64,100,Positive +9698,86,115,98,Positive +9699,88,128,103,Positive +9700,85,118,105,Positive +9701,89,113,98,Positive +9702,91,129,100,Positive +9703,89,98,95,Positive +9704,97,103,96,Negative +9705,89,56,102,Positive +9706,88,118,97,Positive +9707,93,107,102,Positive +9708,88,95,105,Positive +9709,98,123,103,Negative +9710,98,82,105,Negative +9711,92,112,96,Positive +9712,98,130,100,Negative +9713,85,92,101,Positive +9714,92,92,98,Negative +9715,85,123,104,Positive +9716,87,129,104,Positive +9717,98,45,100,Negative +9718,99,77,104,Negative +9719,89,61,104,Positive +9720,87,114,103,Positive +9721,87,47,103,Positive +9722,85,125,105,Positive +9723,92,86,104,Positive +9724,100,43,99,Negative +9725,95,46,100,Negative +9726,87,125,99,Positive +9727,92,93,103,Positive +9728,91,110,105,Positive +9729,85,109,102,Positive +9730,91,48,105,Positive +9731,99,102,99,Negative +9732,93,93,95,Negative +9733,90,50,104,Positive +9734,97,126,105,Negative +9735,98,77,101,Negative +9736,99,63,95,Negative +9737,89,41,95,Positive +9738,96,129,104,Positive +9739,88,41,98,Positive +9740,96,50,95,Negative +9741,96,86,104,Negative +9742,97,43,103,Negative +9743,100,63,104,Negative +9744,87,124,96,Positive +9745,85,87,98,Positive +9746,99,99,98,Negative +9747,88,55,98,Positive +9748,87,71,99,Positive +9749,88,109,98,Positive +9750,94,68,105,Positive +9751,89,124,100,Positive +9752,88,43,96,Positive +9753,85,118,104,Positive +9754,89,108,104,Positive +9755,98,101,102,Negative +9756,90,82,103,Positive +9757,91,46,99,Positive +9758,100,91,102,Negative +9759,93,47,103,Positive +9760,88,55,99,Positive +9761,85,65,101,Positive +9762,89,92,100,Positive +9763,95,77,103,Negative +9764,96,69,96,Negative +9765,85,81,95,Positive +9766,95,73,102,Negative +9767,88,56,95,Positive +9768,86,96,96,Positive +9769,97,73,102,Negative +9770,90,40,96,Positive +9771,90,66,96,Negative +9772,88,57,100,Positive +9773,92,99,103,Positive +9774,92,72,96,Negative +9775,89,54,104,Positive +9776,93,109,101,Positive +9777,99,114,101,Negative +9778,87,122,99,Positive +9779,96,80,105,Negative +9780,89,88,103,Positive +9781,90,71,105,Positive +9782,92,78,103,Positive +9783,89,129,104,Positive +9784,96,95,97,Negative +9785,100,125,105,Negative +9786,87,94,104,Positive +9787,98,91,102,Negative +9788,96,86,101,Negative +9789,98,107,98,Negative +9790,92,42,96,Positive +9791,98,104,101,Negative +9792,93,87,99,Negative +9793,99,99,105,Negative +9794,94,53,98,Negative +9795,97,55,102,Negative +9796,91,90,99,Negative +9797,99,78,103,Negative +9798,90,72,103,Positive +9799,100,112,101,Negative +9800,88,107,97,Positive +9801,85,45,104,Positive +9802,94,88,105,Positive +9803,90,48,105,Positive +9804,98,130,102,Negative +9805,91,110,101,Positive +9806,99,115,102,Negative +9807,85,118,104,Positive +9808,100,111,104,Negative +9809,98,123,101,Negative +9810,97,95,101,Negative +9811,86,117,102,Positive +9812,92,44,96,Positive +9813,95,78,104,Negative +9814,94,126,100,Negative +9815,88,61,104,Positive +9816,85,84,100,Positive +9817,95,123,101,Positive +9818,88,87,95,Positive +9819,95,40,100,Negative +9820,99,40,99,Negative +9821,89,98,95,Positive +9822,99,101,96,Negative +9823,89,87,104,Positive +9824,100,48,95,Negative +9825,90,74,97,Negative +9826,87,42,99,Positive +9827,86,88,96,Positive +9828,96,101,100,Negative +9829,90,126,103,Positive +9830,100,92,101,Negative +9831,95,129,101,Positive +9832,97,61,99,Negative +9833,87,108,95,Positive +9834,91,69,95,Negative +9835,87,57,95,Positive +9836,85,44,100,Positive +9837,98,81,105,Negative +9838,98,121,95,Negative +9839,93,67,105,Positive +9840,92,119,96,Positive +9841,91,87,105,Positive +9842,94,91,95,Negative +9843,98,118,101,Negative +9844,95,83,97,Negative +9845,93,53,104,Positive +9846,100,125,102,Negative +9847,96,41,101,Positive +9848,92,57,100,Negative +9849,92,90,100,Negative +9850,95,102,99,Negative +9851,97,93,99,Negative +9852,94,49,104,Positive +9853,96,129,102,Positive +9854,97,96,105,Negative +9855,98,106,101,Negative +9856,93,110,101,Positive +9857,98,122,105,Negative +9858,92,81,97,Negative +9859,85,102,96,Positive +9860,96,51,105,Negative +9861,89,102,99,Positive +9862,99,63,100,Negative +9863,88,49,104,Positive +9864,91,111,104,Positive +9865,92,125,99,Positive +9866,97,120,95,Negative +9867,99,78,97,Negative +9868,95,98,103,Negative +9869,85,100,96,Positive +9870,97,41,104,Negative +9871,97,69,101,Negative +9872,85,71,103,Positive +9873,99,44,101,Negative +9874,94,100,101,Positive +9875,91,110,105,Positive +9876,94,40,95,Negative +9877,92,50,97,Negative +9878,98,42,101,Negative +9879,90,84,95,Negative +9880,97,108,102,Negative +9881,90,98,101,Positive +9882,86,115,105,Positive +9883,90,54,103,Positive +9884,91,102,96,Negative +9885,88,120,95,Positive +9886,99,61,95,Negative +9887,92,64,103,Positive +9888,94,116,100,Negative +9889,95,93,100,Negative +9890,89,98,102,Positive +9891,98,98,98,Negative +9892,100,41,95,Negative +9893,92,127,96,Positive +9894,95,53,96,Negative +9895,87,73,96,Positive +9896,89,47,102,Positive +9897,96,59,103,Negative +9898,88,100,98,Positive +9899,89,110,97,Positive +9900,88,45,102,Positive +9901,96,69,103,Negative +9902,87,86,97,Positive +9903,86,95,100,Positive +9904,87,48,100,Positive +9905,100,73,96,Negative +9906,100,69,103,Negative +9907,96,43,99,Negative +9908,92,124,95,Positive +9909,100,58,95,Negative +9910,96,119,96,Negative +9911,96,97,96,Negative +9912,98,84,105,Negative +9913,98,59,95,Negative +9914,100,51,100,Negative +9915,96,106,95,Negative +9916,93,103,98,Negative +9917,97,127,97,Negative +9918,85,118,98,Positive +9919,90,122,105,Positive +9920,92,52,100,Negative +9921,100,44,97,Negative +9922,98,59,95,Negative +9923,96,117,96,Negative +9924,85,108,99,Positive +9925,100,60,104,Negative +9926,98,68,96,Negative +9927,88,49,98,Positive +9928,98,113,100,Negative +9929,86,43,99,Positive +9930,88,48,101,Positive +9931,93,71,99,Negative +9932,98,103,95,Negative +9933,87,60,96,Positive +9934,90,52,97,Negative +9935,91,67,99,Negative +9936,86,69,101,Positive +9937,96,45,99,Negative +9938,89,65,98,Positive +9939,90,76,98,Negative +9940,92,120,100,Positive +9941,90,70,99,Negative +9942,91,109,103,Positive +9943,95,72,103,Negative +9944,86,130,102,Positive +9945,97,112,95,Negative +9946,88,53,102,Positive +9947,85,90,105,Positive +9948,98,106,99,Negative +9949,96,112,104,Positive +9950,98,106,105,Negative +9951,89,84,96,Positive +9952,94,90,99,Negative +9953,92,84,98,Negative +9954,95,109,95,Negative +9955,89,57,102,Positive +9956,90,104,105,Positive +9957,92,103,102,Positive +9958,89,43,99,Positive +9959,87,119,101,Positive +9960,89,89,102,Positive +9961,88,71,101,Positive +9962,96,94,102,Negative +9963,85,97,102,Positive +9964,88,86,100,Positive +9965,100,109,98,Negative +9966,89,95,98,Positive +9967,95,114,95,Negative +9968,98,96,98,Negative +9969,100,46,102,Negative +9970,97,111,95,Negative +9971,86,92,105,Positive +9972,98,123,96,Negative +9973,92,106,104,Positive +9974,90,100,102,Positive +9975,93,48,95,Negative +9976,85,87,100,Positive +9977,94,118,95,Negative +9978,88,52,101,Positive +9979,94,108,101,Positive +9980,88,93,100,Positive +9981,90,91,97,Negative +9982,95,43,95,Negative +9983,85,56,100,Positive +9984,87,71,102,Positive +9985,87,125,101,Positive +9986,98,110,95,Negative +9987,92,68,96,Negative +9988,93,42,97,Negative +9989,90,116,103,Positive +9990,93,62,96,Negative +9991,95,116,95,Negative +9992,95,41,96,Negative +9993,98,125,100,Negative +9994,100,42,96,Negative +9995,95,124,97,Negative +9996,88,70,100,Positive +9997,99,56,105,Negative +9998,92,49,98,Positive +9999,85,52,99,Positive \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid_trad.csv b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid_trad.csv new file mode 100644 index 00000000..28624dad --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/input/dataset-covid-csv/dataset_covid_trad.csv @@ -0,0 +1,10001 @@ +ID,Oxigenação,Frequência Cardíaca,Temperatura,Resultado +0,98,65,95,Negativo +1,96,92,95,Negativo +2,95,92,99,Negativo +3,97,56,96,Negativo +4,88,94,98,Positivo +5,94,100,103,Positivo +6,88,81,104,Positivo +7,91,79,95,Negativo +8,93,59,101,Positivo +9,86,117,99,Positivo +10,94,75,95,Negativo +11,98,46,96,Negativo +12,86,85,98,Positivo +13,90,55,101,Positivo +14,93,67,97,Negativo +15,89,66,97,Positivo +16,89,121,99,Positivo +17,94,111,96,Negativo +18,97,120,98,Negativo +19,93,108,104,Positivo +20,96,114,98,Negativo +21,97,48,98,Negativo +22,95,117,99,Negativo +23,93,51,103,Positivo +24,99,49,97,Negativo +25,96,123,99,Negativo +26,97,124,99,Negativo +27,94,55,97,Negativo +28,87,105,103,Positivo +29,89,44,99,Positivo +30,92,52,97,Negativo +31,89,104,100,Positivo +32,100,107,97,Negativo +33,88,76,102,Positivo +34,91,92,99,Negativo +35,89,56,102,Positivo +36,99,128,104,Negativo +37,93,64,102,Positivo +38,91,78,96,Negativo +39,96,43,99,Negativo +40,92,73,96,Negativo +41,94,92,97,Negativo +42,96,47,100,Negativo +43,90,130,104,Positivo +44,94,48,100,Negativo +45,88,101,103,Positivo +46,85,53,95,Positivo +47,100,84,104,Negativo +48,100,124,95,Negativo +49,85,65,95,Positivo +50,99,101,104,Negativo +51,92,117,102,Positivo +52,100,54,95,Negativo +53,96,71,98,Negativo +54,88,42,95,Positivo +55,100,92,99,Negativo +56,97,96,105,Negativo +57,89,96,102,Positivo +58,86,93,105,Positivo +59,86,49,96,Positivo +60,86,45,96,Positivo +61,91,109,103,Positivo +62,90,78,99,Negativo +63,92,105,103,Positivo +64,89,107,100,Positivo +65,97,69,105,Negativo +66,97,99,97,Negativo +67,94,101,102,Positivo +68,85,52,105,Positivo +69,95,92,101,Negativo +70,96,126,96,Negativo +71,91,114,103,Positivo +72,86,94,104,Positivo +73,95,94,104,Negativo +74,99,76,103,Negativo +75,89,77,97,Positivo +76,89,56,99,Positivo +77,92,130,99,Positivo +78,88,108,98,Positivo +79,100,78,96,Negativo +80,100,54,105,Negativo +81,93,84,104,Positivo +82,87,78,96,Positivo +83,98,50,95,Negativo +84,100,106,104,Negativo +85,96,53,96,Negativo +86,86,81,98,Positivo +87,86,122,103,Positivo +88,86,103,100,Positivo +89,92,104,102,Positivo +90,98,44,103,Negativo +91,87,104,100,Positivo +92,91,67,96,Negativo +93,99,64,99,Negativo +94,97,57,102,Negativo +95,96,114,104,Positivo +96,96,63,105,Negativo +97,97,70,102,Negativo +98,92,126,100,Positivo +99,99,53,99,Negativo +100,90,90,105,Positivo +101,92,120,100,Positivo +102,97,65,96,Negativo +103,100,85,97,Negativo +104,98,52,100,Negativo +105,88,73,100,Positivo +106,100,129,100,Negativo +107,97,80,98,Negativo +108,85,57,100,Positivo +109,85,111,100,Positivo +110,92,86,101,Positivo +111,96,98,104,Negativo +112,87,129,98,Positivo +113,92,111,96,Positivo +114,95,121,101,Positivo +115,85,50,101,Positivo +116,88,119,95,Positivo +117,97,63,103,Negativo +118,97,95,95,Negativo +119,100,55,97,Negativo +120,100,109,103,Negativo +121,97,109,99,Negativo +122,99,56,105,Negativo +123,100,81,105,Negativo +124,94,81,101,Positivo +125,100,63,97,Negativo +126,97,125,98,Negativo +127,99,47,100,Negativo +128,98,65,99,Negativo +129,100,47,99,Negativo +130,86,114,101,Positivo +131,96,113,98,Negativo +132,98,45,95,Negativo +133,88,123,105,Positivo +134,86,76,102,Positivo +135,96,82,103,Negativo +136,89,107,100,Positivo +137,95,108,96,Negativo +138,91,69,104,Positivo +139,94,53,98,Negativo +140,90,41,102,Positivo +141,95,55,97,Negativo +142,88,93,104,Positivo +143,95,116,103,Positivo +144,100,94,104,Negativo +145,93,72,104,Positivo +146,85,82,98,Positivo +147,86,80,101,Positivo +148,86,44,100,Positivo +149,97,68,98,Negativo +150,91,45,100,Positivo +151,86,112,101,Positivo +152,100,60,105,Negativo +153,99,129,104,Negativo +154,91,98,102,Positivo +155,92,126,97,Positivo +156,100,46,99,Negativo +157,91,124,102,Positivo +158,93,122,96,Negativo +159,90,100,96,Negativo +160,91,63,97,Negativo +161,94,94,105,Positivo +162,98,106,101,Negativo +163,93,97,101,Positivo +164,90,119,104,Positivo +165,92,40,105,Positivo +166,89,51,105,Positivo +167,87,48,95,Positivo +168,88,129,103,Positivo +169,94,56,96,Negativo +170,99,121,101,Negativo +171,88,119,101,Positivo +172,92,124,100,Positivo +173,100,99,102,Negativo +174,92,125,98,Positivo +175,85,124,105,Positivo +176,91,60,100,Negativo +177,88,69,95,Positivo +178,90,123,97,Positivo +179,89,74,99,Positivo +180,87,40,103,Positivo +181,86,106,105,Positivo +182,95,67,96,Negativo +183,89,91,97,Positivo +184,95,79,97,Negativo +185,87,42,95,Positivo +186,86,115,96,Positivo +187,97,116,95,Negativo +188,87,112,103,Positivo +189,89,45,95,Positivo +190,97,113,100,Negativo +191,96,121,101,Positivo +192,86,48,101,Positivo +193,92,60,95,Negativo +194,96,80,105,Negativo +195,92,87,102,Positivo +196,91,91,96,Negativo +197,90,108,104,Positivo +198,96,124,96,Negativo +199,90,47,100,Positivo +200,97,120,104,Negativo +201,93,79,100,Negativo +202,97,111,104,Negativo +203,99,102,104,Negativo +204,96,59,98,Negativo +205,88,65,102,Positivo +206,94,61,97,Negativo +207,94,118,103,Positivo +208,95,51,96,Negativo +209,97,66,100,Negativo +210,89,123,99,Positivo +211,87,113,97,Positivo +212,93,104,102,Positivo +213,96,121,101,Positivo +214,98,71,100,Negativo +215,91,76,101,Positivo +216,85,67,103,Positivo +217,100,94,100,Negativo +218,92,80,97,Negativo +219,92,72,104,Positivo +220,100,47,97,Negativo +221,100,58,99,Negativo +222,97,129,97,Negativo +223,90,113,95,Positivo +224,97,96,103,Negativo +225,88,45,99,Positivo +226,91,50,96,Negativo +227,99,118,103,Negativo +228,91,124,105,Positivo +229,92,64,100,Negativo +230,97,102,98,Negativo +231,92,57,95,Negativo +232,97,113,102,Negativo +233,85,96,95,Positivo +234,100,105,98,Negativo +235,85,124,96,Positivo +236,98,66,101,Negativo +237,91,116,100,Positivo +238,88,47,105,Positivo +239,98,127,100,Negativo +240,85,121,96,Positivo +241,97,68,103,Negativo +242,91,127,98,Positivo +243,100,125,98,Negativo +244,88,125,97,Positivo +245,92,100,104,Positivo +246,96,91,98,Negativo +247,88,74,103,Positivo +248,91,56,99,Negativo +249,97,69,100,Negativo +250,93,41,98,Negativo +251,95,72,96,Negativo +252,95,100,96,Negativo +253,96,99,97,Negativo +254,89,66,102,Positivo +255,98,64,103,Negativo +256,91,43,96,Positivo +257,85,95,99,Positivo +258,91,75,100,Negativo +259,93,123,102,Positivo +260,100,111,98,Negativo +261,91,90,95,Negativo +262,91,57,101,Positivo +263,98,44,100,Negativo +264,92,124,95,Positivo +265,100,103,102,Negativo +266,93,73,96,Negativo +267,92,111,104,Positivo +268,91,89,105,Positivo +269,95,83,105,Negativo +270,88,84,103,Positivo +271,87,76,99,Positivo +272,93,121,105,Positivo +273,87,96,105,Positivo +274,100,59,95,Negativo +275,95,76,99,Negativo +276,86,82,103,Positivo +277,94,42,105,Positivo +278,89,101,97,Positivo +279,99,45,100,Negativo +280,96,111,105,Positivo +281,94,106,101,Positivo +282,94,107,96,Negativo +283,99,120,99,Negativo +284,86,108,99,Positivo +285,94,98,101,Positivo +286,99,99,103,Negativo +287,89,118,96,Positivo +288,90,87,95,Negativo +289,94,80,100,Negativo +290,86,68,103,Positivo +291,93,55,104,Positivo +292,92,108,99,Negativo +293,94,59,98,Negativo +294,100,123,97,Negativo +295,88,129,99,Positivo +296,95,75,99,Negativo +297,92,118,105,Positivo +298,87,57,103,Positivo +299,92,69,104,Positivo +300,95,67,101,Negativo +301,98,110,100,Negativo +302,96,48,96,Negativo +303,86,69,105,Positivo +304,99,57,104,Negativo +305,90,64,102,Positivo +306,89,53,97,Positivo +307,88,108,98,Positivo +308,90,49,104,Positivo +309,97,90,96,Negativo +310,95,67,105,Negativo +311,93,71,98,Negativo +312,99,105,102,Negativo +313,85,72,105,Positivo +314,87,62,100,Positivo +315,98,53,97,Negativo +316,98,74,103,Negativo +317,97,96,102,Negativo +318,98,121,101,Negativo +319,86,106,101,Positivo +320,98,122,102,Negativo +321,97,112,95,Negativo +322,97,89,105,Negativo +323,92,106,96,Negativo +324,91,103,99,Negativo +325,86,51,105,Positivo +326,90,103,105,Positivo +327,98,84,98,Negativo +328,86,119,104,Positivo +329,87,66,98,Positivo +330,97,123,96,Negativo +331,91,101,97,Negativo +332,95,60,100,Negativo +333,98,89,105,Negativo +334,97,129,101,Negativo +335,94,104,104,Positivo +336,89,90,102,Positivo +337,92,42,97,Positivo +338,98,77,95,Negativo +339,89,101,101,Positivo +340,98,51,98,Negativo +341,94,49,100,Negativo +342,95,76,99,Negativo +343,96,61,103,Negativo +344,90,122,97,Positivo +345,100,114,105,Negativo +346,98,70,100,Negativo +347,88,104,100,Positivo +348,93,41,96,Negativo +349,94,119,95,Negativo +350,86,110,102,Positivo +351,96,60,98,Negativo +352,86,98,103,Positivo +353,85,48,95,Positivo +354,92,116,100,Positivo +355,91,104,102,Positivo +356,92,90,97,Negativo +357,96,108,101,Negativo +358,99,52,101,Negativo +359,94,75,104,Positivo +360,91,128,98,Positivo +361,87,111,96,Positivo +362,90,106,99,Negativo +363,91,99,97,Negativo +364,93,85,103,Positivo +365,85,41,95,Positivo +366,91,86,102,Positivo +367,99,130,96,Negativo +368,95,121,96,Negativo +369,89,64,102,Positivo +370,85,128,105,Positivo +371,100,69,97,Negativo +372,85,71,101,Positivo +373,91,94,98,Negativo +374,92,110,103,Positivo +375,90,49,98,Positivo +376,93,85,98,Negativo +377,85,73,104,Positivo +378,91,56,96,Negativo +379,98,85,102,Negativo +380,94,55,98,Negativo +381,92,96,101,Positivo +382,94,62,100,Negativo +383,97,44,105,Negativo +384,100,71,100,Negativo +385,90,59,102,Positivo +386,94,105,104,Positivo +387,88,115,103,Positivo +388,95,121,99,Negativo +389,92,101,102,Positivo +390,96,73,105,Negativo +391,90,66,95,Negativo +392,87,80,100,Positivo +393,85,113,105,Positivo +394,96,80,97,Negativo +395,99,129,99,Negativo +396,88,54,95,Positivo +397,99,79,105,Negativo +398,93,50,96,Negativo +399,94,116,103,Positivo +400,98,40,95,Negativo +401,95,59,97,Negativo +402,85,71,99,Positivo +403,89,104,99,Positivo +404,95,95,101,Negativo +405,99,50,100,Negativo +406,95,65,103,Negativo +407,91,126,102,Positivo +408,89,58,105,Positivo +409,88,123,104,Positivo +410,96,51,101,Negativo +411,98,111,104,Negativo +412,97,93,102,Negativo +413,91,105,99,Negativo +414,89,85,102,Positivo +415,96,66,95,Negativo +416,92,99,102,Positivo +417,85,96,102,Positivo +418,98,80,97,Negativo +419,98,127,104,Negativo +420,90,109,105,Positivo +421,99,114,105,Negativo +422,97,118,103,Negativo +423,91,94,103,Positivo +424,86,82,100,Positivo +425,96,80,105,Negativo +426,100,100,95,Negativo +427,85,83,102,Positivo +428,96,74,102,Negativo +429,93,56,98,Negativo +430,85,126,101,Positivo +431,85,76,99,Positivo +432,86,46,97,Positivo +433,90,102,101,Positivo +434,94,47,104,Positivo +435,89,107,103,Positivo +436,94,73,95,Negativo +437,95,90,98,Negativo +438,99,70,100,Negativo +439,93,129,100,Negativo +440,92,118,96,Positivo +441,100,129,102,Negativo +442,87,89,105,Positivo +443,93,68,96,Negativo +444,89,105,104,Positivo +445,93,40,100,Negativo +446,92,48,100,Positivo +447,91,90,101,Positivo +448,89,122,101,Positivo +449,92,77,97,Negativo +450,85,50,100,Positivo +451,94,49,103,Positivo +452,92,62,96,Negativo +453,88,105,105,Positivo +454,91,83,98,Negativo +455,89,85,101,Positivo +456,97,112,98,Negativo +457,98,64,104,Negativo +458,88,118,101,Positivo +459,90,76,96,Negativo +460,95,71,103,Negativo +461,86,96,99,Positivo +462,93,123,101,Positivo +463,100,53,104,Negativo +464,97,111,98,Negativo +465,91,51,95,Negativo +466,88,48,95,Positivo +467,90,67,99,Negativo +468,94,61,103,Positivo +469,94,41,96,Negativo +470,86,127,100,Positivo +471,98,99,96,Negativo +472,90,66,104,Positivo +473,89,59,96,Positivo +474,89,43,105,Positivo +475,92,40,98,Positivo +476,87,97,96,Positivo +477,94,116,96,Negativo +478,99,117,96,Negativo +479,98,68,96,Negativo +480,100,79,96,Negativo +481,91,100,101,Positivo +482,95,65,99,Negativo +483,91,113,103,Positivo +484,99,130,96,Negativo +485,94,85,102,Positivo +486,100,83,100,Negativo +487,93,85,97,Negativo +488,91,53,96,Negativo +489,89,47,97,Positivo +490,99,58,96,Negativo +491,98,55,97,Negativo +492,90,114,99,Positivo +493,97,79,96,Negativo +494,93,79,100,Negativo +495,86,100,95,Positivo +496,91,129,99,Positivo +497,99,68,99,Negativo +498,91,77,102,Positivo +499,88,88,105,Positivo +500,100,71,103,Negativo +501,96,75,102,Negativo +502,99,85,100,Negativo +503,95,81,97,Negativo +504,88,51,97,Positivo +505,94,79,97,Negativo +506,87,84,95,Positivo +507,98,115,103,Negativo +508,96,89,99,Negativo +509,92,95,102,Positivo +510,100,67,98,Negativo +511,87,63,104,Positivo +512,85,80,99,Positivo +513,91,51,103,Positivo +514,92,129,95,Positivo +515,92,54,98,Negativo +516,89,60,105,Positivo +517,88,94,101,Positivo +518,93,60,104,Positivo +519,99,51,102,Negativo +520,100,76,97,Negativo +521,92,117,98,Positivo +522,85,120,99,Positivo +523,88,128,99,Positivo +524,99,121,97,Negativo +525,100,73,104,Negativo +526,96,119,103,Positivo +527,97,129,100,Negativo +528,97,112,95,Negativo +529,91,66,96,Negativo +530,96,68,103,Negativo +531,99,68,95,Negativo +532,91,108,102,Positivo +533,98,106,102,Negativo +534,92,67,103,Positivo +535,95,95,105,Negativo +536,94,71,95,Negativo +537,92,60,98,Negativo +538,92,52,99,Negativo +539,100,116,102,Negativo +540,92,57,101,Positivo +541,89,109,100,Positivo +542,90,54,101,Positivo +543,90,87,105,Positivo +544,96,64,103,Negativo +545,87,128,96,Positivo +546,99,93,100,Negativo +547,86,122,105,Positivo +548,92,57,97,Negativo +549,97,127,95,Negativo +550,98,125,102,Negativo +551,88,70,104,Positivo +552,85,76,100,Positivo +553,85,128,101,Positivo +554,95,58,97,Negativo +555,96,81,105,Negativo +556,87,49,98,Positivo +557,87,67,99,Positivo +558,94,44,100,Negativo +559,90,73,96,Negativo +560,97,118,96,Negativo +561,98,130,101,Negativo +562,94,52,98,Negativo +563,92,53,101,Positivo +564,97,84,100,Negativo +565,95,129,102,Positivo +566,96,103,104,Negativo +567,93,74,98,Negativo +568,87,91,99,Positivo +569,100,56,96,Negativo +570,91,115,98,Positivo +571,98,60,96,Negativo +572,94,89,98,Negativo +573,86,75,102,Positivo +574,87,53,95,Positivo +575,97,56,98,Negativo +576,94,68,96,Negativo +577,97,122,95,Negativo +578,99,45,101,Negativo +579,94,56,95,Negativo +580,92,112,103,Positivo +581,98,66,97,Negativo +582,92,113,103,Positivo +583,88,71,104,Positivo +584,95,41,100,Negativo +585,90,87,95,Negativo +586,93,113,97,Negativo +587,99,77,100,Negativo +588,93,92,103,Positivo +589,87,48,99,Positivo +590,85,67,105,Positivo +591,85,44,99,Positivo +592,96,95,95,Negativo +593,93,76,96,Negativo +594,89,120,105,Positivo +595,93,48,104,Positivo +596,94,77,97,Negativo +597,96,77,96,Negativo +598,93,121,104,Positivo +599,95,100,98,Negativo +600,92,120,103,Positivo +601,87,99,101,Positivo +602,92,40,95,Positivo +603,98,53,99,Negativo +604,95,45,95,Negativo +605,86,117,104,Positivo +606,93,100,102,Positivo +607,99,65,104,Negativo +608,89,55,99,Positivo +609,100,70,101,Negativo +610,89,76,96,Positivo +611,94,123,95,Negativo +612,90,52,98,Negativo +613,98,87,100,Negativo +614,98,85,97,Negativo +615,99,107,103,Negativo +616,86,90,104,Positivo +617,96,113,100,Negativo +618,86,68,98,Positivo +619,100,107,102,Negativo +620,90,100,103,Positivo +621,93,104,100,Negativo +622,90,49,99,Positivo +623,91,113,104,Positivo +624,91,120,102,Positivo +625,92,123,96,Positivo +626,93,74,103,Positivo +627,93,54,101,Positivo +628,86,71,105,Positivo +629,97,107,105,Negativo +630,94,128,100,Negativo +631,95,125,95,Negativo +632,97,55,105,Negativo +633,94,95,105,Positivo +634,85,65,96,Positivo +635,92,113,104,Positivo +636,100,83,100,Negativo +637,99,87,100,Negativo +638,87,42,103,Positivo +639,96,109,99,Negativo +640,99,114,104,Negativo +641,99,130,99,Negativo +642,88,121,99,Positivo +643,94,103,100,Negativo +644,94,99,102,Positivo +645,99,88,97,Negativo +646,88,112,101,Positivo +647,99,109,96,Negativo +648,93,92,97,Negativo +649,94,83,97,Negativo +650,87,45,98,Positivo +651,99,40,98,Negativo +652,97,129,105,Negativo +653,100,104,102,Negativo +654,91,113,104,Positivo +655,92,122,98,Positivo +656,92,82,97,Negativo +657,87,51,103,Positivo +658,86,44,103,Positivo +659,85,108,102,Positivo +660,92,114,95,Positivo +661,96,70,95,Negativo +662,94,127,101,Positivo +663,92,77,97,Negativo +664,85,117,101,Positivo +665,88,97,98,Positivo +666,85,72,101,Positivo +667,94,83,98,Negativo +668,98,56,98,Negativo +669,99,64,101,Negativo +670,97,53,105,Negativo +671,94,83,102,Positivo +672,95,71,100,Negativo +673,85,52,99,Positivo +674,91,75,99,Negativo +675,95,114,105,Positivo +676,90,49,105,Positivo +677,97,81,105,Negativo +678,87,86,104,Positivo +679,89,57,96,Positivo +680,92,69,105,Positivo +681,98,82,101,Negativo +682,87,77,100,Positivo +683,94,61,101,Positivo +684,97,102,96,Negativo +685,97,97,104,Negativo +686,86,85,95,Positivo +687,96,58,96,Negativo +688,89,80,102,Positivo +689,99,64,95,Negativo +690,90,70,98,Negativo +691,87,94,104,Positivo +692,94,126,104,Positivo +693,88,90,97,Positivo +694,92,45,102,Positivo +695,95,43,105,Positivo +696,85,51,102,Positivo +697,94,58,98,Negativo +698,99,124,104,Negativo +699,99,91,102,Negativo +700,86,103,103,Positivo +701,100,55,102,Negativo +702,90,109,103,Positivo +703,98,42,101,Negativo +704,90,130,101,Positivo +705,93,54,100,Negativo +706,85,128,98,Positivo +707,90,101,102,Positivo +708,100,112,97,Negativo +709,91,75,102,Positivo +710,90,121,104,Positivo +711,97,112,102,Negativo +712,91,93,98,Negativo +713,95,95,96,Negativo +714,92,122,103,Positivo +715,88,54,98,Positivo +716,95,92,98,Negativo +717,98,89,103,Negativo +718,98,40,100,Negativo +719,86,112,101,Positivo +720,95,86,104,Negativo +721,100,67,97,Negativo +722,96,88,96,Negativo +723,97,45,96,Negativo +724,90,114,97,Positivo +725,88,103,98,Positivo +726,94,91,101,Positivo +727,90,128,101,Positivo +728,91,83,101,Positivo +729,97,109,105,Negativo +730,99,112,103,Negativo +731,97,53,99,Negativo +732,96,129,97,Negativo +733,96,59,101,Negativo +734,90,108,95,Negativo +735,94,51,99,Negativo +736,85,78,101,Positivo +737,92,105,101,Positivo +738,95,110,100,Negativo +739,91,75,99,Negativo +740,87,116,95,Positivo +741,90,71,98,Negativo +742,90,110,100,Negativo +743,86,56,98,Positivo +744,92,63,100,Negativo +745,100,78,105,Negativo +746,87,87,97,Positivo +747,97,64,98,Negativo +748,96,53,101,Negativo +749,90,58,101,Positivo +750,96,50,105,Negativo +751,95,54,99,Negativo +752,97,124,101,Negativo +753,99,119,103,Negativo +754,85,124,98,Positivo +755,94,119,102,Positivo +756,98,87,100,Negativo +757,92,83,96,Negativo +758,95,74,99,Negativo +759,100,89,105,Negativo +760,87,77,98,Positivo +761,96,61,99,Negativo +762,89,89,103,Positivo +763,97,79,100,Negativo +764,97,101,105,Negativo +765,90,127,105,Positivo +766,85,85,104,Positivo +767,93,76,103,Positivo +768,86,128,102,Positivo +769,87,124,103,Positivo +770,92,59,104,Positivo +771,99,110,100,Negativo +772,96,59,104,Negativo +773,86,116,101,Positivo +774,87,123,96,Positivo +775,99,83,98,Negativo +776,98,119,100,Negativo +777,96,81,103,Negativo +778,85,89,99,Positivo +779,94,42,105,Positivo +780,95,106,96,Negativo +781,93,77,101,Positivo +782,98,125,105,Negativo +783,94,127,95,Negativo +784,88,113,104,Positivo +785,89,40,95,Positivo +786,89,42,105,Positivo +787,88,77,96,Positivo +788,87,78,99,Positivo +789,88,63,105,Positivo +790,96,48,98,Negativo +791,93,125,99,Negativo +792,85,101,98,Positivo +793,99,90,104,Negativo +794,98,63,101,Negativo +795,95,90,96,Negativo +796,87,121,98,Positivo +797,87,117,105,Positivo +798,88,55,97,Positivo +799,95,99,101,Negativo +800,85,44,105,Positivo +801,97,85,101,Negativo +802,86,75,98,Positivo +803,94,125,99,Negativo +804,99,63,97,Negativo +805,94,92,101,Positivo +806,92,114,99,Positivo +807,95,71,98,Negativo +808,98,94,96,Negativo +809,86,121,102,Positivo +810,90,108,97,Negativo +811,95,84,101,Negativo +812,99,46,99,Negativo +813,95,102,97,Negativo +814,96,68,99,Negativo +815,100,52,96,Negativo +816,98,80,101,Negativo +817,86,87,95,Positivo +818,96,71,98,Negativo +819,92,57,96,Negativo +820,100,119,97,Negativo +821,99,70,95,Negativo +822,95,84,103,Negativo +823,91,75,96,Negativo +824,91,45,98,Positivo +825,94,58,105,Positivo +826,94,123,95,Negativo +827,100,70,99,Negativo +828,87,101,95,Positivo +829,96,104,95,Negativo +830,97,119,98,Negativo +831,98,50,96,Negativo +832,95,118,95,Negativo +833,100,45,100,Negativo +834,96,56,100,Negativo +835,85,59,98,Positivo +836,88,130,97,Positivo +837,98,47,96,Negativo +838,89,64,95,Positivo +839,97,119,105,Negativo +840,97,85,104,Negativo +841,89,52,104,Positivo +842,90,79,102,Positivo +843,96,123,95,Negativo +844,100,65,104,Negativo +845,94,46,98,Negativo +846,91,68,105,Positivo +847,99,73,96,Negativo +848,91,118,105,Positivo +849,88,82,102,Positivo +850,85,109,102,Positivo +851,100,125,96,Negativo +852,94,108,99,Negativo +853,94,76,102,Positivo +854,92,119,95,Positivo +855,92,45,102,Positivo +856,96,113,98,Negativo +857,99,46,105,Negativo +858,86,128,103,Positivo +859,94,104,99,Negativo +860,100,49,96,Negativo +861,95,109,95,Negativo +862,90,45,97,Positivo +863,85,66,104,Positivo +864,97,124,97,Negativo +865,96,72,95,Negativo +866,92,121,100,Positivo +867,86,114,99,Positivo +868,96,110,97,Negativo +869,92,55,105,Positivo +870,100,71,97,Negativo +871,92,71,100,Negativo +872,92,71,97,Negativo +873,100,50,95,Negativo +874,87,111,99,Positivo +875,94,46,95,Negativo +876,89,57,100,Positivo +877,99,108,104,Negativo +878,97,51,104,Negativo +879,87,118,96,Positivo +880,86,65,95,Positivo +881,94,89,101,Positivo +882,96,51,99,Negativo +883,87,75,97,Positivo +884,98,77,95,Negativo +885,88,92,101,Positivo +886,96,40,105,Positivo +887,94,61,102,Positivo +888,91,84,96,Negativo +889,98,44,101,Negativo +890,88,95,96,Positivo +891,98,98,104,Negativo +892,87,109,103,Positivo +893,92,112,100,Positivo +894,95,80,96,Negativo +895,91,129,101,Positivo +896,85,90,99,Positivo +897,87,72,103,Positivo +898,88,85,95,Positivo +899,91,117,96,Positivo +900,96,100,99,Negativo +901,94,67,103,Positivo +902,93,104,100,Negativo +903,98,64,104,Negativo +904,99,102,100,Negativo +905,99,122,100,Negativo +906,90,128,103,Positivo +907,87,40,97,Positivo +908,85,82,100,Positivo +909,97,128,95,Negativo +910,88,68,97,Positivo +911,94,50,102,Positivo +912,88,115,104,Positivo +913,91,75,104,Positivo +914,87,106,95,Positivo +915,85,85,98,Positivo +916,100,94,103,Negativo +917,85,121,96,Positivo +918,86,67,97,Positivo +919,89,115,105,Positivo +920,98,125,100,Negativo +921,89,88,104,Positivo +922,96,94,98,Negativo +923,99,113,97,Negativo +924,92,90,95,Negativo +925,98,111,100,Negativo +926,86,70,100,Positivo +927,91,130,105,Positivo +928,85,118,99,Positivo +929,94,104,97,Negativo +930,86,44,99,Positivo +931,92,93,99,Negativo +932,88,82,99,Positivo +933,99,74,100,Negativo +934,97,70,103,Negativo +935,92,95,105,Positivo +936,88,60,100,Positivo +937,88,119,95,Positivo +938,93,104,99,Negativo +939,100,47,97,Negativo +940,85,120,100,Positivo +941,97,42,104,Negativo +942,87,63,96,Positivo +943,85,54,103,Positivo +944,92,112,95,Positivo +945,96,112,101,Positivo +946,94,91,98,Negativo +947,94,47,100,Negativo +948,93,110,99,Negativo +949,90,57,102,Positivo +950,100,41,99,Negativo +951,93,50,99,Negativo +952,88,77,97,Positivo +953,92,99,98,Negativo +954,97,40,100,Negativo +955,93,104,104,Positivo +956,87,78,101,Positivo +957,99,97,102,Negativo +958,85,126,95,Positivo +959,86,79,95,Positivo +960,99,66,96,Negativo +961,94,110,97,Negativo +962,98,43,95,Negativo +963,87,96,102,Positivo +964,85,59,95,Positivo +965,88,113,98,Positivo +966,93,124,99,Negativo +967,94,43,95,Negativo +968,92,121,103,Positivo +969,95,77,104,Negativo +970,91,83,98,Negativo +971,95,59,99,Negativo +972,85,90,101,Positivo +973,99,42,99,Negativo +974,94,95,96,Negativo +975,87,116,100,Positivo +976,93,80,101,Positivo +977,93,125,104,Positivo +978,94,63,97,Negativo +979,98,125,103,Negativo +980,98,126,97,Negativo +981,90,50,97,Negativo +982,92,75,95,Negativo +983,98,119,102,Negativo +984,100,97,105,Negativo +985,96,110,103,Negativo +986,90,115,102,Positivo +987,95,75,101,Negativo +988,86,44,101,Positivo +989,95,79,103,Negativo +990,98,52,97,Negativo +991,86,99,97,Positivo +992,90,123,100,Positivo +993,93,59,102,Positivo +994,98,122,104,Negativo +995,85,46,102,Positivo +996,99,63,103,Negativo +997,87,78,99,Positivo +998,88,108,103,Positivo +999,91,128,97,Positivo +1000,95,129,101,Positivo +1001,97,54,104,Negativo +1002,88,68,105,Positivo +1003,93,55,97,Negativo +1004,88,63,97,Positivo +1005,95,71,101,Negativo +1006,86,41,104,Positivo +1007,86,120,99,Positivo +1008,98,75,105,Negativo +1009,90,94,104,Positivo +1010,93,59,98,Negativo +1011,89,102,96,Positivo +1012,94,84,103,Positivo +1013,86,66,96,Positivo +1014,90,63,99,Negativo +1015,90,102,105,Positivo +1016,85,67,96,Positivo +1017,98,51,100,Negativo +1018,100,77,104,Negativo +1019,97,42,103,Negativo +1020,88,81,99,Positivo +1021,88,76,97,Positivo +1022,90,88,104,Positivo +1023,88,110,105,Positivo +1024,89,96,104,Positivo +1025,88,117,95,Positivo +1026,99,83,99,Negativo +1027,100,115,102,Negativo +1028,87,130,100,Positivo +1029,94,124,95,Negativo +1030,98,59,96,Negativo +1031,97,69,97,Negativo +1032,86,49,104,Positivo +1033,97,88,96,Negativo +1034,92,40,100,Positivo +1035,88,115,104,Positivo +1036,86,49,104,Positivo +1037,99,99,105,Negativo +1038,95,100,101,Negativo +1039,99,74,98,Negativo +1040,87,66,105,Positivo +1041,100,53,100,Negativo +1042,98,94,104,Negativo +1043,86,69,99,Positivo +1044,96,42,96,Negativo +1045,88,85,105,Positivo +1046,92,56,103,Positivo +1047,100,89,105,Negativo +1048,99,116,104,Negativo +1049,93,40,98,Negativo +1050,99,49,99,Negativo +1051,94,63,101,Positivo +1052,93,89,100,Negativo +1053,91,120,95,Positivo +1054,86,88,95,Positivo +1055,92,90,101,Positivo +1056,94,63,99,Negativo +1057,94,122,104,Positivo +1058,90,55,96,Negativo +1059,88,63,102,Positivo +1060,96,78,105,Negativo +1061,93,130,98,Negativo +1062,90,80,99,Negativo +1063,88,103,103,Positivo +1064,90,112,104,Positivo +1065,86,114,104,Positivo +1066,98,64,98,Negativo +1067,85,60,98,Positivo +1068,93,78,98,Negativo +1069,92,81,105,Positivo +1070,94,66,98,Negativo +1071,87,47,103,Positivo +1072,88,54,105,Positivo +1073,100,54,102,Negativo +1074,90,127,99,Positivo +1075,85,60,104,Positivo +1076,98,84,101,Negativo +1077,96,119,96,Negativo +1078,88,117,103,Positivo +1079,85,73,105,Positivo +1080,91,116,104,Positivo +1081,97,76,97,Negativo +1082,100,72,97,Negativo +1083,95,127,102,Positivo +1084,97,88,96,Negativo +1085,85,94,100,Positivo +1086,87,63,105,Positivo +1087,91,106,97,Negativo +1088,99,116,97,Negativo +1089,87,42,98,Positivo +1090,97,122,105,Negativo +1091,88,89,105,Positivo +1092,85,119,105,Positivo +1093,100,129,95,Negativo +1094,93,103,100,Negativo +1095,100,96,97,Negativo +1096,91,45,96,Positivo +1097,100,89,101,Negativo +1098,96,45,99,Negativo +1099,100,122,97,Negativo +1100,99,70,100,Negativo +1101,92,83,104,Positivo +1102,88,54,99,Positivo +1103,100,103,105,Negativo +1104,94,102,103,Positivo +1105,91,116,97,Positivo +1106,86,124,95,Positivo +1107,87,107,100,Positivo +1108,90,94,105,Positivo +1109,92,94,97,Negativo +1110,92,64,98,Negativo +1111,94,64,99,Negativo +1112,91,50,96,Negativo +1113,90,98,96,Negativo +1114,100,42,97,Negativo +1115,99,63,98,Negativo +1116,100,43,103,Negativo +1117,98,79,103,Negativo +1118,95,105,105,Negativo +1119,91,72,104,Positivo +1120,87,49,95,Positivo +1121,90,61,104,Positivo +1122,97,42,95,Negativo +1123,89,103,104,Positivo +1124,93,120,98,Negativo +1125,93,66,96,Negativo +1126,95,123,102,Positivo +1127,85,88,104,Positivo +1128,99,68,105,Negativo +1129,85,128,96,Positivo +1130,89,106,104,Positivo +1131,99,59,101,Negativo +1132,97,80,103,Negativo +1133,92,69,99,Negativo +1134,93,73,100,Negativo +1135,93,109,103,Positivo +1136,95,70,101,Negativo +1137,94,90,100,Negativo +1138,91,100,95,Negativo +1139,98,58,100,Negativo +1140,100,64,103,Negativo +1141,88,111,105,Positivo +1142,91,74,101,Positivo +1143,85,72,99,Positivo +1144,85,66,97,Positivo +1145,96,80,104,Negativo +1146,89,117,102,Positivo +1147,95,81,95,Negativo +1148,98,127,103,Negativo +1149,89,115,103,Positivo +1150,88,60,99,Positivo +1151,87,71,99,Positivo +1152,99,96,95,Negativo +1153,91,120,97,Positivo +1154,93,60,102,Positivo +1155,99,100,103,Negativo +1156,97,107,97,Negativo +1157,92,101,95,Negativo +1158,90,66,100,Negativo +1159,97,90,96,Negativo +1160,94,62,101,Positivo +1161,88,101,99,Positivo +1162,90,50,105,Positivo +1163,93,125,105,Positivo +1164,89,109,100,Positivo +1165,100,88,102,Negativo +1166,100,79,97,Negativo +1167,90,85,96,Negativo +1168,93,110,103,Positivo +1169,86,112,97,Positivo +1170,95,121,99,Negativo +1171,92,92,99,Negativo +1172,95,64,96,Negativo +1173,98,77,100,Negativo +1174,86,90,101,Positivo +1175,85,60,105,Positivo +1176,91,44,102,Positivo +1177,99,61,100,Negativo +1178,88,48,99,Positivo +1179,94,87,101,Positivo +1180,89,119,103,Positivo +1181,85,69,101,Positivo +1182,87,129,104,Positivo +1183,90,72,105,Positivo +1184,88,105,104,Positivo +1185,89,54,103,Positivo +1186,92,56,99,Negativo +1187,99,118,101,Negativo +1188,94,116,105,Positivo +1189,96,64,100,Negativo +1190,90,127,105,Positivo +1191,86,87,99,Positivo +1192,92,60,98,Negativo +1193,88,47,95,Positivo +1194,96,109,101,Negativo +1195,88,111,100,Positivo +1196,94,80,104,Positivo +1197,88,114,95,Positivo +1198,95,45,97,Negativo +1199,100,64,105,Negativo +1200,85,40,100,Positivo +1201,96,74,102,Negativo +1202,93,108,98,Negativo +1203,88,60,104,Positivo +1204,87,62,100,Positivo +1205,99,71,100,Negativo +1206,97,90,99,Negativo +1207,89,43,98,Positivo +1208,99,63,105,Negativo +1209,99,58,96,Negativo +1210,94,66,95,Negativo +1211,87,46,100,Positivo +1212,96,103,103,Negativo +1213,91,123,105,Positivo +1214,98,79,103,Negativo +1215,87,55,95,Positivo +1216,90,115,102,Positivo +1217,98,45,95,Negativo +1218,90,80,104,Positivo +1219,91,89,100,Negativo +1220,94,65,98,Negativo +1221,87,114,102,Positivo +1222,86,68,97,Positivo +1223,85,72,99,Positivo +1224,91,50,102,Positivo +1225,89,100,104,Positivo +1226,96,90,100,Negativo +1227,89,107,95,Positivo +1228,94,105,99,Negativo +1229,91,41,103,Positivo +1230,96,80,100,Negativo +1231,98,43,96,Negativo +1232,94,103,97,Negativo +1233,91,91,96,Negativo +1234,98,77,103,Negativo +1235,86,49,99,Positivo +1236,92,83,103,Positivo +1237,89,40,101,Positivo +1238,95,93,103,Negativo +1239,87,116,98,Positivo +1240,91,130,97,Positivo +1241,93,109,104,Positivo +1242,99,79,102,Negativo +1243,88,101,97,Positivo +1244,95,64,95,Negativo +1245,86,115,103,Positivo +1246,99,60,99,Negativo +1247,100,66,97,Negativo +1248,99,121,103,Negativo +1249,98,108,95,Negativo +1250,91,74,97,Negativo +1251,97,125,104,Negativo +1252,92,59,101,Positivo +1253,97,62,98,Negativo +1254,91,48,105,Positivo +1255,100,48,103,Negativo +1256,99,46,104,Negativo +1257,97,122,104,Negativo +1258,87,50,98,Positivo +1259,94,120,105,Positivo +1260,99,55,101,Negativo +1261,100,100,104,Negativo +1262,92,122,98,Positivo +1263,94,129,96,Negativo +1264,95,112,100,Negativo +1265,95,46,95,Negativo +1266,99,124,95,Negativo +1267,96,93,95,Negativo +1268,92,85,99,Negativo +1269,96,50,104,Negativo +1270,96,126,95,Negativo +1271,86,56,103,Positivo +1272,94,63,95,Negativo +1273,85,50,95,Positivo +1274,95,44,101,Positivo +1275,90,44,102,Positivo +1276,94,98,100,Negativo +1277,99,46,105,Negativo +1278,86,61,102,Positivo +1279,93,43,96,Negativo +1280,85,56,95,Positivo +1281,94,46,102,Positivo +1282,89,84,99,Positivo +1283,97,79,104,Negativo +1284,94,47,97,Negativo +1285,88,111,105,Positivo +1286,91,109,98,Negativo +1287,86,112,104,Positivo +1288,93,80,102,Positivo +1289,88,41,105,Positivo +1290,92,110,104,Positivo +1291,93,97,97,Negativo +1292,93,63,105,Positivo +1293,88,106,103,Positivo +1294,86,76,100,Positivo +1295,92,54,97,Negativo +1296,85,128,104,Positivo +1297,93,129,97,Negativo +1298,100,95,97,Negativo +1299,97,70,95,Negativo +1300,91,59,97,Negativo +1301,92,127,97,Positivo +1302,94,103,97,Negativo +1303,100,81,104,Negativo +1304,99,58,100,Negativo +1305,93,83,105,Positivo +1306,92,117,99,Positivo +1307,85,78,95,Positivo +1308,87,129,102,Positivo +1309,94,130,102,Positivo +1310,86,91,102,Positivo +1311,96,56,104,Negativo +1312,92,80,97,Negativo +1313,90,115,96,Positivo +1314,87,69,102,Positivo +1315,94,99,96,Negativo +1316,97,85,105,Negativo +1317,92,121,96,Positivo +1318,100,60,103,Negativo +1319,93,55,100,Negativo +1320,86,68,100,Positivo +1321,86,117,103,Positivo +1322,97,83,105,Negativo +1323,97,61,95,Negativo +1324,87,68,98,Positivo +1325,89,98,104,Positivo +1326,91,64,95,Negativo +1327,86,99,98,Positivo +1328,92,90,98,Negativo +1329,91,113,99,Positivo +1330,88,79,97,Positivo +1331,89,76,104,Positivo +1332,87,45,103,Positivo +1333,96,105,96,Negativo +1334,99,113,98,Negativo +1335,92,123,103,Positivo +1336,90,120,102,Positivo +1337,87,66,104,Positivo +1338,99,58,105,Negativo +1339,95,104,104,Negativo +1340,87,65,97,Positivo +1341,93,77,103,Positivo +1342,94,103,100,Negativo +1343,85,120,100,Positivo +1344,90,47,105,Positivo +1345,90,130,96,Positivo +1346,90,40,105,Positivo +1347,85,43,97,Positivo +1348,96,91,104,Negativo +1349,100,89,105,Negativo +1350,95,103,101,Negativo +1351,97,75,98,Negativo +1352,85,101,104,Positivo +1353,90,128,103,Positivo +1354,97,70,99,Negativo +1355,97,126,99,Negativo +1356,99,96,95,Negativo +1357,94,124,102,Positivo +1358,97,43,103,Negativo +1359,94,128,105,Positivo +1360,87,110,104,Positivo +1361,100,108,104,Negativo +1362,96,65,101,Negativo +1363,92,49,98,Positivo +1364,89,128,99,Positivo +1365,87,117,103,Positivo +1366,95,50,105,Negativo +1367,93,118,100,Negativo +1368,98,128,97,Negativo +1369,97,90,101,Negativo +1370,96,54,96,Negativo +1371,93,126,95,Negativo +1372,95,86,103,Negativo +1373,93,124,102,Positivo +1374,97,124,95,Negativo +1375,87,53,100,Positivo +1376,93,48,96,Negativo +1377,85,95,98,Positivo +1378,85,128,95,Positivo +1379,93,53,98,Negativo +1380,91,74,101,Positivo +1381,88,54,100,Positivo +1382,99,92,102,Negativo +1383,96,99,101,Negativo +1384,88,80,97,Positivo +1385,86,97,96,Positivo +1386,86,41,101,Positivo +1387,95,119,99,Negativo +1388,98,69,105,Negativo +1389,90,98,97,Negativo +1390,88,72,105,Positivo +1391,99,129,98,Negativo +1392,98,99,98,Negativo +1393,93,72,98,Negativo +1394,94,66,97,Negativo +1395,88,87,102,Positivo +1396,100,129,100,Negativo +1397,91,66,95,Negativo +1398,94,77,101,Positivo +1399,91,121,96,Positivo +1400,85,88,104,Positivo +1401,97,89,95,Negativo +1402,94,88,103,Positivo +1403,96,83,95,Negativo +1404,93,108,101,Positivo +1405,88,70,102,Positivo +1406,97,120,105,Negativo +1407,94,76,99,Negativo +1408,99,123,98,Negativo +1409,85,101,101,Positivo +1410,88,82,101,Positivo +1411,89,85,95,Positivo +1412,86,81,95,Positivo +1413,87,107,100,Positivo +1414,94,124,95,Negativo +1415,95,61,98,Negativo +1416,90,125,103,Positivo +1417,89,73,101,Positivo +1418,97,92,102,Negativo +1419,97,81,97,Negativo +1420,95,97,97,Negativo +1421,91,87,98,Negativo +1422,95,55,105,Negativo +1423,99,47,99,Negativo +1424,99,50,102,Negativo +1425,94,78,96,Negativo +1426,88,66,104,Positivo +1427,86,99,103,Positivo +1428,85,86,103,Positivo +1429,95,126,103,Positivo +1430,98,53,102,Negativo +1431,86,114,102,Positivo +1432,100,44,99,Negativo +1433,95,112,97,Negativo +1434,97,59,100,Negativo +1435,87,80,98,Positivo +1436,85,61,102,Positivo +1437,87,93,98,Positivo +1438,99,51,95,Negativo +1439,96,66,101,Negativo +1440,96,68,98,Negativo +1441,97,57,105,Negativo +1442,85,83,97,Positivo +1443,98,85,95,Negativo +1444,94,72,100,Negativo +1445,90,102,98,Negativo +1446,93,71,97,Negativo +1447,89,117,105,Positivo +1448,95,114,101,Positivo +1449,89,118,95,Positivo +1450,89,95,104,Positivo +1451,89,49,99,Positivo +1452,98,114,95,Negativo +1453,92,91,101,Positivo +1454,94,53,101,Positivo +1455,90,97,101,Positivo +1456,86,65,95,Positivo +1457,99,54,103,Negativo +1458,86,56,103,Positivo +1459,93,109,96,Negativo +1460,92,107,102,Positivo +1461,90,71,105,Positivo +1462,98,46,105,Negativo +1463,95,41,97,Negativo +1464,86,127,101,Positivo +1465,88,82,97,Positivo +1466,96,81,96,Negativo +1467,95,54,96,Negativo +1468,88,59,95,Positivo +1469,88,120,102,Positivo +1470,91,123,100,Positivo +1471,98,56,104,Negativo +1472,96,68,96,Negativo +1473,97,104,105,Negativo +1474,89,93,96,Positivo +1475,94,103,99,Negativo +1476,85,107,96,Positivo +1477,86,126,95,Positivo +1478,100,80,101,Negativo +1479,99,85,103,Negativo +1480,90,120,103,Positivo +1481,90,55,105,Positivo +1482,93,72,100,Negativo +1483,98,114,104,Negativo +1484,87,127,101,Positivo +1485,87,110,105,Positivo +1486,91,85,101,Positivo +1487,88,105,96,Positivo +1488,99,127,95,Negativo +1489,88,97,104,Positivo +1490,99,107,98,Negativo +1491,88,109,104,Positivo +1492,87,102,104,Positivo +1493,87,102,104,Positivo +1494,99,124,96,Negativo +1495,88,43,98,Positivo +1496,87,62,104,Positivo +1497,92,115,101,Positivo +1498,99,126,95,Negativo +1499,86,112,96,Positivo +1500,88,91,100,Positivo +1501,87,84,99,Positivo +1502,95,89,101,Negativo +1503,90,55,99,Negativo +1504,100,103,95,Negativo +1505,100,56,102,Negativo +1506,97,102,98,Negativo +1507,86,82,101,Positivo +1508,97,120,99,Negativo +1509,88,70,104,Positivo +1510,98,54,103,Negativo +1511,90,94,96,Negativo +1512,93,51,101,Positivo +1513,97,71,101,Negativo +1514,97,68,95,Negativo +1515,85,42,100,Positivo +1516,86,122,96,Positivo +1517,99,119,100,Negativo +1518,87,87,100,Positivo +1519,90,89,103,Positivo +1520,87,94,101,Positivo +1521,86,63,104,Positivo +1522,97,113,100,Negativo +1523,92,96,96,Negativo +1524,98,117,98,Negativo +1525,95,83,96,Negativo +1526,91,56,105,Positivo +1527,95,58,97,Negativo +1528,86,66,102,Positivo +1529,91,124,96,Positivo +1530,96,124,100,Negativo +1531,99,100,95,Negativo +1532,91,54,102,Positivo +1533,94,41,101,Positivo +1534,94,61,102,Positivo +1535,93,60,95,Negativo +1536,99,123,104,Negativo +1537,88,81,105,Positivo +1538,85,65,101,Positivo +1539,100,56,98,Negativo +1540,88,52,100,Positivo +1541,93,90,103,Positivo +1542,91,88,95,Negativo +1543,89,118,97,Positivo +1544,95,74,104,Negativo +1545,85,114,95,Positivo +1546,96,128,99,Negativo +1547,94,130,101,Positivo +1548,94,66,97,Negativo +1549,86,125,104,Positivo +1550,92,48,95,Positivo +1551,89,124,105,Positivo +1552,91,58,105,Positivo +1553,93,114,97,Negativo +1554,96,123,104,Positivo +1555,95,113,105,Positivo +1556,87,123,103,Positivo +1557,86,115,104,Positivo +1558,87,53,98,Positivo +1559,98,54,102,Negativo +1560,94,107,102,Positivo +1561,92,50,101,Positivo +1562,85,126,95,Positivo +1563,97,68,101,Negativo +1564,96,89,105,Negativo +1565,93,50,99,Negativo +1566,100,117,96,Negativo +1567,97,94,101,Negativo +1568,93,113,103,Positivo +1569,85,81,96,Positivo +1570,95,78,105,Negativo +1571,89,86,104,Positivo +1572,98,55,96,Negativo +1573,89,114,103,Positivo +1574,85,56,100,Positivo +1575,88,73,99,Positivo +1576,88,99,96,Positivo +1577,97,50,103,Negativo +1578,96,80,96,Negativo +1579,100,122,99,Negativo +1580,93,95,96,Negativo +1581,99,90,103,Negativo +1582,89,74,97,Positivo +1583,99,89,97,Negativo +1584,96,111,99,Negativo +1585,87,104,99,Positivo +1586,93,43,101,Positivo +1587,94,113,104,Positivo +1588,94,99,97,Negativo +1589,90,55,97,Negativo +1590,100,44,95,Negativo +1591,97,72,96,Negativo +1592,92,86,104,Positivo +1593,99,41,98,Negativo +1594,90,66,101,Positivo +1595,98,118,98,Negativo +1596,97,95,103,Negativo +1597,87,54,99,Positivo +1598,86,80,96,Positivo +1599,85,111,103,Positivo +1600,94,117,95,Negativo +1601,93,84,97,Negativo +1602,92,54,96,Negativo +1603,93,106,96,Negativo +1604,85,40,101,Positivo +1605,94,81,103,Positivo +1606,99,89,105,Negativo +1607,99,101,98,Negativo +1608,93,40,95,Negativo +1609,88,57,96,Positivo +1610,95,92,95,Negativo +1611,95,95,98,Negativo +1612,93,56,104,Positivo +1613,99,55,102,Negativo +1614,92,105,104,Positivo +1615,96,129,98,Negativo +1616,95,77,97,Negativo +1617,95,112,100,Negativo +1618,99,64,100,Negativo +1619,98,126,98,Negativo +1620,92,42,96,Positivo +1621,93,84,101,Positivo +1622,93,81,97,Negativo +1623,93,94,96,Negativo +1624,92,98,97,Negativo +1625,86,91,99,Positivo +1626,97,44,98,Negativo +1627,99,102,104,Negativo +1628,96,74,102,Negativo +1629,87,58,104,Positivo +1630,98,111,104,Negativo +1631,100,63,97,Negativo +1632,87,77,100,Positivo +1633,89,70,99,Positivo +1634,93,115,105,Positivo +1635,88,45,103,Positivo +1636,93,94,104,Positivo +1637,87,53,102,Positivo +1638,99,100,97,Negativo +1639,99,94,100,Negativo +1640,91,129,99,Positivo +1641,96,123,100,Negativo +1642,87,53,105,Positivo +1643,86,128,97,Positivo +1644,89,124,97,Positivo +1645,91,72,102,Positivo +1646,95,86,102,Negativo +1647,98,94,103,Negativo +1648,93,129,101,Positivo +1649,92,124,100,Positivo +1650,87,100,105,Positivo +1651,97,75,104,Negativo +1652,97,57,105,Negativo +1653,93,43,97,Negativo +1654,85,117,102,Positivo +1655,98,118,102,Negativo +1656,99,55,105,Negativo +1657,90,113,97,Positivo +1658,85,129,100,Positivo +1659,92,101,102,Positivo +1660,98,65,101,Negativo +1661,100,114,102,Negativo +1662,93,109,95,Negativo +1663,89,119,98,Positivo +1664,86,128,97,Positivo +1665,96,56,100,Negativo +1666,100,129,101,Negativo +1667,89,110,98,Positivo +1668,100,99,95,Negativo +1669,92,123,98,Positivo +1670,88,113,105,Positivo +1671,87,99,101,Positivo +1672,90,87,98,Negativo +1673,91,93,98,Negativo +1674,85,53,98,Positivo +1675,85,52,102,Positivo +1676,93,63,104,Positivo +1677,92,56,95,Negativo +1678,96,60,97,Negativo +1679,87,42,105,Positivo +1680,100,68,100,Negativo +1681,99,129,99,Negativo +1682,89,66,104,Positivo +1683,91,74,99,Negativo +1684,92,50,96,Negativo +1685,88,124,99,Positivo +1686,91,44,96,Positivo +1687,93,87,98,Negativo +1688,89,91,95,Positivo +1689,96,118,96,Negativo +1690,88,48,98,Positivo +1691,96,77,98,Negativo +1692,85,103,101,Positivo +1693,100,125,96,Negativo +1694,86,45,98,Positivo +1695,99,68,102,Negativo +1696,87,99,97,Positivo +1697,96,62,105,Negativo +1698,90,95,95,Negativo +1699,96,60,98,Negativo +1700,97,101,103,Negativo +1701,98,113,99,Negativo +1702,87,58,98,Positivo +1703,90,96,95,Negativo +1704,96,61,100,Negativo +1705,91,128,98,Positivo +1706,85,90,97,Positivo +1707,94,95,95,Negativo +1708,99,128,104,Negativo +1709,87,124,101,Positivo +1710,95,109,95,Negativo +1711,95,119,105,Positivo +1712,92,86,95,Negativo +1713,97,120,100,Negativo +1714,98,63,99,Negativo +1715,89,108,103,Positivo +1716,94,94,99,Negativo +1717,99,73,101,Negativo +1718,90,69,99,Negativo +1719,93,130,105,Positivo +1720,95,60,95,Negativo +1721,88,74,95,Positivo +1722,97,95,105,Negativo +1723,87,92,101,Positivo +1724,85,71,96,Positivo +1725,87,102,97,Positivo +1726,92,85,104,Positivo +1727,99,57,95,Negativo +1728,100,92,105,Negativo +1729,96,63,104,Negativo +1730,91,116,98,Positivo +1731,95,74,102,Negativo +1732,95,127,99,Negativo +1733,90,65,100,Negativo +1734,98,92,102,Negativo +1735,87,99,103,Positivo +1736,99,80,96,Negativo +1737,94,119,103,Positivo +1738,100,54,105,Negativo +1739,99,81,98,Negativo +1740,86,114,98,Positivo +1741,89,111,98,Positivo +1742,88,100,103,Positivo +1743,98,100,96,Negativo +1744,98,123,97,Negativo +1745,97,120,97,Negativo +1746,98,120,101,Negativo +1747,85,120,102,Positivo +1748,89,45,102,Positivo +1749,88,83,100,Positivo +1750,87,118,95,Positivo +1751,93,93,102,Positivo +1752,86,94,100,Positivo +1753,94,70,99,Negativo +1754,99,82,105,Negativo +1755,100,90,104,Negativo +1756,92,118,104,Positivo +1757,86,43,103,Positivo +1758,98,129,102,Negativo +1759,93,68,97,Negativo +1760,97,57,105,Negativo +1761,94,116,103,Positivo +1762,85,103,100,Positivo +1763,96,103,102,Negativo +1764,100,101,98,Negativo +1765,90,88,101,Positivo +1766,87,67,101,Positivo +1767,94,75,98,Negativo +1768,98,50,95,Negativo +1769,87,104,100,Positivo +1770,95,77,98,Negativo +1771,93,48,103,Positivo +1772,92,46,100,Positivo +1773,86,122,98,Positivo +1774,95,122,102,Positivo +1775,88,41,99,Positivo +1776,95,73,98,Negativo +1777,94,47,95,Negativo +1778,96,59,103,Negativo +1779,87,42,104,Positivo +1780,96,47,95,Negativo +1781,100,130,97,Negativo +1782,95,74,104,Negativo +1783,92,106,95,Negativo +1784,98,60,105,Negativo +1785,100,87,103,Negativo +1786,86,88,99,Positivo +1787,91,122,105,Positivo +1788,86,123,97,Positivo +1789,94,88,95,Negativo +1790,98,121,97,Negativo +1791,90,90,101,Positivo +1792,89,109,96,Positivo +1793,98,124,101,Negativo +1794,90,85,100,Negativo +1795,96,117,95,Negativo +1796,95,127,101,Positivo +1797,100,115,100,Negativo +1798,98,103,99,Negativo +1799,93,54,97,Negativo +1800,85,126,105,Positivo +1801,97,125,97,Negativo +1802,85,75,105,Positivo +1803,85,129,105,Positivo +1804,89,114,103,Positivo +1805,90,64,101,Positivo +1806,85,40,104,Positivo +1807,97,56,104,Negativo +1808,100,120,102,Negativo +1809,97,51,101,Negativo +1810,89,102,105,Positivo +1811,89,124,104,Positivo +1812,90,64,105,Positivo +1813,90,128,101,Positivo +1814,89,59,99,Positivo +1815,92,122,96,Positivo +1816,97,58,100,Negativo +1817,95,93,104,Negativo +1818,90,61,95,Negativo +1819,94,75,96,Negativo +1820,86,65,99,Positivo +1821,93,47,104,Positivo +1822,93,49,99,Negativo +1823,95,107,104,Negativo +1824,86,128,98,Positivo +1825,99,60,103,Negativo +1826,100,83,96,Negativo +1827,93,52,99,Negativo +1828,94,42,102,Positivo +1829,98,125,103,Negativo +1830,85,118,96,Positivo +1831,88,110,98,Positivo +1832,92,44,103,Positivo +1833,93,115,96,Negativo +1834,95,49,100,Negativo +1835,88,103,101,Positivo +1836,98,96,97,Negativo +1837,92,106,101,Positivo +1838,90,112,98,Positivo +1839,96,92,100,Negativo +1840,89,69,96,Positivo +1841,94,95,96,Negativo +1842,90,103,96,Negativo +1843,99,118,104,Negativo +1844,92,80,97,Negativo +1845,87,86,100,Positivo +1846,96,67,96,Negativo +1847,92,88,96,Negativo +1848,100,60,104,Negativo +1849,99,68,101,Negativo +1850,89,86,98,Positivo +1851,91,87,100,Negativo +1852,99,109,103,Negativo +1853,99,107,100,Negativo +1854,97,55,98,Negativo +1855,97,88,104,Negativo +1856,90,116,104,Positivo +1857,89,61,103,Positivo +1858,97,72,100,Negativo +1859,93,71,100,Negativo +1860,94,69,101,Positivo +1861,86,42,99,Positivo +1862,90,85,98,Negativo +1863,90,66,105,Positivo +1864,88,126,96,Positivo +1865,86,77,103,Positivo +1866,91,61,99,Negativo +1867,87,77,102,Positivo +1868,91,63,98,Negativo +1869,86,127,101,Positivo +1870,98,67,105,Negativo +1871,86,56,100,Positivo +1872,86,45,103,Positivo +1873,95,52,103,Negativo +1874,86,68,99,Positivo +1875,89,102,100,Positivo +1876,93,78,98,Negativo +1877,97,127,100,Negativo +1878,98,110,100,Negativo +1879,86,69,96,Positivo +1880,89,61,99,Positivo +1881,91,83,105,Positivo +1882,99,97,104,Negativo +1883,100,119,104,Negativo +1884,88,58,105,Positivo +1885,92,65,97,Negativo +1886,85,103,97,Positivo +1887,94,86,96,Negativo +1888,93,120,97,Negativo +1889,90,83,102,Positivo +1890,100,85,104,Negativo +1891,90,80,104,Positivo +1892,95,99,104,Negativo +1893,97,91,102,Negativo +1894,96,125,105,Positivo +1895,98,61,101,Negativo +1896,95,59,97,Negativo +1897,90,41,102,Positivo +1898,92,77,102,Positivo +1899,86,100,103,Positivo +1900,91,49,95,Positivo +1901,99,103,101,Negativo +1902,92,116,102,Positivo +1903,93,118,98,Negativo +1904,100,61,98,Negativo +1905,94,40,100,Negativo +1906,99,99,105,Negativo +1907,95,83,99,Negativo +1908,91,41,99,Positivo +1909,98,80,96,Negativo +1910,87,59,101,Positivo +1911,99,47,105,Negativo +1912,90,66,101,Positivo +1913,92,124,99,Positivo +1914,90,101,96,Negativo +1915,85,96,105,Positivo +1916,92,107,96,Negativo +1917,93,114,98,Negativo +1918,88,106,101,Positivo +1919,90,59,105,Positivo +1920,92,108,99,Negativo +1921,98,85,101,Negativo +1922,95,69,95,Negativo +1923,87,102,101,Positivo +1924,88,47,102,Positivo +1925,94,118,105,Positivo +1926,91,107,98,Negativo +1927,93,118,104,Positivo +1928,90,86,100,Negativo +1929,87,43,98,Positivo +1930,92,105,104,Positivo +1931,85,106,103,Positivo +1932,90,60,103,Positivo +1933,96,54,97,Negativo +1934,85,47,104,Positivo +1935,97,70,103,Negativo +1936,93,88,95,Negativo +1937,89,97,104,Positivo +1938,95,82,95,Negativo +1939,97,48,102,Negativo +1940,96,51,95,Negativo +1941,100,108,104,Negativo +1942,91,73,98,Negativo +1943,100,120,100,Negativo +1944,99,61,100,Negativo +1945,86,63,102,Positivo +1946,93,77,100,Negativo +1947,88,60,102,Positivo +1948,95,58,104,Negativo +1949,91,45,97,Positivo +1950,97,71,99,Negativo +1951,85,94,104,Positivo +1952,95,93,101,Negativo +1953,93,58,99,Negativo +1954,90,99,96,Negativo +1955,86,125,105,Positivo +1956,90,113,97,Positivo +1957,95,112,95,Negativo +1958,86,64,95,Positivo +1959,98,47,105,Negativo +1960,100,106,97,Negativo +1961,97,107,96,Negativo +1962,97,90,105,Negativo +1963,85,42,103,Positivo +1964,87,124,98,Positivo +1965,99,116,103,Negativo +1966,90,68,103,Positivo +1967,95,66,105,Negativo +1968,87,92,97,Positivo +1969,96,75,95,Negativo +1970,97,114,99,Negativo +1971,98,106,104,Negativo +1972,91,118,105,Positivo +1973,88,102,96,Positivo +1974,99,129,98,Negativo +1975,95,69,101,Negativo +1976,95,81,98,Negativo +1977,96,77,102,Negativo +1978,99,59,103,Negativo +1979,98,88,97,Negativo +1980,98,85,105,Negativo +1981,86,126,96,Positivo +1982,93,71,96,Negativo +1983,87,111,105,Positivo +1984,96,81,95,Negativo +1985,95,125,104,Positivo +1986,86,52,102,Positivo +1987,96,56,98,Negativo +1988,100,87,105,Negativo +1989,96,113,104,Positivo +1990,98,100,105,Negativo +1991,85,66,104,Positivo +1992,90,68,98,Negativo +1993,85,73,101,Positivo +1994,99,70,100,Negativo +1995,94,55,99,Negativo +1996,100,85,95,Negativo +1997,89,56,105,Positivo +1998,93,41,95,Negativo +1999,91,116,102,Positivo +2000,95,130,103,Positivo +2001,96,55,96,Negativo +2002,98,60,103,Negativo +2003,92,78,98,Negativo +2004,97,78,95,Negativo +2005,99,127,98,Negativo +2006,96,59,100,Negativo +2007,88,124,99,Positivo +2008,85,82,103,Positivo +2009,90,75,103,Positivo +2010,97,123,96,Negativo +2011,86,97,96,Positivo +2012,92,45,100,Positivo +2013,85,55,102,Positivo +2014,92,49,101,Positivo +2015,89,104,99,Positivo +2016,98,67,95,Negativo +2017,97,91,103,Negativo +2018,87,97,97,Positivo +2019,96,79,95,Negativo +2020,97,63,104,Negativo +2021,87,66,105,Positivo +2022,88,60,105,Positivo +2023,100,126,101,Negativo +2024,98,64,103,Negativo +2025,85,58,97,Positivo +2026,98,113,103,Negativo +2027,94,107,103,Positivo +2028,88,130,99,Positivo +2029,94,66,100,Negativo +2030,96,78,102,Negativo +2031,87,115,103,Positivo +2032,89,80,96,Positivo +2033,97,102,98,Negativo +2034,89,52,102,Positivo +2035,90,123,99,Positivo +2036,85,80,102,Positivo +2037,93,67,100,Negativo +2038,92,70,105,Positivo +2039,91,73,104,Positivo +2040,92,70,96,Negativo +2041,85,52,105,Positivo +2042,100,79,99,Negativo +2043,89,92,103,Positivo +2044,95,122,103,Positivo +2045,88,107,104,Positivo +2046,93,65,105,Positivo +2047,88,102,101,Positivo +2048,92,46,98,Positivo +2049,91,107,105,Positivo +2050,94,87,105,Positivo +2051,99,113,103,Negativo +2052,86,119,99,Positivo +2053,100,43,99,Negativo +2054,96,119,96,Negativo +2055,87,58,97,Positivo +2056,97,84,97,Negativo +2057,93,102,104,Positivo +2058,100,45,99,Negativo +2059,95,121,95,Negativo +2060,93,63,100,Negativo +2061,91,50,99,Negativo +2062,92,40,104,Positivo +2063,100,47,100,Negativo +2064,94,68,101,Positivo +2065,91,123,103,Positivo +2066,88,105,105,Positivo +2067,88,77,98,Positivo +2068,95,41,97,Negativo +2069,89,49,103,Positivo +2070,88,96,95,Positivo +2071,90,127,95,Positivo +2072,94,113,105,Positivo +2073,90,54,105,Positivo +2074,86,42,97,Positivo +2075,88,128,96,Positivo +2076,88,118,97,Positivo +2077,86,94,95,Positivo +2078,98,85,96,Negativo +2079,90,101,101,Positivo +2080,90,99,97,Negativo +2081,99,108,96,Negativo +2082,96,74,100,Negativo +2083,85,89,100,Positivo +2084,100,126,97,Negativo +2085,88,61,105,Positivo +2086,100,64,104,Negativo +2087,88,125,101,Positivo +2088,85,108,98,Positivo +2089,86,42,98,Positivo +2090,87,67,104,Positivo +2091,100,113,98,Negativo +2092,94,66,95,Negativo +2093,95,113,99,Negativo +2094,95,64,104,Negativo +2095,90,55,98,Negativo +2096,92,107,100,Negativo +2097,85,114,105,Positivo +2098,96,81,97,Negativo +2099,99,106,105,Negativo +2100,92,116,97,Positivo +2101,86,109,103,Positivo +2102,87,126,100,Positivo +2103,95,42,97,Negativo +2104,94,50,103,Positivo +2105,94,76,100,Negativo +2106,97,106,98,Negativo +2107,87,101,99,Positivo +2108,96,84,98,Negativo +2109,92,52,100,Negativo +2110,91,122,98,Positivo +2111,96,123,105,Positivo +2112,96,81,99,Negativo +2113,85,109,103,Positivo +2114,86,110,105,Positivo +2115,88,64,103,Positivo +2116,95,68,98,Negativo +2117,88,66,101,Positivo +2118,98,90,100,Negativo +2119,85,58,95,Positivo +2120,91,59,101,Positivo +2121,97,130,105,Negativo +2122,96,50,101,Negativo +2123,96,121,98,Negativo +2124,97,62,99,Negativo +2125,95,42,95,Negativo +2126,91,87,96,Negativo +2127,98,88,98,Negativo +2128,85,121,96,Positivo +2129,88,94,95,Positivo +2130,86,66,97,Positivo +2131,96,75,102,Negativo +2132,99,90,104,Negativo +2133,86,108,96,Positivo +2134,88,116,102,Positivo +2135,89,103,97,Positivo +2136,99,114,97,Negativo +2137,99,59,104,Negativo +2138,92,105,95,Negativo +2139,92,48,100,Positivo +2140,88,57,99,Positivo +2141,95,80,104,Negativo +2142,89,92,100,Positivo +2143,96,78,103,Negativo +2144,86,130,97,Positivo +2145,90,117,95,Positivo +2146,91,59,101,Positivo +2147,99,65,104,Negativo +2148,100,85,104,Negativo +2149,90,69,102,Positivo +2150,85,61,105,Positivo +2151,91,91,101,Positivo +2152,90,96,103,Positivo +2153,88,98,99,Positivo +2154,94,118,105,Positivo +2155,99,103,105,Negativo +2156,87,89,101,Positivo +2157,99,88,105,Negativo +2158,87,86,105,Positivo +2159,94,52,105,Positivo +2160,85,109,101,Positivo +2161,100,72,102,Negativo +2162,93,67,98,Negativo +2163,88,117,98,Positivo +2164,86,123,103,Positivo +2165,89,99,97,Positivo +2166,99,49,104,Negativo +2167,92,117,101,Positivo +2168,86,117,101,Positivo +2169,87,64,100,Positivo +2170,95,110,100,Negativo +2171,97,98,104,Negativo +2172,90,57,105,Positivo +2173,92,47,99,Positivo +2174,100,77,100,Negativo +2175,93,119,99,Negativo +2176,94,84,101,Positivo +2177,99,74,100,Negativo +2178,93,102,105,Positivo +2179,98,126,97,Negativo +2180,85,60,101,Positivo +2181,89,87,97,Positivo +2182,100,64,96,Negativo +2183,89,70,104,Positivo +2184,94,66,105,Positivo +2185,94,118,96,Negativo +2186,93,109,96,Negativo +2187,87,94,100,Positivo +2188,89,109,104,Positivo +2189,91,76,101,Positivo +2190,87,69,97,Positivo +2191,97,53,95,Negativo +2192,86,74,102,Positivo +2193,91,73,95,Negativo +2194,94,112,102,Positivo +2195,93,123,98,Negativo +2196,85,86,104,Positivo +2197,100,87,101,Negativo +2198,90,110,99,Negativo +2199,98,118,103,Negativo +2200,90,41,105,Positivo +2201,95,87,105,Negativo +2202,86,80,104,Positivo +2203,94,44,105,Positivo +2204,91,109,102,Positivo +2205,96,91,101,Negativo +2206,92,71,105,Positivo +2207,87,121,105,Positivo +2208,96,73,100,Negativo +2209,97,85,103,Negativo +2210,93,44,96,Negativo +2211,88,71,99,Positivo +2212,100,101,102,Negativo +2213,88,122,103,Positivo +2214,100,46,104,Negativo +2215,86,108,99,Positivo +2216,100,82,102,Negativo +2217,92,102,95,Negativo +2218,91,63,98,Negativo +2219,87,76,101,Positivo +2220,93,119,96,Negativo +2221,88,60,104,Positivo +2222,92,69,105,Positivo +2223,87,67,98,Positivo +2224,89,62,102,Positivo +2225,87,122,101,Positivo +2226,94,59,100,Negativo +2227,92,86,96,Negativo +2228,87,99,95,Positivo +2229,99,106,96,Negativo +2230,96,62,98,Negativo +2231,89,77,104,Positivo +2232,87,48,100,Positivo +2233,93,122,98,Negativo +2234,95,50,98,Negativo +2235,89,42,97,Positivo +2236,97,104,96,Negativo +2237,98,91,97,Negativo +2238,91,122,101,Positivo +2239,98,57,96,Negativo +2240,95,90,95,Negativo +2241,88,120,95,Positivo +2242,97,113,104,Negativo +2243,90,115,99,Positivo +2244,89,88,101,Positivo +2245,99,86,101,Negativo +2246,87,107,95,Positivo +2247,90,77,99,Negativo +2248,94,95,96,Negativo +2249,94,88,95,Negativo +2250,99,75,95,Negativo +2251,88,76,104,Positivo +2252,88,130,105,Positivo +2253,90,111,105,Positivo +2254,97,72,105,Negativo +2255,90,118,101,Positivo +2256,88,45,105,Positivo +2257,88,66,104,Positivo +2258,95,65,97,Negativo +2259,96,98,104,Negativo +2260,94,114,97,Negativo +2261,94,96,99,Negativo +2262,88,101,98,Positivo +2263,94,109,102,Positivo +2264,85,43,96,Positivo +2265,87,93,100,Positivo +2266,86,129,104,Positivo +2267,91,45,102,Positivo +2268,88,101,95,Positivo +2269,95,88,104,Negativo +2270,95,71,101,Negativo +2271,97,51,101,Negativo +2272,89,69,99,Positivo +2273,97,60,99,Negativo +2274,87,63,98,Positivo +2275,87,88,95,Positivo +2276,100,91,99,Negativo +2277,89,125,101,Positivo +2278,89,85,101,Positivo +2279,85,54,102,Positivo +2280,93,83,103,Positivo +2281,96,67,105,Negativo +2282,96,61,101,Negativo +2283,86,110,98,Positivo +2284,99,91,96,Negativo +2285,99,91,97,Negativo +2286,94,76,101,Positivo +2287,96,48,100,Negativo +2288,90,57,97,Negativo +2289,96,89,98,Negativo +2290,85,90,101,Positivo +2291,92,94,97,Negativo +2292,97,105,104,Negativo +2293,93,43,104,Positivo +2294,93,67,100,Negativo +2295,98,90,105,Negativo +2296,96,110,99,Negativo +2297,89,70,101,Positivo +2298,98,68,101,Negativo +2299,87,111,102,Positivo +2300,91,40,99,Positivo +2301,94,82,103,Positivo +2302,93,126,99,Negativo +2303,99,90,104,Negativo +2304,93,81,102,Positivo +2305,94,77,104,Positivo +2306,91,47,103,Positivo +2307,91,74,98,Negativo +2308,95,62,103,Negativo +2309,91,43,95,Positivo +2310,93,86,103,Positivo +2311,89,110,101,Positivo +2312,96,61,96,Negativo +2313,95,64,100,Negativo +2314,90,44,98,Positivo +2315,90,100,96,Negativo +2316,99,83,99,Negativo +2317,93,56,95,Negativo +2318,89,48,103,Positivo +2319,87,55,104,Positivo +2320,100,85,104,Negativo +2321,91,122,105,Positivo +2322,91,80,95,Negativo +2323,95,123,96,Negativo +2324,100,56,103,Negativo +2325,97,97,105,Negativo +2326,85,79,103,Positivo +2327,98,93,105,Negativo +2328,87,97,100,Positivo +2329,100,93,99,Negativo +2330,93,85,96,Negativo +2331,93,88,103,Positivo +2332,98,44,104,Negativo +2333,87,113,97,Positivo +2334,93,91,98,Negativo +2335,100,83,97,Negativo +2336,97,122,102,Negativo +2337,88,68,99,Positivo +2338,96,84,99,Negativo +2339,98,82,102,Negativo +2340,93,54,100,Negativo +2341,100,124,101,Negativo +2342,92,106,98,Negativo +2343,99,128,97,Negativo +2344,100,124,99,Negativo +2345,87,42,96,Positivo +2346,95,70,99,Negativo +2347,93,49,103,Positivo +2348,94,125,101,Positivo +2349,86,57,104,Positivo +2350,98,60,103,Negativo +2351,98,90,95,Negativo +2352,89,98,101,Positivo +2353,96,42,95,Negativo +2354,85,90,98,Positivo +2355,94,96,98,Negativo +2356,90,92,105,Positivo +2357,85,40,103,Positivo +2358,94,87,97,Negativo +2359,95,65,102,Negativo +2360,91,90,96,Negativo +2361,91,85,95,Negativo +2362,95,93,103,Negativo +2363,86,68,103,Positivo +2364,96,46,104,Positivo +2365,88,117,103,Positivo +2366,90,89,96,Negativo +2367,89,50,98,Positivo +2368,92,121,103,Positivo +2369,95,48,97,Negativo +2370,93,80,103,Positivo +2371,86,67,103,Positivo +2372,91,130,97,Positivo +2373,99,66,96,Negativo +2374,85,59,103,Positivo +2375,93,75,97,Negativo +2376,93,73,100,Negativo +2377,92,96,99,Negativo +2378,90,100,102,Positivo +2379,94,43,99,Negativo +2380,96,97,97,Negativo +2381,88,120,97,Positivo +2382,87,93,105,Positivo +2383,94,122,105,Positivo +2384,86,86,96,Positivo +2385,90,121,102,Positivo +2386,97,53,101,Negativo +2387,89,115,97,Positivo +2388,96,99,105,Negativo +2389,99,52,97,Negativo +2390,99,107,99,Negativo +2391,91,70,101,Positivo +2392,85,115,96,Positivo +2393,97,105,100,Negativo +2394,90,113,96,Positivo +2395,88,108,102,Positivo +2396,100,56,96,Negativo +2397,99,98,105,Negativo +2398,91,100,105,Positivo +2399,97,47,99,Negativo +2400,87,104,101,Positivo +2401,89,115,96,Positivo +2402,91,65,104,Positivo +2403,93,128,100,Negativo +2404,93,83,96,Negativo +2405,93,63,95,Negativo +2406,97,68,101,Negativo +2407,94,98,102,Positivo +2408,92,121,100,Positivo +2409,98,68,99,Negativo +2410,90,58,105,Positivo +2411,88,118,105,Positivo +2412,97,88,97,Negativo +2413,86,75,98,Positivo +2414,96,47,96,Negativo +2415,99,129,101,Negativo +2416,95,114,102,Positivo +2417,89,68,100,Positivo +2418,98,61,96,Negativo +2419,95,118,95,Negativo +2420,99,100,102,Negativo +2421,99,113,100,Negativo +2422,100,74,103,Negativo +2423,100,94,95,Negativo +2424,100,78,103,Negativo +2425,96,72,104,Negativo +2426,87,72,102,Positivo +2427,98,62,100,Negativo +2428,91,97,102,Positivo +2429,91,103,96,Negativo +2430,99,121,95,Negativo +2431,97,85,98,Negativo +2432,90,59,95,Negativo +2433,98,46,98,Negativo +2434,95,63,105,Negativo +2435,89,82,96,Positivo +2436,96,127,96,Negativo +2437,93,78,100,Negativo +2438,88,106,100,Positivo +2439,94,63,103,Positivo +2440,87,108,104,Positivo +2441,99,101,95,Negativo +2442,97,111,105,Negativo +2443,88,93,104,Positivo +2444,100,61,97,Negativo +2445,87,125,104,Positivo +2446,92,94,97,Negativo +2447,99,112,105,Negativo +2448,88,47,99,Positivo +2449,88,108,96,Positivo +2450,96,59,99,Negativo +2451,85,91,99,Positivo +2452,100,120,97,Negativo +2453,87,107,102,Positivo +2454,93,128,101,Positivo +2455,94,50,104,Positivo +2456,90,41,105,Positivo +2457,95,66,104,Negativo +2458,85,124,101,Positivo +2459,95,80,99,Negativo +2460,88,40,104,Positivo +2461,98,40,101,Negativo +2462,90,77,99,Negativo +2463,88,75,96,Positivo +2464,96,57,100,Negativo +2465,85,105,102,Positivo +2466,91,101,99,Negativo +2467,97,63,102,Negativo +2468,99,50,100,Negativo +2469,93,85,98,Negativo +2470,96,97,99,Negativo +2471,91,51,101,Positivo +2472,86,90,97,Positivo +2473,87,112,104,Positivo +2474,88,83,104,Positivo +2475,90,58,98,Negativo +2476,91,123,105,Positivo +2477,94,41,102,Positivo +2478,95,56,99,Negativo +2479,92,108,104,Positivo +2480,87,114,98,Positivo +2481,94,110,99,Negativo +2482,87,45,98,Positivo +2483,94,90,95,Negativo +2484,88,120,95,Positivo +2485,87,116,97,Positivo +2486,90,47,102,Positivo +2487,95,78,97,Negativo +2488,95,102,105,Negativo +2489,86,57,104,Positivo +2490,88,120,105,Positivo +2491,95,118,100,Negativo +2492,87,99,104,Positivo +2493,89,111,100,Positivo +2494,90,75,101,Positivo +2495,87,82,104,Positivo +2496,92,40,99,Positivo +2497,86,56,102,Positivo +2498,100,57,98,Negativo +2499,98,107,100,Negativo +2500,88,82,97,Positivo +2501,93,60,95,Negativo +2502,100,62,103,Negativo +2503,86,111,102,Positivo +2504,95,61,97,Negativo +2505,91,68,99,Negativo +2506,89,121,98,Positivo +2507,98,83,102,Negativo +2508,93,119,100,Negativo +2509,88,100,102,Positivo +2510,97,100,101,Negativo +2511,92,67,95,Negativo +2512,100,52,99,Negativo +2513,87,72,95,Positivo +2514,94,56,96,Negativo +2515,87,114,95,Positivo +2516,98,86,102,Negativo +2517,86,75,105,Positivo +2518,85,57,103,Positivo +2519,87,73,103,Positivo +2520,88,66,95,Positivo +2521,85,106,103,Positivo +2522,94,100,100,Negativo +2523,86,47,97,Positivo +2524,95,101,101,Negativo +2525,90,129,103,Positivo +2526,92,58,99,Negativo +2527,100,70,95,Negativo +2528,87,63,100,Positivo +2529,85,117,102,Positivo +2530,86,121,105,Positivo +2531,96,89,99,Negativo +2532,87,97,99,Positivo +2533,89,60,95,Positivo +2534,92,41,97,Positivo +2535,100,68,95,Negativo +2536,92,115,100,Positivo +2537,97,51,101,Negativo +2538,89,123,101,Positivo +2539,99,92,97,Negativo +2540,94,119,101,Positivo +2541,87,89,96,Positivo +2542,94,124,99,Negativo +2543,92,113,104,Positivo +2544,98,106,98,Negativo +2545,96,102,102,Negativo +2546,87,50,104,Positivo +2547,99,72,101,Negativo +2548,86,59,95,Positivo +2549,93,68,95,Negativo +2550,95,98,103,Negativo +2551,93,115,97,Negativo +2552,91,40,100,Positivo +2553,93,79,105,Positivo +2554,92,85,105,Positivo +2555,98,98,102,Negativo +2556,93,53,98,Negativo +2557,88,112,96,Positivo +2558,95,82,98,Negativo +2559,86,63,98,Positivo +2560,98,51,103,Negativo +2561,99,121,99,Negativo +2562,91,55,104,Positivo +2563,85,46,98,Positivo +2564,88,118,102,Positivo +2565,86,96,99,Positivo +2566,93,75,103,Positivo +2567,93,130,98,Negativo +2568,88,52,96,Positivo +2569,98,72,105,Negativo +2570,88,79,101,Positivo +2571,86,77,100,Positivo +2572,91,63,104,Positivo +2573,95,90,99,Negativo +2574,91,115,99,Positivo +2575,88,52,101,Positivo +2576,92,104,101,Positivo +2577,95,54,96,Negativo +2578,97,73,101,Negativo +2579,90,65,99,Negativo +2580,89,109,99,Positivo +2581,91,48,100,Positivo +2582,88,55,103,Positivo +2583,85,76,101,Positivo +2584,87,45,100,Positivo +2585,91,47,102,Positivo +2586,86,68,101,Positivo +2587,87,85,95,Positivo +2588,87,124,104,Positivo +2589,87,70,104,Positivo +2590,95,120,105,Positivo +2591,99,48,98,Negativo +2592,87,88,102,Positivo +2593,95,98,101,Negativo +2594,88,80,98,Positivo +2595,86,104,102,Positivo +2596,92,96,97,Negativo +2597,98,107,95,Negativo +2598,97,45,97,Negativo +2599,91,116,104,Positivo +2600,90,107,95,Negativo +2601,90,122,101,Positivo +2602,98,49,98,Negativo +2603,96,72,104,Negativo +2604,86,111,104,Positivo +2605,87,65,101,Positivo +2606,90,97,98,Negativo +2607,98,69,103,Negativo +2608,94,56,103,Positivo +2609,86,120,96,Positivo +2610,97,69,95,Negativo +2611,97,112,99,Negativo +2612,88,81,95,Positivo +2613,86,53,105,Positivo +2614,86,79,96,Positivo +2615,88,129,104,Positivo +2616,100,119,95,Negativo +2617,98,44,97,Negativo +2618,96,84,101,Negativo +2619,91,101,102,Positivo +2620,85,77,104,Positivo +2621,100,106,99,Negativo +2622,88,118,98,Positivo +2623,88,73,95,Positivo +2624,92,106,98,Negativo +2625,98,72,98,Negativo +2626,87,92,97,Positivo +2627,92,96,95,Negativo +2628,93,63,96,Negativo +2629,89,62,105,Positivo +2630,93,127,101,Positivo +2631,87,41,101,Positivo +2632,86,109,98,Positivo +2633,99,44,98,Negativo +2634,96,43,100,Negativo +2635,89,94,102,Positivo +2636,92,88,100,Negativo +2637,91,110,105,Positivo +2638,86,75,103,Positivo +2639,95,77,97,Negativo +2640,87,81,95,Positivo +2641,100,94,105,Negativo +2642,90,94,103,Positivo +2643,85,60,103,Positivo +2644,99,51,101,Negativo +2645,90,82,100,Negativo +2646,99,80,98,Negativo +2647,100,124,99,Negativo +2648,95,103,101,Negativo +2649,85,61,95,Positivo +2650,90,71,103,Positivo +2651,96,40,97,Negativo +2652,100,128,100,Negativo +2653,85,67,98,Positivo +2654,98,116,98,Negativo +2655,89,112,100,Positivo +2656,87,76,104,Positivo +2657,95,67,103,Negativo +2658,92,49,102,Positivo +2659,90,123,98,Positivo +2660,99,95,98,Negativo +2661,90,114,104,Positivo +2662,93,60,95,Negativo +2663,92,98,95,Negativo +2664,92,105,104,Positivo +2665,85,66,104,Positivo +2666,96,67,103,Negativo +2667,88,117,103,Positivo +2668,94,88,105,Positivo +2669,88,71,103,Positivo +2670,92,87,102,Positivo +2671,90,118,101,Positivo +2672,96,66,95,Negativo +2673,86,74,98,Positivo +2674,95,49,96,Negativo +2675,85,115,99,Positivo +2676,87,89,102,Positivo +2677,98,89,97,Negativo +2678,92,121,101,Positivo +2679,91,112,97,Positivo +2680,94,119,105,Positivo +2681,86,111,104,Positivo +2682,85,102,100,Positivo +2683,95,82,101,Negativo +2684,88,90,100,Positivo +2685,95,96,95,Negativo +2686,93,114,97,Negativo +2687,96,43,103,Positivo +2688,96,73,96,Negativo +2689,91,88,103,Positivo +2690,88,101,105,Positivo +2691,90,102,101,Positivo +2692,92,83,97,Negativo +2693,100,49,99,Negativo +2694,99,89,97,Negativo +2695,87,85,101,Positivo +2696,99,99,96,Negativo +2697,89,41,105,Positivo +2698,95,61,100,Negativo +2699,99,61,96,Negativo +2700,88,98,95,Positivo +2701,91,75,99,Negativo +2702,89,90,101,Positivo +2703,86,55,99,Positivo +2704,91,98,95,Negativo +2705,88,76,103,Positivo +2706,96,63,104,Negativo +2707,93,56,97,Negativo +2708,94,88,97,Negativo +2709,98,110,103,Negativo +2710,91,41,102,Positivo +2711,85,55,98,Positivo +2712,94,125,100,Negativo +2713,89,97,97,Positivo +2714,86,111,98,Positivo +2715,95,102,103,Negativo +2716,90,51,101,Positivo +2717,96,83,95,Negativo +2718,100,118,101,Negativo +2719,88,96,101,Positivo +2720,97,53,100,Negativo +2721,87,72,97,Positivo +2722,90,75,96,Negativo +2723,85,62,101,Positivo +2724,90,61,99,Negativo +2725,91,54,103,Positivo +2726,92,61,97,Negativo +2727,98,112,101,Negativo +2728,85,61,96,Positivo +2729,93,124,98,Negativo +2730,87,67,101,Positivo +2731,88,118,103,Positivo +2732,92,45,98,Positivo +2733,100,79,101,Negativo +2734,99,107,97,Negativo +2735,99,94,102,Negativo +2736,88,71,100,Positivo +2737,88,102,99,Positivo +2738,93,48,100,Negativo +2739,97,86,102,Negativo +2740,95,46,97,Negativo +2741,95,101,98,Negativo +2742,85,120,97,Positivo +2743,99,66,100,Negativo +2744,94,108,95,Negativo +2745,90,63,105,Positivo +2746,87,58,100,Positivo +2747,94,128,104,Positivo +2748,88,48,98,Positivo +2749,95,113,103,Positivo +2750,100,67,105,Negativo +2751,89,117,100,Positivo +2752,94,86,104,Positivo +2753,98,88,104,Negativo +2754,97,62,100,Negativo +2755,88,85,102,Positivo +2756,98,112,100,Negativo +2757,98,88,102,Negativo +2758,91,114,99,Positivo +2759,87,88,100,Positivo +2760,94,53,96,Negativo +2761,88,79,104,Positivo +2762,93,50,97,Negativo +2763,87,93,99,Positivo +2764,93,58,98,Negativo +2765,90,104,101,Positivo +2766,89,63,96,Positivo +2767,96,42,99,Negativo +2768,95,92,104,Negativo +2769,97,109,105,Negativo +2770,85,45,98,Positivo +2771,91,122,100,Positivo +2772,87,64,96,Positivo +2773,90,106,102,Positivo +2774,91,120,97,Positivo +2775,90,53,102,Positivo +2776,92,118,105,Positivo +2777,90,96,97,Negativo +2778,85,106,104,Positivo +2779,92,54,98,Negativo +2780,92,98,97,Negativo +2781,99,95,102,Negativo +2782,93,59,102,Positivo +2783,99,53,103,Negativo +2784,89,62,96,Positivo +2785,87,55,99,Positivo +2786,97,69,103,Negativo +2787,87,44,103,Positivo +2788,95,69,104,Negativo +2789,86,61,102,Positivo +2790,97,65,105,Negativo +2791,95,76,98,Negativo +2792,94,70,104,Positivo +2793,92,58,102,Positivo +2794,93,81,95,Negativo +2795,93,104,98,Negativo +2796,87,57,101,Positivo +2797,92,100,99,Negativo +2798,94,79,105,Positivo +2799,100,85,104,Negativo +2800,87,104,95,Positivo +2801,97,70,102,Negativo +2802,97,112,105,Negativo +2803,87,80,97,Positivo +2804,88,64,98,Positivo +2805,93,102,99,Negativo +2806,90,52,102,Positivo +2807,92,113,99,Positivo +2808,90,122,103,Positivo +2809,97,83,101,Negativo +2810,85,127,99,Positivo +2811,99,78,100,Negativo +2812,90,90,95,Negativo +2813,88,51,105,Positivo +2814,100,64,105,Negativo +2815,85,120,98,Positivo +2816,94,55,97,Negativo +2817,100,80,97,Negativo +2818,100,92,97,Negativo +2819,85,79,102,Positivo +2820,100,106,101,Negativo +2821,86,94,99,Positivo +2822,99,64,97,Negativo +2823,99,67,97,Negativo +2824,92,96,98,Negativo +2825,92,89,102,Positivo +2826,94,92,95,Negativo +2827,99,40,101,Negativo +2828,95,110,100,Negativo +2829,85,105,97,Positivo +2830,88,130,96,Positivo +2831,85,108,97,Positivo +2832,88,120,103,Positivo +2833,99,57,102,Negativo +2834,96,77,103,Negativo +2835,94,130,102,Positivo +2836,91,95,99,Negativo +2837,98,100,98,Negativo +2838,85,41,96,Positivo +2839,95,40,95,Negativo +2840,86,124,98,Positivo +2841,92,119,97,Positivo +2842,94,125,103,Positivo +2843,99,113,99,Negativo +2844,98,81,105,Negativo +2845,87,113,105,Positivo +2846,94,79,105,Positivo +2847,86,79,98,Positivo +2848,88,54,97,Positivo +2849,87,126,104,Positivo +2850,86,63,105,Positivo +2851,89,114,104,Positivo +2852,87,124,99,Positivo +2853,89,128,100,Positivo +2854,88,116,100,Positivo +2855,95,74,102,Negativo +2856,100,80,98,Negativo +2857,88,77,97,Positivo +2858,96,103,97,Negativo +2859,91,115,96,Positivo +2860,96,72,102,Negativo +2861,85,61,99,Positivo +2862,96,101,103,Negativo +2863,86,76,95,Positivo +2864,99,63,97,Negativo +2865,92,91,103,Positivo +2866,94,116,104,Positivo +2867,88,99,96,Positivo +2868,97,115,102,Negativo +2869,85,80,97,Positivo +2870,95,75,102,Negativo +2871,97,129,103,Negativo +2872,87,76,95,Positivo +2873,99,83,95,Negativo +2874,86,121,105,Positivo +2875,89,130,103,Positivo +2876,100,46,103,Negativo +2877,87,111,95,Positivo +2878,92,92,100,Negativo +2879,93,111,95,Negativo +2880,91,75,98,Negativo +2881,95,47,95,Negativo +2882,96,51,104,Negativo +2883,86,53,105,Positivo +2884,92,54,99,Negativo +2885,92,123,101,Positivo +2886,92,93,98,Negativo +2887,90,105,95,Negativo +2888,87,99,98,Positivo +2889,88,79,96,Positivo +2890,98,65,105,Negativo +2891,96,121,103,Positivo +2892,85,52,100,Positivo +2893,85,102,105,Positivo +2894,89,110,97,Positivo +2895,87,46,95,Positivo +2896,88,125,103,Positivo +2897,94,41,105,Positivo +2898,85,72,97,Positivo +2899,87,48,98,Positivo +2900,93,46,100,Negativo +2901,98,122,105,Negativo +2902,91,121,96,Positivo +2903,96,56,98,Negativo +2904,96,50,105,Negativo +2905,89,41,104,Positivo +2906,96,41,100,Negativo +2907,86,112,105,Positivo +2908,92,118,102,Positivo +2909,92,105,103,Positivo +2910,100,94,104,Negativo +2911,89,62,102,Positivo +2912,99,74,100,Negativo +2913,91,66,101,Positivo +2914,92,126,96,Positivo +2915,91,104,105,Positivo +2916,99,48,103,Negativo +2917,90,80,101,Positivo +2918,90,90,95,Negativo +2919,85,78,103,Positivo +2920,89,126,105,Positivo +2921,96,111,102,Positivo +2922,99,58,100,Negativo +2923,99,46,99,Negativo +2924,88,55,101,Positivo +2925,87,111,99,Positivo +2926,88,108,104,Positivo +2927,85,83,95,Positivo +2928,86,116,95,Positivo +2929,88,53,101,Positivo +2930,89,56,102,Positivo +2931,100,100,102,Negativo +2932,94,126,101,Positivo +2933,98,62,95,Negativo +2934,92,57,98,Negativo +2935,89,112,100,Positivo +2936,93,125,105,Positivo +2937,89,126,100,Positivo +2938,85,104,102,Positivo +2939,90,118,105,Positivo +2940,100,63,102,Negativo +2941,95,61,104,Negativo +2942,86,52,99,Positivo +2943,96,65,103,Negativo +2944,98,77,104,Negativo +2945,86,52,95,Positivo +2946,87,86,101,Positivo +2947,91,73,105,Positivo +2948,96,77,103,Negativo +2949,89,58,102,Positivo +2950,94,112,99,Negativo +2951,89,129,96,Positivo +2952,93,46,96,Negativo +2953,99,99,103,Negativo +2954,98,114,100,Negativo +2955,99,51,98,Negativo +2956,94,104,105,Positivo +2957,91,96,97,Negativo +2958,91,47,95,Positivo +2959,96,104,103,Negativo +2960,93,90,99,Negativo +2961,94,84,104,Positivo +2962,92,42,100,Positivo +2963,88,42,101,Positivo +2964,86,108,99,Positivo +2965,96,95,104,Negativo +2966,92,75,95,Negativo +2967,87,70,98,Positivo +2968,90,105,105,Positivo +2969,85,64,98,Positivo +2970,91,129,101,Positivo +2971,88,71,96,Positivo +2972,96,73,103,Negativo +2973,92,112,103,Positivo +2974,89,88,104,Positivo +2975,93,103,104,Positivo +2976,95,73,95,Negativo +2977,95,84,101,Negativo +2978,85,53,101,Positivo +2979,98,100,105,Negativo +2980,94,54,95,Negativo +2981,94,82,101,Positivo +2982,87,69,101,Positivo +2983,85,59,103,Positivo +2984,99,114,95,Negativo +2985,88,69,103,Positivo +2986,97,90,100,Negativo +2987,98,100,96,Negativo +2988,88,62,101,Positivo +2989,99,95,95,Negativo +2990,86,41,97,Positivo +2991,94,60,97,Negativo +2992,85,84,98,Positivo +2993,89,120,98,Positivo +2994,90,63,96,Negativo +2995,88,82,95,Positivo +2996,91,48,95,Positivo +2997,93,100,99,Negativo +2998,99,64,96,Negativo +2999,90,111,99,Positivo +3000,85,88,104,Positivo +3001,85,42,96,Positivo +3002,89,49,105,Positivo +3003,98,127,98,Negativo +3004,95,107,99,Negativo +3005,87,100,99,Positivo +3006,88,45,101,Positivo +3007,94,54,104,Positivo +3008,93,64,104,Positivo +3009,85,85,98,Positivo +3010,95,90,98,Negativo +3011,92,97,102,Positivo +3012,92,55,98,Negativo +3013,92,66,105,Positivo +3014,87,68,103,Positivo +3015,92,72,100,Negativo +3016,86,112,101,Positivo +3017,87,43,104,Positivo +3018,88,123,99,Positivo +3019,89,80,96,Positivo +3020,90,127,98,Positivo +3021,86,111,102,Positivo +3022,88,62,98,Positivo +3023,92,66,104,Positivo +3024,94,47,105,Positivo +3025,100,102,96,Negativo +3026,85,129,105,Positivo +3027,88,68,99,Positivo +3028,91,77,99,Negativo +3029,92,81,97,Negativo +3030,88,56,102,Positivo +3031,95,76,105,Negativo +3032,97,108,101,Negativo +3033,98,100,103,Negativo +3034,90,128,100,Positivo +3035,93,41,98,Negativo +3036,99,43,95,Negativo +3037,92,64,104,Positivo +3038,97,54,97,Negativo +3039,89,47,105,Positivo +3040,99,71,95,Negativo +3041,85,100,101,Positivo +3042,96,128,96,Negativo +3043,90,78,96,Negativo +3044,89,91,104,Positivo +3045,97,79,98,Negativo +3046,85,62,103,Positivo +3047,90,80,96,Negativo +3048,89,53,104,Positivo +3049,90,128,96,Positivo +3050,95,56,105,Negativo +3051,86,125,105,Positivo +3052,90,113,101,Positivo +3053,86,105,102,Positivo +3054,87,74,101,Positivo +3055,89,121,102,Positivo +3056,88,51,101,Positivo +3057,95,74,97,Negativo +3058,87,94,99,Positivo +3059,95,86,100,Negativo +3060,85,99,104,Positivo +3061,85,58,101,Positivo +3062,96,94,104,Negativo +3063,85,105,105,Positivo +3064,87,95,104,Positivo +3065,88,89,95,Positivo +3066,98,71,100,Negativo +3067,85,45,96,Positivo +3068,91,74,101,Positivo +3069,89,77,102,Positivo +3070,94,53,99,Negativo +3071,91,73,103,Positivo +3072,94,97,95,Negativo +3073,95,63,97,Negativo +3074,99,114,104,Negativo +3075,97,84,97,Negativo +3076,88,43,97,Positivo +3077,95,98,101,Negativo +3078,91,113,99,Positivo +3079,97,66,96,Negativo +3080,93,51,100,Negativo +3081,89,82,102,Positivo +3082,96,51,101,Negativo +3083,85,63,101,Positivo +3084,96,93,99,Negativo +3085,93,96,105,Positivo +3086,96,52,97,Negativo +3087,89,129,102,Positivo +3088,98,40,103,Negativo +3089,87,98,100,Positivo +3090,94,127,105,Positivo +3091,100,98,101,Negativo +3092,98,116,104,Negativo +3093,99,127,103,Negativo +3094,91,75,98,Negativo +3095,88,112,100,Positivo +3096,97,100,100,Negativo +3097,87,127,103,Positivo +3098,90,75,99,Negativo +3099,95,77,99,Negativo +3100,97,49,96,Negativo +3101,85,43,96,Positivo +3102,95,103,102,Negativo +3103,89,91,97,Positivo +3104,96,93,101,Negativo +3105,87,58,99,Positivo +3106,96,86,103,Negativo +3107,96,121,99,Negativo +3108,85,73,99,Positivo +3109,91,86,95,Negativo +3110,91,91,103,Positivo +3111,95,73,104,Negativo +3112,90,129,105,Positivo +3113,90,121,102,Positivo +3114,85,79,105,Positivo +3115,91,130,96,Positivo +3116,92,82,95,Negativo +3117,86,48,98,Positivo +3118,85,123,105,Positivo +3119,96,78,105,Negativo +3120,89,116,97,Positivo +3121,93,104,101,Positivo +3122,93,57,102,Positivo +3123,90,93,101,Positivo +3124,86,73,105,Positivo +3125,92,115,101,Positivo +3126,97,55,95,Negativo +3127,93,122,102,Positivo +3128,96,82,96,Negativo +3129,86,51,97,Positivo +3130,92,42,100,Positivo +3131,95,59,101,Negativo +3132,88,99,97,Positivo +3133,93,88,100,Negativo +3134,96,109,103,Negativo +3135,94,58,104,Positivo +3136,88,82,104,Positivo +3137,87,58,100,Positivo +3138,93,125,105,Positivo +3139,86,108,102,Positivo +3140,94,92,104,Positivo +3141,91,95,100,Negativo +3142,91,68,97,Negativo +3143,93,86,103,Positivo +3144,86,90,99,Positivo +3145,86,61,99,Positivo +3146,87,113,105,Positivo +3147,94,97,101,Positivo +3148,97,71,97,Negativo +3149,95,71,105,Negativo +3150,97,115,105,Negativo +3151,100,103,97,Negativo +3152,92,54,98,Negativo +3153,96,54,97,Negativo +3154,97,46,97,Negativo +3155,87,105,105,Positivo +3156,86,51,95,Positivo +3157,90,69,102,Positivo +3158,96,121,96,Negativo +3159,95,58,103,Negativo +3160,90,111,103,Positivo +3161,97,44,105,Negativo +3162,92,98,100,Negativo +3163,90,67,101,Positivo +3164,85,45,96,Positivo +3165,87,48,99,Positivo +3166,86,116,100,Positivo +3167,88,85,96,Positivo +3168,90,51,104,Positivo +3169,91,119,105,Positivo +3170,89,116,103,Positivo +3171,97,58,96,Negativo +3172,98,90,98,Negativo +3173,97,44,103,Negativo +3174,98,76,101,Negativo +3175,99,122,95,Negativo +3176,91,43,104,Positivo +3177,99,105,104,Negativo +3178,92,102,102,Positivo +3179,89,130,95,Positivo +3180,92,111,98,Positivo +3181,92,54,104,Positivo +3182,96,41,100,Negativo +3183,98,84,95,Negativo +3184,92,51,104,Positivo +3185,87,119,103,Positivo +3186,89,78,98,Positivo +3187,85,128,96,Positivo +3188,85,113,97,Positivo +3189,86,115,103,Positivo +3190,94,47,103,Positivo +3191,100,44,105,Negativo +3192,91,130,103,Positivo +3193,89,92,104,Positivo +3194,92,51,104,Positivo +3195,96,96,96,Negativo +3196,92,58,96,Negativo +3197,94,43,99,Negativo +3198,95,43,103,Positivo +3199,91,85,103,Positivo +3200,93,70,98,Negativo +3201,92,58,102,Positivo +3202,88,121,99,Positivo +3203,92,96,99,Negativo +3204,88,50,100,Positivo +3205,99,71,99,Negativo +3206,91,58,97,Negativo +3207,95,44,100,Negativo +3208,100,105,103,Negativo +3209,85,76,98,Positivo +3210,94,58,95,Negativo +3211,89,129,102,Positivo +3212,98,127,99,Negativo +3213,100,41,103,Negativo +3214,99,93,100,Negativo +3215,96,112,105,Positivo +3216,85,77,95,Positivo +3217,94,75,100,Negativo +3218,91,43,104,Positivo +3219,89,66,103,Positivo +3220,85,99,95,Positivo +3221,90,124,99,Positivo +3222,88,83,103,Positivo +3223,93,55,101,Positivo +3224,96,68,100,Negativo +3225,89,76,102,Positivo +3226,96,113,104,Positivo +3227,91,74,97,Negativo +3228,86,115,96,Positivo +3229,95,69,99,Negativo +3230,91,77,105,Positivo +3231,87,92,95,Positivo +3232,85,57,97,Positivo +3233,87,127,105,Positivo +3234,89,78,102,Positivo +3235,88,41,100,Positivo +3236,93,101,102,Positivo +3237,94,45,97,Negativo +3238,91,97,104,Positivo +3239,87,97,102,Positivo +3240,95,64,102,Negativo +3241,89,63,98,Positivo +3242,90,76,100,Negativo +3243,94,86,101,Positivo +3244,97,116,96,Negativo +3245,88,81,103,Positivo +3246,89,73,98,Positivo +3247,97,100,105,Negativo +3248,95,93,95,Negativo +3249,96,122,99,Negativo +3250,96,115,105,Positivo +3251,93,68,100,Negativo +3252,95,121,104,Positivo +3253,96,120,95,Negativo +3254,95,86,102,Negativo +3255,96,56,101,Negativo +3256,96,96,97,Negativo +3257,91,69,104,Positivo +3258,99,62,95,Negativo +3259,98,65,100,Negativo +3260,93,62,99,Negativo +3261,95,42,97,Negativo +3262,93,50,102,Positivo +3263,92,98,95,Negativo +3264,97,73,98,Negativo +3265,87,63,96,Positivo +3266,93,74,105,Positivo +3267,100,70,104,Negativo +3268,98,126,103,Negativo +3269,91,54,103,Positivo +3270,100,122,98,Negativo +3271,91,83,97,Negativo +3272,85,54,99,Positivo +3273,96,106,101,Negativo +3274,93,116,99,Negativo +3275,94,122,102,Positivo +3276,88,65,102,Positivo +3277,95,99,98,Negativo +3278,90,129,95,Positivo +3279,85,130,101,Positivo +3280,94,62,96,Negativo +3281,97,41,98,Negativo +3282,94,74,97,Negativo +3283,99,81,102,Negativo +3284,99,62,103,Negativo +3285,85,77,101,Positivo +3286,91,79,100,Negativo +3287,87,77,100,Positivo +3288,90,112,96,Positivo +3289,93,58,95,Negativo +3290,95,125,100,Negativo +3291,85,117,101,Positivo +3292,92,99,104,Positivo +3293,99,118,101,Negativo +3294,86,42,95,Positivo +3295,94,92,101,Positivo +3296,95,84,103,Negativo +3297,87,130,100,Positivo +3298,85,52,102,Positivo +3299,90,90,102,Positivo +3300,94,40,103,Positivo +3301,97,82,95,Negativo +3302,89,119,95,Positivo +3303,86,69,100,Positivo +3304,96,55,101,Negativo +3305,92,62,98,Negativo +3306,87,90,96,Positivo +3307,92,90,100,Negativo +3308,88,118,101,Positivo +3309,88,79,102,Positivo +3310,90,122,98,Positivo +3311,93,124,103,Positivo +3312,91,78,97,Negativo +3313,88,120,105,Positivo +3314,98,84,104,Negativo +3315,92,128,103,Positivo +3316,100,118,96,Negativo +3317,89,42,100,Positivo +3318,97,41,99,Negativo +3319,97,96,104,Negativo +3320,89,95,95,Positivo +3321,98,53,97,Negativo +3322,87,88,104,Positivo +3323,86,102,99,Positivo +3324,92,40,102,Positivo +3325,88,88,96,Positivo +3326,91,81,96,Negativo +3327,94,106,102,Positivo +3328,97,116,97,Negativo +3329,98,92,96,Negativo +3330,97,88,103,Negativo +3331,98,118,105,Negativo +3332,87,86,96,Positivo +3333,97,122,103,Negativo +3334,95,45,100,Negativo +3335,93,124,95,Negativo +3336,89,119,97,Positivo +3337,98,102,99,Negativo +3338,85,99,103,Positivo +3339,95,103,101,Negativo +3340,87,42,105,Positivo +3341,92,110,101,Positivo +3342,96,59,101,Negativo +3343,98,58,99,Negativo +3344,96,66,97,Negativo +3345,85,123,103,Positivo +3346,88,107,105,Positivo +3347,97,125,98,Negativo +3348,96,118,104,Positivo +3349,90,46,97,Positivo +3350,94,64,102,Positivo +3351,94,68,95,Negativo +3352,96,68,103,Negativo +3353,94,125,102,Positivo +3354,88,67,102,Positivo +3355,97,104,103,Negativo +3356,100,52,97,Negativo +3357,97,104,104,Negativo +3358,100,41,95,Negativo +3359,93,86,95,Negativo +3360,100,124,105,Negativo +3361,100,74,95,Negativo +3362,91,67,99,Negativo +3363,86,96,103,Positivo +3364,93,78,98,Negativo +3365,89,111,96,Positivo +3366,97,73,101,Negativo +3367,90,72,105,Positivo +3368,93,51,96,Negativo +3369,89,117,97,Positivo +3370,87,63,99,Positivo +3371,98,64,98,Negativo +3372,99,42,97,Negativo +3373,89,75,99,Positivo +3374,94,112,102,Positivo +3375,94,48,97,Negativo +3376,97,54,98,Negativo +3377,85,76,97,Positivo +3378,93,92,104,Positivo +3379,92,124,105,Positivo +3380,100,91,95,Negativo +3381,97,104,99,Negativo +3382,91,82,103,Positivo +3383,93,101,98,Negativo +3384,100,64,101,Negativo +3385,91,98,97,Negativo +3386,96,70,96,Negativo +3387,98,49,99,Negativo +3388,94,48,104,Positivo +3389,90,120,96,Positivo +3390,100,76,104,Negativo +3391,98,104,101,Negativo +3392,85,53,105,Positivo +3393,85,89,96,Positivo +3394,85,61,103,Positivo +3395,91,91,100,Negativo +3396,93,66,101,Positivo +3397,95,101,97,Negativo +3398,100,87,97,Negativo +3399,90,69,95,Negativo +3400,92,47,103,Positivo +3401,96,116,98,Negativo +3402,85,88,103,Positivo +3403,89,82,95,Positivo +3404,96,52,101,Negativo +3405,87,105,99,Positivo +3406,93,107,96,Negativo +3407,96,130,102,Positivo +3408,85,91,105,Positivo +3409,91,70,100,Negativo +3410,91,102,102,Positivo +3411,98,85,96,Negativo +3412,86,58,98,Positivo +3413,98,79,103,Negativo +3414,91,82,95,Negativo +3415,86,41,99,Positivo +3416,92,70,97,Negativo +3417,98,107,96,Negativo +3418,85,69,101,Positivo +3419,99,126,104,Negativo +3420,88,44,99,Positivo +3421,86,101,100,Positivo +3422,99,91,95,Negativo +3423,91,111,104,Positivo +3424,87,99,104,Positivo +3425,85,97,100,Positivo +3426,98,99,100,Negativo +3427,97,87,96,Negativo +3428,91,51,103,Positivo +3429,87,81,102,Positivo +3430,96,52,95,Negativo +3431,88,59,102,Positivo +3432,86,90,103,Positivo +3433,98,78,105,Negativo +3434,95,90,97,Negativo +3435,100,99,103,Negativo +3436,88,82,105,Positivo +3437,100,89,105,Negativo +3438,87,125,102,Positivo +3439,98,123,100,Negativo +3440,93,59,104,Positivo +3441,95,105,101,Negativo +3442,99,65,99,Negativo +3443,91,88,101,Positivo +3444,93,71,98,Negativo +3445,88,55,102,Positivo +3446,97,89,100,Negativo +3447,92,109,99,Negativo +3448,97,130,98,Negativo +3449,87,41,105,Positivo +3450,87,94,102,Positivo +3451,90,51,95,Negativo +3452,87,74,103,Positivo +3453,99,54,99,Negativo +3454,89,72,98,Positivo +3455,98,114,103,Negativo +3456,100,79,98,Negativo +3457,95,100,99,Negativo +3458,91,42,95,Positivo +3459,100,61,102,Negativo +3460,99,72,105,Negativo +3461,86,105,104,Positivo +3462,90,99,103,Positivo +3463,86,120,95,Positivo +3464,85,127,99,Positivo +3465,99,127,98,Negativo +3466,96,73,100,Negativo +3467,94,87,96,Negativo +3468,94,129,105,Positivo +3469,97,44,96,Negativo +3470,100,67,104,Negativo +3471,91,124,95,Positivo +3472,95,50,103,Negativo +3473,89,75,97,Positivo +3474,85,66,105,Positivo +3475,85,126,102,Positivo +3476,90,68,102,Positivo +3477,97,63,104,Negativo +3478,97,87,104,Negativo +3479,92,71,98,Negativo +3480,87,91,101,Positivo +3481,89,123,101,Positivo +3482,96,108,98,Negativo +3483,86,60,95,Positivo +3484,91,64,105,Positivo +3485,87,105,102,Positivo +3486,92,61,105,Positivo +3487,85,94,102,Positivo +3488,100,44,96,Negativo +3489,88,119,103,Positivo +3490,86,66,103,Positivo +3491,97,71,96,Negativo +3492,94,130,96,Negativo +3493,97,103,103,Negativo +3494,94,120,99,Negativo +3495,94,106,105,Positivo +3496,99,93,104,Negativo +3497,92,116,99,Positivo +3498,86,106,100,Positivo +3499,100,127,98,Negativo +3500,91,60,96,Negativo +3501,88,120,104,Positivo +3502,88,71,104,Positivo +3503,97,47,104,Negativo +3504,96,72,101,Negativo +3505,92,99,101,Positivo +3506,86,88,99,Positivo +3507,85,44,104,Positivo +3508,94,44,101,Positivo +3509,92,95,105,Positivo +3510,94,77,99,Negativo +3511,93,62,96,Negativo +3512,90,92,103,Positivo +3513,97,66,96,Negativo +3514,85,122,104,Positivo +3515,100,43,95,Negativo +3516,88,109,95,Positivo +3517,85,107,105,Positivo +3518,99,122,98,Negativo +3519,92,88,97,Negativo +3520,88,124,103,Positivo +3521,97,96,97,Negativo +3522,88,74,96,Positivo +3523,87,113,95,Positivo +3524,98,109,96,Negativo +3525,90,44,105,Positivo +3526,97,120,100,Negativo +3527,94,129,95,Negativo +3528,99,75,95,Negativo +3529,85,99,98,Positivo +3530,96,87,104,Negativo +3531,96,70,101,Negativo +3532,89,61,104,Positivo +3533,85,120,100,Positivo +3534,96,123,101,Positivo +3535,92,50,101,Positivo +3536,97,118,98,Negativo +3537,95,41,101,Positivo +3538,87,105,97,Positivo +3539,87,49,105,Positivo +3540,94,92,104,Positivo +3541,93,124,102,Positivo +3542,99,128,100,Negativo +3543,99,70,104,Negativo +3544,92,40,101,Positivo +3545,93,74,95,Negativo +3546,98,72,103,Negativo +3547,88,87,96,Positivo +3548,85,98,99,Positivo +3549,98,121,95,Negativo +3550,96,93,98,Negativo +3551,100,61,98,Negativo +3552,100,59,105,Negativo +3553,93,113,97,Negativo +3554,94,52,97,Negativo +3555,99,91,98,Negativo +3556,92,114,103,Positivo +3557,86,71,95,Positivo +3558,89,89,99,Positivo +3559,91,72,95,Negativo +3560,85,109,100,Positivo +3561,100,84,101,Negativo +3562,100,87,96,Negativo +3563,95,60,103,Negativo +3564,86,70,105,Positivo +3565,96,106,105,Negativo +3566,91,87,103,Positivo +3567,95,69,95,Negativo +3568,96,77,102,Negativo +3569,97,63,104,Negativo +3570,88,80,96,Positivo +3571,85,43,96,Positivo +3572,86,46,103,Positivo +3573,87,42,103,Positivo +3574,91,50,98,Negativo +3575,100,64,96,Negativo +3576,88,89,98,Positivo +3577,88,42,97,Positivo +3578,94,94,96,Negativo +3579,96,60,97,Negativo +3580,86,78,99,Positivo +3581,93,66,97,Negativo +3582,97,98,102,Negativo +3583,100,43,99,Negativo +3584,86,62,98,Positivo +3585,85,107,102,Positivo +3586,100,96,102,Negativo +3587,87,121,105,Positivo +3588,97,105,103,Negativo +3589,96,85,103,Negativo +3590,100,127,95,Negativo +3591,88,98,104,Positivo +3592,96,71,97,Negativo +3593,87,117,95,Positivo +3594,85,59,104,Positivo +3595,94,55,105,Positivo +3596,93,104,98,Negativo +3597,92,78,105,Positivo +3598,100,46,97,Negativo +3599,98,112,96,Negativo +3600,93,122,101,Positivo +3601,85,74,98,Positivo +3602,93,70,96,Negativo +3603,86,123,103,Positivo +3604,93,71,104,Positivo +3605,92,51,104,Positivo +3606,94,107,96,Negativo +3607,94,55,95,Negativo +3608,88,84,98,Positivo +3609,98,101,103,Negativo +3610,87,128,101,Positivo +3611,100,125,97,Negativo +3612,92,113,104,Positivo +3613,98,108,98,Negativo +3614,92,127,95,Positivo +3615,93,72,99,Negativo +3616,94,107,97,Negativo +3617,96,69,99,Negativo +3618,88,91,102,Positivo +3619,99,73,95,Negativo +3620,95,115,98,Negativo +3621,95,91,99,Negativo +3622,89,118,98,Positivo +3623,92,69,101,Positivo +3624,93,107,101,Positivo +3625,90,94,99,Negativo +3626,86,106,101,Positivo +3627,92,85,97,Negativo +3628,96,42,101,Positivo +3629,92,87,98,Negativo +3630,95,98,95,Negativo +3631,90,65,95,Negativo +3632,100,72,97,Negativo +3633,88,41,101,Positivo +3634,96,64,103,Negativo +3635,98,82,97,Negativo +3636,93,46,102,Positivo +3637,87,86,98,Positivo +3638,85,58,100,Positivo +3639,99,100,101,Negativo +3640,95,118,101,Positivo +3641,96,54,105,Negativo +3642,94,85,98,Negativo +3643,99,120,99,Negativo +3644,87,108,100,Positivo +3645,91,117,104,Positivo +3646,85,104,102,Positivo +3647,94,106,101,Positivo +3648,85,122,98,Positivo +3649,92,73,101,Positivo +3650,97,89,103,Negativo +3651,93,67,96,Negativo +3652,93,85,97,Negativo +3653,96,44,95,Negativo +3654,94,49,105,Positivo +3655,88,56,97,Positivo +3656,100,42,102,Negativo +3657,94,79,104,Positivo +3658,85,69,102,Positivo +3659,86,52,100,Positivo +3660,87,77,98,Positivo +3661,94,116,105,Positivo +3662,98,110,105,Negativo +3663,100,92,101,Negativo +3664,87,81,102,Positivo +3665,98,77,100,Negativo +3666,100,40,101,Negativo +3667,90,103,105,Positivo +3668,86,125,102,Positivo +3669,92,89,99,Negativo +3670,85,97,103,Positivo +3671,89,67,96,Positivo +3672,91,109,99,Negativo +3673,97,117,95,Negativo +3674,91,53,97,Negativo +3675,100,94,95,Negativo +3676,90,57,103,Positivo +3677,99,91,100,Negativo +3678,100,119,100,Negativo +3679,87,73,97,Positivo +3680,93,60,97,Negativo +3681,99,104,104,Negativo +3682,99,87,105,Negativo +3683,97,96,104,Negativo +3684,97,93,104,Negativo +3685,99,90,98,Negativo +3686,100,80,99,Negativo +3687,89,64,103,Positivo +3688,97,106,103,Negativo +3689,99,92,99,Negativo +3690,91,105,98,Negativo +3691,95,123,101,Positivo +3692,94,42,101,Positivo +3693,93,63,104,Positivo +3694,88,102,97,Positivo +3695,100,50,96,Negativo +3696,86,62,98,Positivo +3697,98,49,98,Negativo +3698,85,93,100,Positivo +3699,87,68,96,Positivo +3700,91,100,99,Negativo +3701,86,89,95,Positivo +3702,100,123,98,Negativo +3703,88,117,105,Positivo +3704,94,105,97,Negativo +3705,100,51,101,Negativo +3706,87,83,103,Positivo +3707,93,113,103,Positivo +3708,94,92,96,Negativo +3709,98,53,100,Negativo +3710,94,61,96,Negativo +3711,100,54,105,Negativo +3712,86,86,101,Positivo +3713,95,45,100,Negativo +3714,91,117,96,Positivo +3715,86,123,102,Positivo +3716,99,124,101,Negativo +3717,95,114,100,Negativo +3718,85,46,104,Positivo +3719,85,59,98,Positivo +3720,95,74,99,Negativo +3721,100,71,97,Negativo +3722,92,44,104,Positivo +3723,87,120,102,Positivo +3724,95,122,97,Negativo +3725,87,60,105,Positivo +3726,99,116,101,Negativo +3727,89,89,103,Positivo +3728,90,91,105,Positivo +3729,96,65,98,Negativo +3730,87,122,102,Positivo +3731,89,61,105,Positivo +3732,96,92,104,Negativo +3733,85,130,101,Positivo +3734,92,62,95,Negativo +3735,96,107,96,Negativo +3736,99,108,101,Negativo +3737,88,97,102,Positivo +3738,87,72,98,Positivo +3739,93,78,100,Negativo +3740,100,56,103,Negativo +3741,91,88,97,Negativo +3742,99,48,105,Negativo +3743,93,88,101,Positivo +3744,85,80,97,Positivo +3745,89,46,95,Positivo +3746,91,49,96,Positivo +3747,90,115,101,Positivo +3748,87,49,103,Positivo +3749,98,48,99,Negativo +3750,85,81,97,Positivo +3751,88,44,97,Positivo +3752,87,98,97,Positivo +3753,88,42,101,Positivo +3754,93,116,101,Positivo +3755,100,121,103,Negativo +3756,97,61,102,Negativo +3757,86,61,98,Positivo +3758,85,110,101,Positivo +3759,89,46,105,Positivo +3760,94,128,100,Negativo +3761,90,113,98,Positivo +3762,93,110,96,Negativo +3763,98,64,98,Negativo +3764,85,90,96,Positivo +3765,91,68,99,Negativo +3766,91,97,102,Positivo +3767,94,128,105,Positivo +3768,96,63,103,Negativo +3769,94,90,105,Positivo +3770,89,119,97,Positivo +3771,85,118,100,Positivo +3772,91,123,103,Positivo +3773,87,116,101,Positivo +3774,97,104,96,Negativo +3775,87,88,100,Positivo +3776,96,109,103,Negativo +3777,85,117,98,Positivo +3778,99,104,105,Negativo +3779,95,78,101,Negativo +3780,87,92,105,Positivo +3781,97,113,95,Negativo +3782,90,66,103,Positivo +3783,95,93,99,Negativo +3784,86,86,101,Positivo +3785,87,47,103,Positivo +3786,93,78,95,Negativo +3787,92,46,102,Positivo +3788,95,70,95,Negativo +3789,98,109,102,Negativo +3790,94,115,103,Positivo +3791,87,71,96,Positivo +3792,99,49,99,Negativo +3793,95,95,96,Negativo +3794,95,99,105,Negativo +3795,86,68,100,Positivo +3796,87,121,96,Positivo +3797,99,96,105,Negativo +3798,89,47,102,Positivo +3799,100,109,95,Negativo +3800,94,94,99,Negativo +3801,88,107,103,Positivo +3802,95,90,101,Negativo +3803,98,122,101,Negativo +3804,97,119,103,Negativo +3805,89,119,96,Positivo +3806,86,95,99,Positivo +3807,100,79,101,Negativo +3808,95,111,101,Positivo +3809,91,41,99,Positivo +3810,100,66,98,Negativo +3811,91,74,97,Negativo +3812,98,69,95,Negativo +3813,95,79,99,Negativo +3814,99,61,105,Negativo +3815,86,130,105,Positivo +3816,87,69,102,Positivo +3817,97,102,102,Negativo +3818,97,77,104,Negativo +3819,92,117,105,Positivo +3820,90,96,101,Positivo +3821,98,60,99,Negativo +3822,95,61,100,Negativo +3823,85,103,99,Positivo +3824,93,113,101,Positivo +3825,99,59,99,Negativo +3826,91,119,95,Positivo +3827,97,77,97,Negativo +3828,99,126,95,Negativo +3829,94,129,99,Negativo +3830,99,83,96,Negativo +3831,88,117,105,Positivo +3832,86,55,102,Positivo +3833,89,51,102,Positivo +3834,88,71,102,Positivo +3835,88,54,105,Positivo +3836,89,85,101,Positivo +3837,98,100,101,Negativo +3838,96,83,96,Negativo +3839,100,58,95,Negativo +3840,89,90,95,Positivo +3841,93,50,103,Positivo +3842,89,126,98,Positivo +3843,97,74,101,Negativo +3844,95,122,102,Positivo +3845,95,95,102,Negativo +3846,100,106,98,Negativo +3847,88,84,100,Positivo +3848,100,85,100,Negativo +3849,86,82,97,Positivo +3850,96,93,103,Negativo +3851,98,50,100,Negativo +3852,100,66,98,Negativo +3853,90,85,100,Negativo +3854,93,97,101,Positivo +3855,99,108,104,Negativo +3856,86,45,103,Positivo +3857,95,104,98,Negativo +3858,89,126,97,Positivo +3859,92,103,95,Negativo +3860,87,47,98,Positivo +3861,90,118,100,Positivo +3862,92,45,98,Positivo +3863,87,75,104,Positivo +3864,96,129,101,Positivo +3865,95,76,103,Negativo +3866,92,92,98,Negativo +3867,100,55,101,Negativo +3868,99,75,97,Negativo +3869,95,100,102,Negativo +3870,100,104,95,Negativo +3871,87,97,102,Positivo +3872,90,108,100,Negativo +3873,85,41,101,Positivo +3874,92,107,105,Positivo +3875,99,100,97,Negativo +3876,87,110,103,Positivo +3877,85,118,99,Positivo +3878,98,52,97,Negativo +3879,99,77,99,Negativo +3880,86,110,96,Positivo +3881,97,99,98,Negativo +3882,94,106,97,Negativo +3883,92,58,97,Negativo +3884,99,125,104,Negativo +3885,97,68,101,Negativo +3886,85,116,95,Positivo +3887,87,99,105,Positivo +3888,96,125,101,Positivo +3889,86,77,104,Positivo +3890,94,113,103,Positivo +3891,87,125,103,Positivo +3892,85,74,102,Positivo +3893,89,128,105,Positivo +3894,99,99,99,Negativo +3895,99,123,105,Negativo +3896,93,76,102,Positivo +3897,86,62,96,Positivo +3898,86,70,102,Positivo +3899,99,51,98,Negativo +3900,93,121,105,Positivo +3901,99,95,101,Negativo +3902,97,99,95,Negativo +3903,97,86,100,Negativo +3904,90,77,96,Negativo +3905,85,96,102,Positivo +3906,85,55,100,Positivo +3907,99,106,100,Negativo +3908,87,82,101,Positivo +3909,91,53,105,Positivo +3910,97,43,103,Negativo +3911,96,85,104,Negativo +3912,91,68,95,Negativo +3913,93,77,97,Negativo +3914,98,58,99,Negativo +3915,85,75,99,Positivo +3916,93,93,97,Negativo +3917,95,109,95,Negativo +3918,91,70,105,Positivo +3919,87,101,96,Positivo +3920,91,112,102,Positivo +3921,95,69,104,Negativo +3922,92,44,99,Positivo +3923,100,65,104,Negativo +3924,91,40,103,Positivo +3925,95,77,96,Negativo +3926,97,112,101,Negativo +3927,90,44,104,Positivo +3928,95,43,105,Positivo +3929,95,64,95,Negativo +3930,95,108,102,Negativo +3931,93,99,96,Negativo +3932,94,99,97,Negativo +3933,91,110,102,Positivo +3934,86,104,95,Positivo +3935,98,116,99,Negativo +3936,98,104,103,Negativo +3937,91,41,105,Positivo +3938,91,116,99,Positivo +3939,92,111,97,Positivo +3940,93,70,103,Positivo +3941,99,74,103,Negativo +3942,95,77,98,Negativo +3943,90,54,101,Positivo +3944,93,82,95,Negativo +3945,88,109,100,Positivo +3946,88,118,105,Positivo +3947,100,52,101,Negativo +3948,87,76,102,Positivo +3949,94,55,103,Positivo +3950,92,127,96,Positivo +3951,97,67,104,Negativo +3952,87,70,105,Positivo +3953,95,74,103,Negativo +3954,98,83,99,Negativo +3955,90,60,101,Positivo +3956,91,51,104,Positivo +3957,85,52,98,Positivo +3958,100,124,102,Negativo +3959,97,89,101,Negativo +3960,100,127,98,Negativo +3961,87,71,101,Positivo +3962,95,125,101,Positivo +3963,97,127,104,Negativo +3964,86,115,102,Positivo +3965,92,81,95,Negativo +3966,94,79,97,Negativo +3967,100,98,95,Negativo +3968,85,44,105,Positivo +3969,92,54,95,Negativo +3970,90,99,100,Negativo +3971,93,96,95,Negativo +3972,89,71,101,Positivo +3973,90,94,97,Negativo +3974,87,90,97,Positivo +3975,86,65,103,Positivo +3976,100,108,98,Negativo +3977,86,48,100,Positivo +3978,86,96,100,Positivo +3979,96,104,97,Negativo +3980,88,61,97,Positivo +3981,91,114,97,Positivo +3982,88,59,105,Positivo +3983,91,55,103,Positivo +3984,95,58,96,Negativo +3985,92,87,97,Negativo +3986,99,128,95,Negativo +3987,93,105,97,Negativo +3988,86,106,102,Positivo +3989,91,86,105,Positivo +3990,87,77,104,Positivo +3991,92,127,104,Positivo +3992,87,41,101,Positivo +3993,90,118,98,Positivo +3994,89,130,102,Positivo +3995,87,60,97,Positivo +3996,95,56,97,Negativo +3997,85,81,100,Positivo +3998,96,48,105,Positivo +3999,95,66,97,Negativo +4000,97,50,105,Negativo +4001,100,112,97,Negativo +4002,91,61,100,Negativo +4003,97,96,105,Negativo +4004,99,68,105,Negativo +4005,99,62,100,Negativo +4006,90,120,102,Positivo +4007,98,69,95,Negativo +4008,94,53,97,Negativo +4009,96,45,100,Negativo +4010,97,121,104,Negativo +4011,99,117,105,Negativo +4012,92,98,99,Negativo +4013,98,58,99,Negativo +4014,97,54,98,Negativo +4015,86,118,98,Positivo +4016,96,95,96,Negativo +4017,95,47,95,Negativo +4018,98,91,100,Negativo +4019,95,46,100,Negativo +4020,85,83,102,Positivo +4021,98,103,99,Negativo +4022,86,110,95,Positivo +4023,91,110,99,Negativo +4024,97,130,100,Negativo +4025,97,97,103,Negativo +4026,99,55,103,Negativo +4027,96,115,98,Negativo +4028,87,51,97,Positivo +4029,97,85,96,Negativo +4030,89,122,97,Positivo +4031,93,46,99,Negativo +4032,92,83,97,Negativo +4033,97,60,103,Negativo +4034,85,99,104,Positivo +4035,92,51,98,Negativo +4036,87,78,104,Positivo +4037,91,48,98,Positivo +4038,90,71,100,Negativo +4039,98,113,99,Negativo +4040,86,48,102,Positivo +4041,96,50,103,Negativo +4042,93,127,104,Positivo +4043,100,70,102,Negativo +4044,92,59,98,Negativo +4045,99,120,99,Negativo +4046,89,128,99,Positivo +4047,96,104,99,Negativo +4048,90,70,99,Negativo +4049,91,68,96,Negativo +4050,91,77,95,Negativo +4051,90,93,97,Negativo +4052,87,58,95,Positivo +4053,87,75,101,Positivo +4054,99,64,101,Negativo +4055,100,85,99,Negativo +4056,98,57,104,Negativo +4057,85,69,99,Positivo +4058,93,98,104,Positivo +4059,89,93,99,Positivo +4060,95,62,103,Negativo +4061,90,80,97,Negativo +4062,97,75,102,Negativo +4063,93,44,102,Positivo +4064,94,125,97,Negativo +4065,94,89,103,Positivo +4066,89,74,99,Positivo +4067,94,79,102,Positivo +4068,87,111,99,Positivo +4069,85,95,100,Positivo +4070,91,55,102,Positivo +4071,95,56,99,Negativo +4072,89,117,97,Positivo +4073,96,82,102,Negativo +4074,85,66,98,Positivo +4075,88,111,95,Positivo +4076,86,63,99,Positivo +4077,95,82,104,Negativo +4078,92,80,105,Positivo +4079,99,72,100,Negativo +4080,98,76,96,Negativo +4081,86,48,104,Positivo +4082,100,70,105,Negativo +4083,90,83,96,Negativo +4084,93,67,99,Negativo +4085,90,92,99,Negativo +4086,87,92,103,Positivo +4087,92,93,98,Negativo +4088,99,112,95,Negativo +4089,98,57,99,Negativo +4090,93,102,96,Negativo +4091,100,105,100,Negativo +4092,88,106,99,Positivo +4093,96,96,99,Negativo +4094,93,110,104,Positivo +4095,87,42,99,Positivo +4096,95,89,95,Negativo +4097,97,44,103,Negativo +4098,100,47,100,Negativo +4099,91,107,96,Negativo +4100,95,55,102,Negativo +4101,90,96,104,Positivo +4102,93,104,105,Positivo +4103,97,88,102,Negativo +4104,94,107,96,Negativo +4105,89,112,105,Positivo +4106,89,95,102,Positivo +4107,95,80,96,Negativo +4108,93,110,99,Negativo +4109,91,123,95,Positivo +4110,94,82,96,Negativo +4111,96,117,98,Negativo +4112,89,94,104,Positivo +4113,95,77,96,Negativo +4114,88,97,95,Positivo +4115,85,68,96,Positivo +4116,91,130,98,Positivo +4117,92,107,105,Positivo +4118,86,70,97,Positivo +4119,100,90,103,Negativo +4120,100,71,104,Negativo +4121,92,111,100,Positivo +4122,97,110,101,Negativo +4123,97,113,105,Negativo +4124,91,126,97,Positivo +4125,88,63,95,Positivo +4126,88,42,103,Positivo +4127,100,69,99,Negativo +4128,97,127,102,Negativo +4129,94,96,96,Negativo +4130,96,86,104,Negativo +4131,92,119,102,Positivo +4132,95,42,98,Negativo +4133,97,119,103,Negativo +4134,98,80,102,Negativo +4135,91,115,105,Positivo +4136,96,95,99,Negativo +4137,100,62,99,Negativo +4138,100,110,98,Negativo +4139,91,43,97,Positivo +4140,85,96,97,Positivo +4141,88,82,99,Positivo +4142,89,110,98,Positivo +4143,93,128,103,Positivo +4144,92,47,95,Positivo +4145,87,67,102,Positivo +4146,85,101,105,Positivo +4147,98,67,98,Negativo +4148,87,99,102,Positivo +4149,95,65,96,Negativo +4150,100,130,101,Negativo +4151,100,41,97,Negativo +4152,95,52,102,Negativo +4153,96,126,103,Positivo +4154,85,74,105,Positivo +4155,90,84,98,Negativo +4156,98,92,99,Negativo +4157,90,74,98,Negativo +4158,86,88,103,Positivo +4159,92,113,101,Positivo +4160,97,54,99,Negativo +4161,96,83,98,Negativo +4162,90,94,100,Negativo +4163,87,126,105,Positivo +4164,97,41,101,Negativo +4165,99,44,102,Negativo +4166,91,121,101,Positivo +4167,89,58,101,Positivo +4168,94,88,105,Positivo +4169,96,84,96,Negativo +4170,93,53,97,Negativo +4171,100,66,100,Negativo +4172,87,54,105,Positivo +4173,98,48,101,Negativo +4174,93,60,104,Positivo +4175,97,56,102,Negativo +4176,90,107,100,Negativo +4177,85,129,104,Positivo +4178,89,119,99,Positivo +4179,85,46,96,Positivo +4180,95,82,104,Negativo +4181,91,59,105,Positivo +4182,93,115,99,Negativo +4183,95,61,100,Negativo +4184,90,123,105,Positivo +4185,100,90,100,Negativo +4186,96,46,100,Negativo +4187,100,129,101,Negativo +4188,88,120,99,Positivo +4189,92,89,99,Negativo +4190,96,66,98,Negativo +4191,92,66,102,Positivo +4192,89,64,95,Positivo +4193,91,118,98,Positivo +4194,85,95,95,Positivo +4195,88,93,97,Positivo +4196,95,62,102,Negativo +4197,95,56,101,Negativo +4198,86,71,101,Positivo +4199,99,52,98,Negativo +4200,96,123,104,Positivo +4201,87,50,99,Positivo +4202,87,73,98,Positivo +4203,92,91,104,Positivo +4204,97,117,97,Negativo +4205,89,83,105,Positivo +4206,85,48,103,Positivo +4207,88,110,98,Positivo +4208,87,128,102,Positivo +4209,88,93,99,Positivo +4210,99,69,105,Negativo +4211,94,43,98,Negativo +4212,87,50,105,Positivo +4213,88,69,95,Positivo +4214,95,68,97,Negativo +4215,94,62,95,Negativo +4216,92,84,99,Negativo +4217,95,59,99,Negativo +4218,91,74,103,Positivo +4219,90,101,104,Positivo +4220,94,103,98,Negativo +4221,97,130,103,Negativo +4222,100,59,103,Negativo +4223,99,121,95,Negativo +4224,87,42,97,Positivo +4225,86,82,103,Positivo +4226,97,97,101,Negativo +4227,89,124,104,Positivo +4228,89,79,104,Positivo +4229,92,81,102,Positivo +4230,94,63,100,Negativo +4231,90,69,98,Negativo +4232,99,105,103,Negativo +4233,88,123,99,Positivo +4234,94,104,97,Negativo +4235,85,62,99,Positivo +4236,95,42,95,Negativo +4237,94,129,100,Negativo +4238,93,103,102,Positivo +4239,89,117,100,Positivo +4240,100,46,104,Negativo +4241,87,64,97,Positivo +4242,92,47,105,Positivo +4243,96,84,95,Negativo +4244,94,102,97,Negativo +4245,100,103,99,Negativo +4246,99,112,105,Negativo +4247,87,101,97,Positivo +4248,87,96,95,Positivo +4249,100,130,97,Negativo +4250,87,108,96,Positivo +4251,99,66,103,Negativo +4252,86,74,103,Positivo +4253,86,111,98,Positivo +4254,87,78,97,Positivo +4255,95,86,99,Negativo +4256,92,96,98,Negativo +4257,92,95,98,Negativo +4258,86,113,105,Positivo +4259,96,128,101,Positivo +4260,88,126,102,Positivo +4261,100,72,100,Negativo +4262,91,104,103,Positivo +4263,87,95,99,Positivo +4264,86,107,98,Positivo +4265,95,78,98,Negativo +4266,96,108,98,Negativo +4267,90,66,97,Negativo +4268,100,88,105,Negativo +4269,90,87,96,Negativo +4270,95,62,102,Negativo +4271,90,64,98,Negativo +4272,87,119,102,Positivo +4273,96,42,97,Negativo +4274,88,74,101,Positivo +4275,91,125,99,Positivo +4276,99,119,102,Negativo +4277,86,43,98,Positivo +4278,98,51,100,Negativo +4279,98,111,99,Negativo +4280,99,60,104,Negativo +4281,87,96,95,Positivo +4282,92,71,98,Negativo +4283,87,117,99,Positivo +4284,94,87,95,Negativo +4285,87,106,104,Positivo +4286,89,68,101,Positivo +4287,95,58,99,Negativo +4288,93,56,98,Negativo +4289,96,129,99,Negativo +4290,96,60,103,Negativo +4291,92,71,99,Negativo +4292,87,62,95,Positivo +4293,96,114,104,Positivo +4294,95,60,103,Negativo +4295,100,81,101,Negativo +4296,95,46,101,Positivo +4297,91,75,105,Positivo +4298,95,127,98,Negativo +4299,93,73,99,Negativo +4300,96,55,105,Negativo +4301,95,82,102,Negativo +4302,91,98,97,Negativo +4303,97,69,95,Negativo +4304,98,61,95,Negativo +4305,85,56,104,Positivo +4306,99,70,105,Negativo +4307,89,70,100,Positivo +4308,100,68,96,Negativo +4309,86,80,101,Positivo +4310,100,42,96,Negativo +4311,95,50,99,Negativo +4312,95,51,103,Negativo +4313,95,104,101,Negativo +4314,95,87,99,Negativo +4315,97,59,101,Negativo +4316,94,43,96,Negativo +4317,93,110,99,Negativo +4318,95,105,99,Negativo +4319,95,113,101,Positivo +4320,93,67,105,Positivo +4321,94,46,98,Negativo +4322,96,77,97,Negativo +4323,89,129,105,Positivo +4324,86,56,101,Positivo +4325,88,128,99,Positivo +4326,87,69,104,Positivo +4327,92,44,99,Positivo +4328,96,99,96,Negativo +4329,91,52,102,Positivo +4330,89,60,96,Positivo +4331,93,115,98,Negativo +4332,95,103,103,Negativo +4333,89,68,98,Positivo +4334,92,100,95,Negativo +4335,99,56,103,Negativo +4336,97,69,101,Negativo +4337,90,104,102,Positivo +4338,85,125,101,Positivo +4339,86,125,95,Positivo +4340,91,119,95,Positivo +4341,90,123,96,Positivo +4342,86,101,102,Positivo +4343,87,45,100,Positivo +4344,91,70,99,Negativo +4345,99,77,97,Negativo +4346,99,96,98,Negativo +4347,85,97,96,Positivo +4348,97,65,102,Negativo +4349,87,91,95,Positivo +4350,100,101,105,Negativo +4351,94,73,102,Positivo +4352,87,104,101,Positivo +4353,99,100,101,Negativo +4354,96,114,97,Negativo +4355,88,111,104,Positivo +4356,99,88,100,Negativo +4357,97,98,97,Negativo +4358,98,62,101,Negativo +4359,90,64,105,Positivo +4360,86,52,99,Positivo +4361,97,72,96,Negativo +4362,96,124,99,Negativo +4363,98,85,101,Negativo +4364,96,74,105,Negativo +4365,89,51,98,Positivo +4366,89,120,95,Positivo +4367,85,55,96,Positivo +4368,92,40,100,Positivo +4369,87,105,102,Positivo +4370,85,62,98,Positivo +4371,87,122,105,Positivo +4372,88,124,103,Positivo +4373,98,58,103,Negativo +4374,94,113,96,Negativo +4375,85,69,98,Positivo +4376,95,82,104,Negativo +4377,99,111,98,Negativo +4378,99,129,100,Negativo +4379,95,90,98,Negativo +4380,94,82,96,Negativo +4381,87,54,104,Positivo +4382,97,124,98,Negativo +4383,93,43,102,Positivo +4384,86,88,96,Positivo +4385,89,85,99,Positivo +4386,85,88,97,Positivo +4387,95,110,103,Negativo +4388,100,78,104,Negativo +4389,91,110,96,Negativo +4390,87,55,103,Positivo +4391,91,127,103,Positivo +4392,99,120,99,Negativo +4393,87,101,102,Positivo +4394,85,52,95,Positivo +4395,91,126,105,Positivo +4396,86,60,98,Positivo +4397,90,71,95,Negativo +4398,93,109,104,Positivo +4399,85,74,97,Positivo +4400,88,115,105,Positivo +4401,94,60,100,Negativo +4402,96,52,105,Negativo +4403,98,98,101,Negativo +4404,87,120,98,Positivo +4405,93,129,95,Negativo +4406,97,104,102,Negativo +4407,100,72,103,Negativo +4408,88,79,103,Positivo +4409,95,104,98,Negativo +4410,94,105,97,Negativo +4411,97,128,102,Negativo +4412,96,111,96,Negativo +4413,90,116,98,Positivo +4414,92,79,104,Positivo +4415,90,92,98,Negativo +4416,90,85,96,Negativo +4417,88,99,95,Positivo +4418,100,116,101,Negativo +4419,88,76,105,Positivo +4420,91,75,99,Negativo +4421,88,114,102,Positivo +4422,90,108,103,Positivo +4423,92,108,105,Positivo +4424,86,60,98,Positivo +4425,87,103,103,Positivo +4426,95,107,98,Negativo +4427,92,83,100,Negativo +4428,85,120,97,Positivo +4429,100,60,96,Negativo +4430,97,123,103,Negativo +4431,89,112,103,Positivo +4432,94,58,100,Negativo +4433,86,120,95,Positivo +4434,88,71,95,Positivo +4435,85,43,104,Positivo +4436,88,42,96,Positivo +4437,99,118,95,Negativo +4438,91,83,96,Negativo +4439,93,126,101,Positivo +4440,96,46,95,Negativo +4441,97,123,99,Negativo +4442,85,114,95,Positivo +4443,99,68,99,Negativo +4444,87,79,97,Positivo +4445,91,61,95,Negativo +4446,95,106,95,Negativo +4447,91,90,97,Negativo +4448,98,61,105,Negativo +4449,89,59,98,Positivo +4450,100,104,98,Negativo +4451,87,96,102,Positivo +4452,98,43,102,Negativo +4453,88,128,99,Positivo +4454,91,94,103,Positivo +4455,92,42,100,Positivo +4456,85,67,99,Positivo +4457,93,49,101,Positivo +4458,100,117,97,Negativo +4459,94,110,95,Negativo +4460,87,40,104,Positivo +4461,99,50,97,Negativo +4462,99,117,102,Negativo +4463,87,112,99,Positivo +4464,100,99,99,Negativo +4465,92,124,95,Positivo +4466,92,103,101,Positivo +4467,92,108,97,Negativo +4468,91,101,96,Negativo +4469,92,92,100,Negativo +4470,92,81,96,Negativo +4471,91,42,101,Positivo +4472,96,47,104,Positivo +4473,99,106,105,Negativo +4474,93,119,98,Negativo +4475,97,81,98,Negativo +4476,91,64,104,Positivo +4477,100,45,101,Negativo +4478,97,73,103,Negativo +4479,100,114,98,Negativo +4480,98,109,102,Negativo +4481,100,48,98,Negativo +4482,93,89,103,Positivo +4483,92,84,95,Negativo +4484,92,79,104,Positivo +4485,93,55,96,Negativo +4486,95,72,100,Negativo +4487,88,77,105,Positivo +4488,98,104,102,Negativo +4489,92,94,97,Negativo +4490,96,56,95,Negativo +4491,97,107,95,Negativo +4492,90,70,95,Negativo +4493,96,89,105,Negativo +4494,97,123,101,Negativo +4495,92,98,101,Positivo +4496,93,119,100,Negativo +4497,98,79,101,Negativo +4498,86,40,104,Positivo +4499,94,65,98,Negativo +4500,99,50,98,Negativo +4501,92,62,103,Positivo +4502,85,92,103,Positivo +4503,93,65,96,Negativo +4504,91,119,97,Positivo +4505,90,64,101,Positivo +4506,88,62,104,Positivo +4507,90,96,103,Positivo +4508,100,94,98,Negativo +4509,91,108,103,Positivo +4510,95,84,100,Negativo +4511,100,107,104,Negativo +4512,97,47,98,Negativo +4513,100,81,99,Negativo +4514,91,68,103,Positivo +4515,98,61,104,Negativo +4516,96,45,102,Positivo +4517,98,67,105,Negativo +4518,98,103,95,Negativo +4519,88,96,95,Positivo +4520,95,130,100,Negativo +4521,95,106,102,Negativo +4522,96,88,95,Negativo +4523,93,46,103,Positivo +4524,94,57,99,Negativo +4525,95,110,98,Negativo +4526,85,61,101,Positivo +4527,88,85,101,Positivo +4528,93,129,99,Negativo +4529,91,123,102,Positivo +4530,96,83,98,Negativo +4531,93,60,95,Negativo +4532,91,98,102,Positivo +4533,95,49,95,Negativo +4534,95,47,98,Negativo +4535,93,101,95,Negativo +4536,89,55,100,Positivo +4537,97,110,95,Negativo +4538,87,116,101,Positivo +4539,97,43,104,Negativo +4540,97,70,102,Negativo +4541,90,64,99,Negativo +4542,87,106,98,Positivo +4543,95,49,104,Positivo +4544,88,45,104,Positivo +4545,95,92,102,Negativo +4546,96,56,95,Negativo +4547,90,42,96,Positivo +4548,92,116,102,Positivo +4549,86,77,97,Positivo +4550,91,114,103,Positivo +4551,99,129,100,Negativo +4552,87,42,101,Positivo +4553,94,116,103,Positivo +4554,94,129,103,Positivo +4555,86,91,98,Positivo +4556,96,40,99,Negativo +4557,86,127,96,Positivo +4558,97,113,101,Negativo +4559,95,57,104,Negativo +4560,92,88,101,Positivo +4561,88,73,97,Positivo +4562,90,106,103,Positivo +4563,100,115,100,Negativo +4564,87,80,103,Positivo +4565,90,66,100,Negativo +4566,85,128,98,Positivo +4567,89,85,105,Positivo +4568,85,101,105,Positivo +4569,98,118,99,Negativo +4570,91,41,98,Positivo +4571,95,77,95,Negativo +4572,95,108,100,Negativo +4573,89,72,98,Positivo +4574,93,41,100,Negativo +4575,85,79,98,Positivo +4576,87,45,102,Positivo +4577,85,73,97,Positivo +4578,87,86,100,Positivo +4579,91,106,99,Negativo +4580,100,66,99,Negativo +4581,90,99,104,Positivo +4582,94,125,102,Positivo +4583,98,104,95,Negativo +4584,86,40,98,Positivo +4585,96,75,96,Negativo +4586,96,111,100,Negativo +4587,89,89,101,Positivo +4588,97,121,103,Negativo +4589,88,118,100,Positivo +4590,96,46,98,Negativo +4591,100,58,97,Negativo +4592,100,112,105,Negativo +4593,98,42,95,Negativo +4594,95,44,101,Positivo +4595,93,45,95,Negativo +4596,91,42,104,Positivo +4597,94,108,101,Positivo +4598,87,51,98,Positivo +4599,94,66,102,Positivo +4600,100,92,96,Negativo +4601,90,128,95,Positivo +4602,86,103,96,Positivo +4603,88,59,104,Positivo +4604,93,115,95,Negativo +4605,100,107,96,Negativo +4606,100,114,100,Negativo +4607,91,110,98,Negativo +4608,90,98,96,Negativo +4609,91,63,95,Negativo +4610,88,123,99,Positivo +4611,90,46,96,Positivo +4612,85,85,99,Positivo +4613,87,74,99,Positivo +4614,91,63,100,Negativo +4615,89,118,104,Positivo +4616,95,63,99,Negativo +4617,92,44,101,Positivo +4618,93,61,104,Positivo +4619,85,101,97,Positivo +4620,97,116,101,Negativo +4621,88,123,103,Positivo +4622,96,114,102,Positivo +4623,100,126,98,Negativo +4624,91,82,100,Negativo +4625,86,105,103,Positivo +4626,87,106,101,Positivo +4627,98,118,102,Negativo +4628,100,124,102,Negativo +4629,96,100,105,Negativo +4630,94,88,100,Negativo +4631,85,75,100,Positivo +4632,98,75,103,Negativo +4633,93,126,105,Positivo +4634,91,79,103,Positivo +4635,96,121,96,Negativo +4636,97,96,103,Negativo +4637,96,122,103,Positivo +4638,97,53,97,Negativo +4639,96,56,95,Negativo +4640,98,45,96,Negativo +4641,88,113,98,Positivo +4642,99,126,104,Negativo +4643,93,57,95,Negativo +4644,94,115,101,Positivo +4645,96,113,103,Positivo +4646,93,110,100,Negativo +4647,88,46,104,Positivo +4648,85,47,96,Positivo +4649,98,116,99,Negativo +4650,99,119,97,Negativo +4651,98,51,99,Negativo +4652,96,41,100,Negativo +4653,100,57,105,Negativo +4654,98,59,102,Negativo +4655,88,118,99,Positivo +4656,86,75,98,Positivo +4657,87,94,101,Positivo +4658,92,95,97,Negativo +4659,95,129,101,Positivo +4660,98,70,104,Negativo +4661,97,113,105,Negativo +4662,92,102,98,Negativo +4663,96,93,105,Negativo +4664,88,56,96,Positivo +4665,87,45,95,Positivo +4666,93,101,101,Positivo +4667,100,107,98,Negativo +4668,90,94,97,Negativo +4669,91,121,103,Positivo +4670,85,87,104,Positivo +4671,96,76,102,Negativo +4672,98,42,100,Negativo +4673,99,83,95,Negativo +4674,91,70,104,Positivo +4675,91,68,103,Positivo +4676,97,40,105,Negativo +4677,99,101,95,Negativo +4678,89,96,95,Positivo +4679,94,86,96,Negativo +4680,96,103,103,Negativo +4681,86,105,105,Positivo +4682,92,103,97,Negativo +4683,98,61,100,Negativo +4684,95,63,96,Negativo +4685,86,106,103,Positivo +4686,88,72,104,Positivo +4687,93,95,98,Negativo +4688,99,71,105,Negativo +4689,91,92,99,Negativo +4690,98,87,96,Negativo +4691,100,59,99,Negativo +4692,95,40,102,Positivo +4693,99,61,103,Negativo +4694,86,87,100,Positivo +4695,90,115,102,Positivo +4696,91,52,104,Positivo +4697,92,79,96,Negativo +4698,98,92,98,Negativo +4699,100,97,99,Negativo +4700,98,46,95,Negativo +4701,92,63,100,Negativo +4702,92,43,104,Positivo +4703,94,113,103,Positivo +4704,86,120,105,Positivo +4705,99,109,99,Negativo +4706,90,40,104,Positivo +4707,96,42,103,Positivo +4708,94,98,98,Negativo +4709,97,66,103,Negativo +4710,99,125,100,Negativo +4711,87,65,98,Positivo +4712,94,93,100,Negativo +4713,93,124,105,Positivo +4714,99,121,105,Negativo +4715,100,44,101,Negativo +4716,90,109,97,Negativo +4717,89,58,104,Positivo +4718,97,116,95,Negativo +4719,100,99,101,Negativo +4720,85,108,105,Positivo +4721,99,57,100,Negativo +4722,88,128,102,Positivo +4723,86,116,103,Positivo +4724,96,91,98,Negativo +4725,91,81,96,Negativo +4726,97,87,96,Negativo +4727,93,79,104,Positivo +4728,100,53,100,Negativo +4729,91,77,95,Negativo +4730,93,106,98,Negativo +4731,89,62,95,Positivo +4732,94,68,97,Negativo +4733,98,117,100,Negativo +4734,86,82,98,Positivo +4735,90,96,95,Negativo +4736,100,99,105,Negativo +4737,93,67,97,Negativo +4738,95,110,104,Negativo +4739,100,53,104,Negativo +4740,91,86,100,Negativo +4741,99,85,95,Negativo +4742,86,60,97,Positivo +4743,92,122,98,Positivo +4744,91,102,103,Positivo +4745,94,91,104,Positivo +4746,97,53,97,Negativo +4747,95,65,98,Negativo +4748,97,51,98,Negativo +4749,99,103,102,Negativo +4750,98,74,95,Negativo +4751,96,58,98,Negativo +4752,91,70,103,Positivo +4753,91,115,97,Positivo +4754,99,99,98,Negativo +4755,93,57,101,Positivo +4756,98,130,105,Negativo +4757,91,103,99,Negativo +4758,100,66,101,Negativo +4759,85,85,95,Positivo +4760,91,101,100,Negativo +4761,94,105,102,Positivo +4762,98,87,99,Negativo +4763,97,86,99,Negativo +4764,91,120,101,Positivo +4765,93,111,103,Positivo +4766,85,128,95,Positivo +4767,96,96,102,Negativo +4768,90,106,105,Positivo +4769,99,83,100,Negativo +4770,95,90,103,Negativo +4771,92,123,96,Positivo +4772,99,83,103,Negativo +4773,85,105,105,Positivo +4774,97,116,97,Negativo +4775,88,68,104,Positivo +4776,93,47,103,Positivo +4777,87,41,95,Positivo +4778,97,118,104,Negativo +4779,88,101,101,Positivo +4780,90,61,105,Positivo +4781,95,41,97,Negativo +4782,92,82,98,Negativo +4783,86,40,95,Positivo +4784,88,47,104,Positivo +4785,87,77,96,Positivo +4786,97,99,103,Negativo +4787,88,55,96,Positivo +4788,100,93,95,Negativo +4789,90,74,98,Negativo +4790,95,98,99,Negativo +4791,98,107,99,Negativo +4792,89,60,98,Positivo +4793,93,42,102,Positivo +4794,95,110,100,Negativo +4795,89,86,101,Positivo +4796,93,124,99,Negativo +4797,94,96,95,Negativo +4798,99,49,99,Negativo +4799,88,65,98,Positivo +4800,95,127,96,Negativo +4801,92,123,104,Positivo +4802,95,65,102,Negativo +4803,100,56,101,Negativo +4804,100,69,98,Negativo +4805,95,80,98,Negativo +4806,99,50,97,Negativo +4807,97,84,104,Negativo +4808,93,92,99,Negativo +4809,92,100,99,Negativo +4810,99,107,101,Negativo +4811,92,121,102,Positivo +4812,87,75,105,Positivo +4813,88,124,99,Positivo +4814,90,86,104,Positivo +4815,91,69,95,Negativo +4816,92,105,101,Positivo +4817,89,104,99,Positivo +4818,94,105,100,Negativo +4819,89,55,98,Positivo +4820,100,73,98,Negativo +4821,89,101,105,Positivo +4822,99,60,103,Negativo +4823,98,43,100,Negativo +4824,88,128,100,Positivo +4825,99,130,97,Negativo +4826,85,66,99,Positivo +4827,96,107,96,Negativo +4828,92,103,95,Negativo +4829,95,130,105,Positivo +4830,96,59,95,Negativo +4831,92,120,105,Positivo +4832,95,84,98,Negativo +4833,90,42,105,Positivo +4834,100,88,104,Negativo +4835,100,119,100,Negativo +4836,97,112,104,Negativo +4837,97,81,99,Negativo +4838,98,102,95,Negativo +4839,90,114,103,Positivo +4840,97,96,100,Negativo +4841,97,64,95,Negativo +4842,91,104,95,Negativo +4843,100,74,104,Negativo +4844,86,121,100,Positivo +4845,92,65,97,Negativo +4846,100,91,102,Negativo +4847,94,73,103,Positivo +4848,96,125,105,Positivo +4849,88,80,95,Positivo +4850,93,61,98,Negativo +4851,93,72,102,Positivo +4852,93,61,104,Positivo +4853,93,71,103,Positivo +4854,94,66,96,Negativo +4855,94,62,105,Positivo +4856,99,100,102,Negativo +4857,88,61,100,Positivo +4858,99,95,97,Negativo +4859,92,53,103,Positivo +4860,85,49,105,Positivo +4861,97,65,105,Negativo +4862,98,54,105,Negativo +4863,93,109,103,Positivo +4864,99,86,102,Negativo +4865,87,56,97,Positivo +4866,93,42,105,Positivo +4867,87,85,97,Positivo +4868,94,75,98,Negativo +4869,96,66,103,Negativo +4870,92,50,99,Negativo +4871,93,120,97,Negativo +4872,88,59,96,Positivo +4873,100,130,95,Negativo +4874,85,111,103,Positivo +4875,93,107,99,Negativo +4876,99,89,98,Negativo +4877,96,115,104,Positivo +4878,98,120,100,Negativo +4879,99,49,103,Negativo +4880,96,87,99,Negativo +4881,100,113,104,Negativo +4882,96,64,101,Negativo +4883,97,127,101,Negativo +4884,93,78,98,Negativo +4885,90,104,97,Negativo +4886,93,124,95,Negativo +4887,91,63,96,Negativo +4888,96,84,96,Negativo +4889,86,70,100,Positivo +4890,91,104,98,Negativo +4891,91,91,97,Negativo +4892,96,130,100,Negativo +4893,87,92,103,Positivo +4894,89,121,98,Positivo +4895,94,101,100,Negativo +4896,89,59,98,Positivo +4897,95,89,105,Negativo +4898,91,47,105,Positivo +4899,99,61,96,Negativo +4900,98,54,105,Negativo +4901,93,82,102,Positivo +4902,85,81,95,Positivo +4903,89,105,97,Positivo +4904,89,61,96,Positivo +4905,98,113,105,Negativo +4906,93,60,101,Positivo +4907,93,65,105,Positivo +4908,85,79,102,Positivo +4909,98,99,100,Negativo +4910,95,107,96,Negativo +4911,97,70,98,Negativo +4912,88,44,97,Positivo +4913,88,116,101,Positivo +4914,94,69,97,Negativo +4915,89,110,102,Positivo +4916,91,109,102,Positivo +4917,89,88,102,Positivo +4918,91,67,105,Positivo +4919,91,121,98,Positivo +4920,92,120,103,Positivo +4921,94,51,102,Positivo +4922,98,106,98,Negativo +4923,97,69,98,Negativo +4924,94,120,102,Positivo +4925,92,113,104,Positivo +4926,85,88,102,Positivo +4927,89,130,101,Positivo +4928,93,63,101,Positivo +4929,97,58,104,Negativo +4930,96,90,96,Negativo +4931,90,80,101,Positivo +4932,88,94,95,Positivo +4933,98,121,103,Negativo +4934,88,97,95,Positivo +4935,88,112,103,Positivo +4936,88,79,96,Positivo +4937,97,61,97,Negativo +4938,87,61,104,Positivo +4939,93,62,105,Positivo +4940,92,85,102,Positivo +4941,90,110,105,Positivo +4942,89,111,104,Positivo +4943,87,107,102,Positivo +4944,94,87,95,Negativo +4945,100,64,103,Negativo +4946,85,125,101,Positivo +4947,92,70,99,Negativo +4948,93,51,105,Positivo +4949,98,63,102,Negativo +4950,86,47,97,Positivo +4951,99,99,100,Negativo +4952,88,101,105,Positivo +4953,94,63,102,Positivo +4954,97,86,99,Negativo +4955,86,67,96,Positivo +4956,98,119,104,Negativo +4957,100,52,96,Negativo +4958,85,64,103,Positivo +4959,90,96,95,Negativo +4960,90,64,104,Positivo +4961,97,46,99,Negativo +4962,93,84,102,Positivo +4963,100,88,95,Negativo +4964,88,65,95,Positivo +4965,87,120,103,Positivo +4966,89,116,102,Positivo +4967,98,124,98,Negativo +4968,87,118,105,Positivo +4969,98,113,96,Negativo +4970,91,111,100,Positivo +4971,93,85,101,Positivo +4972,98,55,105,Negativo +4973,88,101,102,Positivo +4974,91,77,98,Negativo +4975,100,87,97,Negativo +4976,94,111,96,Negativo +4977,89,81,103,Positivo +4978,98,96,96,Negativo +4979,90,108,97,Negativo +4980,86,116,100,Positivo +4981,98,61,96,Negativo +4982,86,126,104,Positivo +4983,86,60,102,Positivo +4984,89,79,99,Positivo +4985,86,126,104,Positivo +4986,92,96,95,Negativo +4987,92,48,101,Positivo +4988,93,81,101,Positivo +4989,85,51,100,Positivo +4990,90,121,100,Positivo +4991,92,103,101,Positivo +4992,89,95,96,Positivo +4993,88,73,98,Positivo +4994,100,88,105,Negativo +4995,100,74,95,Negativo +4996,85,49,104,Positivo +4997,89,58,96,Positivo +4998,96,40,105,Positivo +4999,88,78,105,Positivo +5000,99,107,99,Negativo +5001,88,113,100,Positivo +5002,100,54,103,Negativo +5003,92,53,101,Positivo +5004,87,85,97,Positivo +5005,86,54,95,Positivo +5006,99,102,102,Negativo +5007,86,129,97,Positivo +5008,95,78,98,Negativo +5009,87,63,105,Positivo +5010,87,61,95,Positivo +5011,98,107,98,Negativo +5012,88,54,96,Positivo +5013,100,50,100,Negativo +5014,86,85,97,Positivo +5015,90,79,105,Positivo +5016,90,84,102,Positivo +5017,88,97,105,Positivo +5018,90,119,96,Positivo +5019,93,50,104,Positivo +5020,86,70,95,Positivo +5021,90,85,96,Negativo +5022,88,112,100,Positivo +5023,85,107,99,Positivo +5024,91,73,103,Positivo +5025,98,52,95,Negativo +5026,92,61,99,Negativo +5027,99,102,95,Negativo +5028,99,128,104,Negativo +5029,85,100,95,Positivo +5030,94,97,96,Negativo +5031,87,109,104,Positivo +5032,87,122,104,Positivo +5033,87,83,101,Positivo +5034,94,55,95,Negativo +5035,98,42,96,Negativo +5036,96,98,95,Negativo +5037,90,66,105,Positivo +5038,87,48,99,Positivo +5039,96,66,104,Negativo +5040,94,43,105,Positivo +5041,90,112,99,Positivo +5042,86,61,97,Positivo +5043,94,44,103,Positivo +5044,94,78,97,Negativo +5045,95,126,100,Negativo +5046,87,74,100,Positivo +5047,91,40,101,Positivo +5048,89,120,98,Positivo +5049,94,119,97,Negativo +5050,100,42,103,Negativo +5051,86,68,95,Positivo +5052,96,83,102,Negativo +5053,86,118,102,Positivo +5054,98,57,98,Negativo +5055,100,40,103,Negativo +5056,90,116,102,Positivo +5057,89,74,102,Positivo +5058,93,89,101,Positivo +5059,96,126,101,Positivo +5060,97,54,99,Negativo +5061,92,45,105,Positivo +5062,87,110,101,Positivo +5063,96,77,101,Negativo +5064,86,81,101,Positivo +5065,100,44,104,Negativo +5066,87,73,97,Positivo +5067,98,43,105,Negativo +5068,94,61,98,Negativo +5069,99,59,104,Negativo +5070,90,80,103,Positivo +5071,97,67,103,Negativo +5072,100,44,96,Negativo +5073,95,112,102,Positivo +5074,100,62,103,Negativo +5075,98,40,105,Negativo +5076,99,127,100,Negativo +5077,98,93,102,Negativo +5078,90,60,102,Positivo +5079,94,80,97,Negativo +5080,99,123,98,Negativo +5081,97,49,100,Negativo +5082,91,80,100,Negativo +5083,85,116,104,Positivo +5084,96,84,102,Negativo +5085,94,126,95,Negativo +5086,91,61,103,Positivo +5087,99,48,102,Negativo +5088,98,103,102,Negativo +5089,89,83,102,Positivo +5090,96,72,96,Negativo +5091,93,115,104,Positivo +5092,88,121,100,Positivo +5093,98,66,104,Negativo +5094,93,61,101,Positivo +5095,87,71,104,Positivo +5096,99,69,98,Negativo +5097,85,49,104,Positivo +5098,96,40,99,Negativo +5099,100,96,97,Negativo +5100,95,43,98,Negativo +5101,93,54,101,Positivo +5102,87,76,105,Positivo +5103,97,101,100,Negativo +5104,99,99,105,Negativo +5105,90,67,103,Positivo +5106,90,130,95,Positivo +5107,100,116,99,Negativo +5108,88,47,104,Positivo +5109,100,110,105,Negativo +5110,100,84,99,Negativo +5111,85,55,100,Positivo +5112,85,116,98,Positivo +5113,93,98,95,Negativo +5114,86,47,97,Positivo +5115,88,126,104,Positivo +5116,96,109,102,Negativo +5117,86,49,95,Positivo +5118,90,109,102,Positivo +5119,96,59,101,Negativo +5120,96,129,102,Positivo +5121,86,89,100,Positivo +5122,91,112,95,Positivo +5123,91,75,102,Positivo +5124,90,61,96,Negativo +5125,93,44,95,Negativo +5126,89,81,98,Positivo +5127,97,130,102,Negativo +5128,95,128,101,Positivo +5129,95,103,96,Negativo +5130,86,103,104,Positivo +5131,98,47,103,Negativo +5132,98,99,95,Negativo +5133,93,43,97,Negativo +5134,87,42,100,Positivo +5135,96,66,100,Negativo +5136,93,87,102,Positivo +5137,99,114,104,Negativo +5138,99,59,103,Negativo +5139,85,100,105,Positivo +5140,90,45,97,Positivo +5141,92,117,105,Positivo +5142,96,42,100,Negativo +5143,99,65,95,Negativo +5144,91,86,105,Positivo +5145,89,122,98,Positivo +5146,92,64,100,Negativo +5147,87,79,96,Positivo +5148,87,116,103,Positivo +5149,90,124,95,Positivo +5150,87,105,102,Positivo +5151,94,121,105,Positivo +5152,96,59,95,Negativo +5153,86,100,96,Positivo +5154,100,93,99,Negativo +5155,91,42,102,Positivo +5156,85,117,100,Positivo +5157,99,109,102,Negativo +5158,93,110,99,Negativo +5159,91,78,105,Positivo +5160,85,62,103,Positivo +5161,92,115,101,Positivo +5162,97,44,101,Negativo +5163,95,58,96,Negativo +5164,97,74,100,Negativo +5165,87,81,95,Positivo +5166,87,80,95,Positivo +5167,88,80,105,Positivo +5168,99,122,100,Negativo +5169,98,99,105,Negativo +5170,86,103,103,Positivo +5171,97,117,99,Negativo +5172,96,86,95,Negativo +5173,86,51,102,Positivo +5174,95,69,105,Negativo +5175,93,126,95,Negativo +5176,89,58,95,Positivo +5177,86,43,96,Positivo +5178,85,125,99,Positivo +5179,100,52,104,Negativo +5180,91,121,98,Positivo +5181,88,42,98,Positivo +5182,88,48,96,Positivo +5183,95,99,98,Negativo +5184,98,89,96,Negativo +5185,93,127,102,Positivo +5186,87,65,101,Positivo +5187,97,117,97,Negativo +5188,89,64,104,Positivo +5189,86,81,99,Positivo +5190,94,96,102,Positivo +5191,97,118,105,Negativo +5192,87,94,105,Positivo +5193,100,85,105,Negativo +5194,94,47,99,Negativo +5195,99,79,105,Negativo +5196,94,71,102,Positivo +5197,96,105,99,Negativo +5198,89,109,105,Positivo +5199,91,68,101,Positivo +5200,90,64,105,Positivo +5201,100,83,101,Negativo +5202,93,86,102,Positivo +5203,96,47,99,Negativo +5204,98,54,99,Negativo +5205,92,116,103,Positivo +5206,93,96,102,Positivo +5207,85,130,95,Positivo +5208,92,88,97,Negativo +5209,91,74,95,Negativo +5210,99,62,96,Negativo +5211,95,110,99,Negativo +5212,97,117,98,Negativo +5213,85,66,102,Positivo +5214,99,122,95,Negativo +5215,87,54,102,Positivo +5216,87,86,100,Positivo +5217,88,78,101,Positivo +5218,90,64,95,Negativo +5219,93,50,103,Positivo +5220,89,90,102,Positivo +5221,97,130,95,Negativo +5222,91,128,104,Positivo +5223,100,91,102,Negativo +5224,88,79,98,Positivo +5225,91,113,97,Positivo +5226,87,69,104,Positivo +5227,97,105,102,Negativo +5228,90,49,97,Positivo +5229,97,70,100,Negativo +5230,100,99,95,Negativo +5231,89,121,99,Positivo +5232,90,130,97,Positivo +5233,93,50,104,Positivo +5234,94,40,103,Positivo +5235,85,79,97,Positivo +5236,97,54,104,Negativo +5237,96,108,99,Negativo +5238,100,57,96,Negativo +5239,100,50,99,Negativo +5240,97,125,100,Negativo +5241,100,92,105,Negativo +5242,96,106,103,Negativo +5243,97,130,101,Negativo +5244,90,76,95,Negativo +5245,88,114,103,Positivo +5246,98,41,96,Negativo +5247,100,59,95,Negativo +5248,99,105,104,Negativo +5249,97,129,101,Negativo +5250,88,85,98,Positivo +5251,91,106,97,Negativo +5252,91,71,98,Negativo +5253,90,109,102,Positivo +5254,92,130,95,Positivo +5255,85,52,102,Positivo +5256,94,112,100,Negativo +5257,90,71,98,Negativo +5258,86,68,98,Positivo +5259,90,56,96,Negativo +5260,97,43,97,Negativo +5261,100,75,95,Negativo +5262,94,107,105,Positivo +5263,90,59,103,Positivo +5264,85,45,95,Positivo +5265,93,96,104,Positivo +5266,97,60,104,Negativo +5267,91,95,103,Positivo +5268,94,78,97,Negativo +5269,95,122,99,Negativo +5270,93,98,104,Positivo +5271,85,122,104,Positivo +5272,88,130,104,Positivo +5273,99,45,102,Negativo +5274,100,80,100,Negativo +5275,87,101,104,Positivo +5276,89,96,99,Positivo +5277,86,86,100,Positivo +5278,97,54,96,Negativo +5279,90,84,98,Negativo +5280,94,125,96,Negativo +5281,86,69,97,Positivo +5282,99,109,98,Negativo +5283,87,54,95,Positivo +5284,89,95,104,Positivo +5285,85,40,104,Positivo +5286,89,65,98,Positivo +5287,88,101,101,Positivo +5288,99,93,99,Negativo +5289,98,94,101,Negativo +5290,95,68,96,Negativo +5291,95,122,100,Negativo +5292,97,128,101,Negativo +5293,93,110,105,Positivo +5294,94,65,98,Negativo +5295,96,87,99,Negativo +5296,88,104,101,Positivo +5297,89,42,96,Positivo +5298,100,114,101,Negativo +5299,94,61,102,Positivo +5300,97,83,101,Negativo +5301,91,130,102,Positivo +5302,91,108,98,Negativo +5303,99,83,99,Negativo +5304,95,129,104,Positivo +5305,89,105,101,Positivo +5306,86,84,103,Positivo +5307,96,47,98,Negativo +5308,100,62,104,Negativo +5309,92,95,103,Positivo +5310,100,62,102,Negativo +5311,99,83,95,Negativo +5312,90,119,100,Positivo +5313,98,50,99,Negativo +5314,94,54,96,Negativo +5315,90,40,102,Positivo +5316,93,129,95,Negativo +5317,87,99,96,Positivo +5318,100,71,101,Negativo +5319,92,105,100,Negativo +5320,90,48,99,Positivo +5321,100,90,96,Negativo +5322,96,94,102,Negativo +5323,93,41,102,Positivo +5324,94,44,95,Negativo +5325,88,120,100,Positivo +5326,88,112,102,Positivo +5327,87,58,97,Positivo +5328,99,117,105,Negativo +5329,99,123,100,Negativo +5330,86,64,97,Positivo +5331,98,40,98,Negativo +5332,86,96,102,Positivo +5333,85,109,103,Positivo +5334,97,126,95,Negativo +5335,87,44,105,Positivo +5336,100,76,105,Negativo +5337,92,108,102,Positivo +5338,88,57,98,Positivo +5339,97,76,101,Negativo +5340,87,62,95,Positivo +5341,85,106,96,Positivo +5342,98,119,105,Negativo +5343,92,100,100,Negativo +5344,100,120,97,Negativo +5345,95,81,104,Negativo +5346,97,54,98,Negativo +5347,92,84,99,Negativo +5348,85,112,95,Positivo +5349,88,48,95,Positivo +5350,95,113,98,Negativo +5351,96,66,96,Negativo +5352,98,70,103,Negativo +5353,89,78,96,Positivo +5354,92,77,102,Positivo +5355,89,75,103,Positivo +5356,98,89,99,Negativo +5357,93,103,95,Negativo +5358,93,68,95,Negativo +5359,91,119,96,Positivo +5360,85,114,98,Positivo +5361,95,110,100,Negativo +5362,98,51,102,Negativo +5363,98,41,104,Negativo +5364,88,127,99,Positivo +5365,91,68,105,Positivo +5366,86,73,104,Positivo +5367,91,102,101,Positivo +5368,86,112,95,Positivo +5369,88,100,100,Positivo +5370,93,41,99,Negativo +5371,96,72,96,Negativo +5372,89,106,97,Positivo +5373,97,89,102,Negativo +5374,89,129,103,Positivo +5375,95,86,95,Negativo +5376,89,114,104,Positivo +5377,92,118,101,Positivo +5378,95,113,96,Negativo +5379,87,81,105,Positivo +5380,97,102,97,Negativo +5381,96,51,99,Negativo +5382,93,127,102,Positivo +5383,93,101,95,Negativo +5384,92,99,98,Negativo +5385,93,98,96,Negativo +5386,87,43,96,Positivo +5387,93,44,98,Negativo +5388,98,94,96,Negativo +5389,92,46,104,Positivo +5390,92,102,99,Negativo +5391,94,84,95,Negativo +5392,85,59,99,Positivo +5393,98,118,100,Negativo +5394,90,124,96,Positivo +5395,88,99,102,Positivo +5396,89,88,96,Positivo +5397,95,68,101,Negativo +5398,89,109,104,Positivo +5399,99,74,100,Negativo +5400,86,82,101,Positivo +5401,96,58,97,Negativo +5402,100,41,96,Negativo +5403,89,84,103,Positivo +5404,95,73,103,Negativo +5405,85,81,97,Positivo +5406,92,116,98,Positivo +5407,91,47,104,Positivo +5408,97,105,96,Negativo +5409,95,103,96,Negativo +5410,87,42,104,Positivo +5411,95,111,95,Negativo +5412,86,71,105,Positivo +5413,100,64,103,Negativo +5414,91,43,101,Positivo +5415,88,40,98,Positivo +5416,96,54,100,Negativo +5417,98,43,103,Negativo +5418,93,81,96,Negativo +5419,95,117,103,Positivo +5420,86,85,105,Positivo +5421,98,64,105,Negativo +5422,86,74,101,Positivo +5423,85,57,98,Positivo +5424,85,63,98,Positivo +5425,98,54,95,Negativo +5426,89,96,104,Positivo +5427,87,110,105,Positivo +5428,94,126,102,Positivo +5429,92,109,95,Negativo +5430,86,41,101,Positivo +5431,92,69,96,Negativo +5432,96,88,99,Negativo +5433,91,72,101,Positivo +5434,94,61,97,Negativo +5435,100,102,96,Negativo +5436,85,45,98,Positivo +5437,98,97,104,Negativo +5438,96,119,104,Positivo +5439,93,120,98,Negativo +5440,89,43,100,Positivo +5441,97,78,97,Negativo +5442,93,92,105,Positivo +5443,89,127,95,Positivo +5444,95,59,96,Negativo +5445,86,50,95,Positivo +5446,99,66,97,Negativo +5447,89,76,102,Positivo +5448,97,108,97,Negativo +5449,94,121,104,Positivo +5450,95,113,100,Negativo +5451,88,88,103,Positivo +5452,100,79,104,Negativo +5453,100,78,98,Negativo +5454,98,98,102,Negativo +5455,97,65,104,Negativo +5456,98,53,105,Negativo +5457,94,114,97,Negativo +5458,88,89,98,Positivo +5459,89,56,105,Positivo +5460,95,124,102,Positivo +5461,85,85,104,Positivo +5462,98,54,95,Negativo +5463,98,130,105,Negativo +5464,100,73,95,Negativo +5465,91,95,99,Negativo +5466,97,94,103,Negativo +5467,88,41,96,Positivo +5468,100,94,101,Negativo +5469,98,79,97,Negativo +5470,89,95,101,Positivo +5471,85,120,101,Positivo +5472,98,107,97,Negativo +5473,95,49,100,Negativo +5474,92,95,99,Negativo +5475,91,43,101,Positivo +5476,89,50,102,Positivo +5477,95,111,102,Positivo +5478,98,53,103,Negativo +5479,87,55,100,Positivo +5480,94,64,95,Negativo +5481,85,128,98,Positivo +5482,99,86,101,Negativo +5483,98,66,104,Negativo +5484,100,78,97,Negativo +5485,100,54,103,Negativo +5486,97,76,103,Negativo +5487,98,46,101,Negativo +5488,97,125,96,Negativo +5489,92,121,102,Positivo +5490,97,96,101,Negativo +5491,90,52,95,Negativo +5492,100,74,100,Negativo +5493,98,52,97,Negativo +5494,87,97,95,Positivo +5495,95,129,101,Positivo +5496,94,119,98,Negativo +5497,92,102,96,Negativo +5498,91,128,101,Positivo +5499,100,130,105,Negativo +5500,100,66,100,Negativo +5501,98,82,95,Negativo +5502,97,98,99,Negativo +5503,94,66,104,Positivo +5504,90,60,97,Negativo +5505,89,90,98,Positivo +5506,85,69,98,Positivo +5507,92,111,104,Positivo +5508,94,64,96,Negativo +5509,97,45,99,Negativo +5510,93,68,95,Negativo +5511,88,109,97,Positivo +5512,92,82,100,Negativo +5513,90,112,105,Positivo +5514,97,90,98,Negativo +5515,85,102,101,Positivo +5516,94,98,99,Negativo +5517,92,70,100,Negativo +5518,93,66,103,Positivo +5519,88,129,104,Positivo +5520,88,105,95,Positivo +5521,100,42,105,Negativo +5522,89,92,100,Positivo +5523,92,85,98,Negativo +5524,89,57,105,Positivo +5525,85,66,100,Positivo +5526,93,63,102,Positivo +5527,86,125,98,Positivo +5528,99,98,102,Negativo +5529,98,91,101,Negativo +5530,98,80,100,Negativo +5531,87,58,97,Positivo +5532,91,45,102,Positivo +5533,94,51,101,Positivo +5534,87,42,105,Positivo +5535,92,78,96,Negativo +5536,96,108,97,Negativo +5537,91,58,95,Negativo +5538,99,52,104,Negativo +5539,88,60,95,Positivo +5540,97,89,101,Negativo +5541,98,61,100,Negativo +5542,88,98,97,Positivo +5543,97,47,98,Negativo +5544,91,92,102,Positivo +5545,96,57,105,Negativo +5546,89,106,95,Positivo +5547,100,94,100,Negativo +5548,98,114,101,Negativo +5549,93,114,99,Negativo +5550,91,74,99,Negativo +5551,92,42,99,Positivo +5552,94,64,103,Positivo +5553,100,125,104,Negativo +5554,86,42,95,Positivo +5555,96,92,105,Negativo +5556,97,65,102,Negativo +5557,88,100,103,Positivo +5558,98,116,95,Negativo +5559,97,42,98,Negativo +5560,86,53,105,Positivo +5561,98,123,100,Negativo +5562,90,101,105,Positivo +5563,92,86,97,Negativo +5564,100,124,104,Negativo +5565,96,64,104,Negativo +5566,91,84,104,Positivo +5567,86,65,98,Positivo +5568,97,77,99,Negativo +5569,98,91,96,Negativo +5570,100,91,97,Negativo +5571,100,90,95,Negativo +5572,91,63,99,Negativo +5573,91,110,105,Positivo +5574,96,98,95,Negativo +5575,97,54,95,Negativo +5576,93,80,96,Negativo +5577,96,93,98,Negativo +5578,97,50,101,Negativo +5579,97,58,99,Negativo +5580,97,92,98,Negativo +5581,86,54,98,Positivo +5582,85,62,105,Positivo +5583,100,90,95,Negativo +5584,86,61,98,Positivo +5585,87,52,96,Positivo +5586,86,63,100,Positivo +5587,98,114,101,Negativo +5588,95,75,102,Negativo +5589,97,72,104,Negativo +5590,88,70,96,Positivo +5591,88,116,100,Positivo +5592,97,97,100,Negativo +5593,90,73,100,Negativo +5594,85,76,97,Positivo +5595,85,86,96,Positivo +5596,92,63,98,Negativo +5597,94,50,95,Negativo +5598,98,129,96,Negativo +5599,95,54,95,Negativo +5600,100,46,100,Negativo +5601,96,42,99,Negativo +5602,92,90,98,Negativo +5603,96,49,101,Positivo +5604,96,72,100,Negativo +5605,100,94,102,Negativo +5606,90,72,95,Negativo +5607,94,48,98,Negativo +5608,94,59,100,Negativo +5609,97,40,100,Negativo +5610,97,43,101,Negativo +5611,86,47,104,Positivo +5612,87,61,104,Positivo +5613,97,43,95,Negativo +5614,100,57,103,Negativo +5615,94,53,99,Negativo +5616,85,110,97,Positivo +5617,89,65,104,Positivo +5618,85,73,98,Positivo +5619,96,70,102,Negativo +5620,97,58,103,Negativo +5621,89,74,104,Positivo +5622,99,97,102,Negativo +5623,99,46,98,Negativo +5624,88,68,105,Positivo +5625,97,126,104,Negativo +5626,99,42,97,Negativo +5627,99,82,96,Negativo +5628,100,106,96,Negativo +5629,85,110,96,Positivo +5630,90,117,105,Positivo +5631,92,43,105,Positivo +5632,92,41,105,Positivo +5633,98,85,101,Negativo +5634,100,79,98,Negativo +5635,93,45,96,Negativo +5636,98,128,97,Negativo +5637,99,61,103,Negativo +5638,85,95,104,Positivo +5639,92,102,103,Positivo +5640,89,112,105,Positivo +5641,94,103,97,Negativo +5642,92,47,100,Positivo +5643,98,75,99,Negativo +5644,85,72,102,Positivo +5645,89,110,102,Positivo +5646,99,127,104,Negativo +5647,94,41,98,Negativo +5648,100,119,101,Negativo +5649,93,94,98,Negativo +5650,89,85,101,Positivo +5651,88,68,101,Positivo +5652,99,75,100,Negativo +5653,92,110,102,Positivo +5654,91,78,100,Negativo +5655,95,94,95,Negativo +5656,98,40,101,Negativo +5657,97,42,104,Negativo +5658,87,52,100,Positivo +5659,98,121,103,Negativo +5660,85,104,96,Positivo +5661,97,99,99,Negativo +5662,85,96,105,Positivo +5663,92,59,102,Positivo +5664,87,82,100,Positivo +5665,90,100,97,Negativo +5666,97,120,100,Negativo +5667,85,42,103,Positivo +5668,93,51,95,Negativo +5669,93,41,104,Positivo +5670,88,47,103,Positivo +5671,87,88,103,Positivo +5672,87,76,99,Positivo +5673,87,72,99,Positivo +5674,87,77,103,Positivo +5675,97,102,105,Negativo +5676,85,127,95,Positivo +5677,92,120,98,Positivo +5678,85,128,101,Positivo +5679,90,102,101,Positivo +5680,88,109,103,Positivo +5681,100,83,96,Negativo +5682,92,89,97,Negativo +5683,92,92,103,Positivo +5684,89,74,98,Positivo +5685,90,75,95,Negativo +5686,95,46,98,Negativo +5687,92,93,100,Negativo +5688,91,48,102,Positivo +5689,98,91,101,Negativo +5690,92,105,96,Negativo +5691,92,114,105,Positivo +5692,85,74,97,Positivo +5693,94,51,105,Positivo +5694,93,72,103,Positivo +5695,93,87,99,Negativo +5696,94,43,96,Negativo +5697,88,115,100,Positivo +5698,95,52,96,Negativo +5699,91,70,96,Negativo +5700,87,117,100,Positivo +5701,97,107,104,Negativo +5702,89,59,96,Positivo +5703,90,51,97,Negativo +5704,100,102,102,Negativo +5705,90,55,105,Positivo +5706,87,64,105,Positivo +5707,91,63,103,Positivo +5708,91,104,101,Positivo +5709,100,108,96,Negativo +5710,89,88,105,Positivo +5711,85,73,102,Positivo +5712,91,80,99,Negativo +5713,86,62,99,Positivo +5714,90,95,100,Negativo +5715,94,40,105,Positivo +5716,85,118,95,Positivo +5717,89,100,104,Positivo +5718,85,117,102,Positivo +5719,86,81,103,Positivo +5720,95,112,101,Positivo +5721,95,62,104,Negativo +5722,90,90,105,Positivo +5723,88,60,97,Positivo +5724,97,126,98,Negativo +5725,89,56,98,Positivo +5726,89,56,105,Positivo +5727,99,113,101,Negativo +5728,93,61,97,Negativo +5729,97,65,104,Negativo +5730,98,101,103,Negativo +5731,86,80,98,Positivo +5732,87,43,100,Positivo +5733,99,128,105,Negativo +5734,87,53,99,Positivo +5735,90,52,97,Negativo +5736,85,50,100,Positivo +5737,95,79,104,Negativo +5738,91,65,103,Positivo +5739,86,51,96,Positivo +5740,87,47,98,Positivo +5741,88,45,105,Positivo +5742,89,49,95,Positivo +5743,92,97,103,Positivo +5744,99,102,95,Negativo +5745,92,80,102,Positivo +5746,98,127,95,Negativo +5747,96,114,102,Positivo +5748,98,112,102,Negativo +5749,98,42,102,Negativo +5750,88,66,102,Positivo +5751,93,67,96,Negativo +5752,88,60,98,Positivo +5753,97,67,101,Negativo +5754,95,114,100,Negativo +5755,87,106,95,Positivo +5756,95,111,102,Positivo +5757,91,72,97,Negativo +5758,94,74,95,Negativo +5759,93,54,99,Negativo +5760,97,117,97,Negativo +5761,90,117,99,Positivo +5762,99,126,101,Negativo +5763,94,74,97,Negativo +5764,86,116,104,Positivo +5765,96,61,95,Negativo +5766,95,63,97,Negativo +5767,93,67,105,Positivo +5768,93,100,97,Negativo +5769,87,66,104,Positivo +5770,87,53,100,Positivo +5771,91,116,103,Positivo +5772,98,112,102,Negativo +5773,98,67,98,Negativo +5774,92,90,104,Positivo +5775,90,64,95,Negativo +5776,92,103,104,Positivo +5777,100,57,99,Negativo +5778,94,104,104,Positivo +5779,86,49,103,Positivo +5780,97,128,101,Negativo +5781,99,80,99,Negativo +5782,98,66,104,Negativo +5783,90,51,100,Negativo +5784,91,107,105,Positivo +5785,93,105,102,Positivo +5786,98,120,104,Negativo +5787,88,109,104,Positivo +5788,100,60,104,Negativo +5789,98,127,105,Negativo +5790,95,74,98,Negativo +5791,97,126,101,Negativo +5792,91,79,105,Positivo +5793,100,123,104,Negativo +5794,100,127,96,Negativo +5795,96,127,98,Negativo +5796,85,68,102,Positivo +5797,90,84,95,Negativo +5798,88,120,99,Positivo +5799,88,57,101,Positivo +5800,98,124,105,Negativo +5801,99,117,97,Negativo +5802,96,106,97,Negativo +5803,89,85,105,Positivo +5804,99,52,104,Negativo +5805,100,110,95,Negativo +5806,92,124,102,Positivo +5807,86,116,98,Positivo +5808,90,110,98,Negativo +5809,98,41,105,Negativo +5810,92,70,102,Positivo +5811,89,76,101,Positivo +5812,89,47,98,Positivo +5813,100,56,98,Negativo +5814,85,43,96,Positivo +5815,86,130,101,Positivo +5816,90,113,102,Positivo +5817,93,59,98,Negativo +5818,95,60,104,Negativo +5819,86,53,95,Positivo +5820,90,69,99,Negativo +5821,96,107,98,Negativo +5822,97,43,95,Negativo +5823,86,127,98,Positivo +5824,97,44,104,Negativo +5825,99,73,101,Negativo +5826,97,70,97,Negativo +5827,98,99,103,Negativo +5828,88,108,105,Positivo +5829,87,96,105,Positivo +5830,88,61,96,Positivo +5831,86,92,105,Positivo +5832,94,92,101,Positivo +5833,91,80,96,Negativo +5834,94,60,99,Negativo +5835,91,68,101,Positivo +5836,88,95,95,Positivo +5837,90,130,96,Positivo +5838,89,42,99,Positivo +5839,85,123,101,Positivo +5840,100,118,100,Negativo +5841,86,102,100,Positivo +5842,88,83,101,Positivo +5843,95,101,103,Negativo +5844,95,109,97,Negativo +5845,99,76,103,Negativo +5846,85,116,96,Positivo +5847,96,46,97,Negativo +5848,94,86,98,Negativo +5849,98,121,103,Negativo +5850,87,69,95,Positivo +5851,85,72,95,Positivo +5852,91,106,104,Positivo +5853,90,102,104,Positivo +5854,96,65,97,Negativo +5855,98,69,97,Negativo +5856,99,102,98,Negativo +5857,99,49,103,Negativo +5858,93,113,97,Negativo +5859,85,96,99,Positivo +5860,88,116,102,Positivo +5861,85,110,99,Positivo +5862,99,100,99,Negativo +5863,92,122,98,Positivo +5864,85,112,95,Positivo +5865,86,106,104,Positivo +5866,85,98,104,Positivo +5867,94,127,100,Negativo +5868,85,91,100,Positivo +5869,91,87,100,Negativo +5870,92,96,105,Positivo +5871,99,67,98,Negativo +5872,85,126,99,Positivo +5873,97,126,101,Negativo +5874,99,51,105,Negativo +5875,97,48,99,Negativo +5876,88,89,104,Positivo +5877,92,108,96,Negativo +5878,92,105,101,Positivo +5879,85,73,102,Positivo +5880,89,129,98,Positivo +5881,88,69,95,Positivo +5882,98,91,97,Negativo +5883,91,61,105,Positivo +5884,86,48,98,Positivo +5885,98,113,99,Negativo +5886,100,48,102,Negativo +5887,87,80,101,Positivo +5888,88,64,101,Positivo +5889,97,103,100,Negativo +5890,89,73,105,Positivo +5891,90,99,96,Negativo +5892,94,119,105,Positivo +5893,91,110,104,Positivo +5894,88,120,96,Positivo +5895,95,95,98,Negativo +5896,93,125,97,Negativo +5897,90,82,98,Negativo +5898,86,74,98,Positivo +5899,99,85,105,Negativo +5900,100,67,104,Negativo +5901,90,60,96,Negativo +5902,98,84,105,Negativo +5903,87,115,104,Positivo +5904,98,105,99,Negativo +5905,86,77,99,Positivo +5906,99,53,96,Negativo +5907,90,98,100,Negativo +5908,99,53,101,Negativo +5909,92,81,105,Positivo +5910,93,125,96,Negativo +5911,92,130,104,Positivo +5912,96,45,100,Negativo +5913,93,56,102,Positivo +5914,88,67,103,Positivo +5915,85,65,100,Positivo +5916,100,126,97,Negativo +5917,89,83,95,Positivo +5918,90,121,100,Positivo +5919,93,94,99,Negativo +5920,100,112,100,Negativo +5921,99,80,98,Negativo +5922,94,67,96,Negativo +5923,86,46,101,Positivo +5924,95,53,100,Negativo +5925,85,60,104,Positivo +5926,92,48,105,Positivo +5927,95,114,104,Positivo +5928,100,85,99,Negativo +5929,100,42,105,Negativo +5930,95,105,95,Negativo +5931,85,105,102,Positivo +5932,88,123,97,Positivo +5933,99,75,101,Negativo +5934,98,125,100,Negativo +5935,94,124,104,Positivo +5936,86,80,100,Positivo +5937,100,57,103,Negativo +5938,88,106,97,Positivo +5939,85,54,102,Positivo +5940,95,51,97,Negativo +5941,95,85,102,Negativo +5942,97,69,102,Negativo +5943,93,128,98,Negativo +5944,92,73,105,Positivo +5945,87,68,96,Positivo +5946,94,111,96,Negativo +5947,90,46,100,Positivo +5948,88,56,100,Positivo +5949,91,47,99,Positivo +5950,94,121,96,Negativo +5951,93,76,104,Positivo +5952,87,81,104,Positivo +5953,87,45,101,Positivo +5954,93,77,103,Positivo +5955,92,74,99,Negativo +5956,85,104,101,Positivo +5957,99,63,102,Negativo +5958,93,111,105,Positivo +5959,98,114,104,Negativo +5960,99,55,96,Negativo +5961,98,62,97,Negativo +5962,93,126,97,Negativo +5963,91,40,98,Positivo +5964,94,92,104,Positivo +5965,95,74,95,Negativo +5966,97,62,105,Negativo +5967,91,76,99,Negativo +5968,93,118,104,Positivo +5969,87,108,100,Positivo +5970,98,55,96,Negativo +5971,92,83,103,Positivo +5972,88,122,105,Positivo +5973,94,65,95,Negativo +5974,87,71,105,Positivo +5975,85,80,100,Positivo +5976,100,63,98,Negativo +5977,94,42,102,Positivo +5978,88,121,102,Positivo +5979,89,129,98,Positivo +5980,93,119,105,Positivo +5981,97,93,103,Negativo +5982,100,45,99,Negativo +5983,93,102,105,Positivo +5984,96,103,98,Negativo +5985,99,106,103,Negativo +5986,85,93,102,Positivo +5987,88,96,103,Positivo +5988,91,123,100,Positivo +5989,93,85,98,Negativo +5990,98,80,99,Negativo +5991,87,83,103,Positivo +5992,89,78,102,Positivo +5993,87,88,104,Positivo +5994,86,94,100,Positivo +5995,100,70,104,Negativo +5996,89,130,103,Positivo +5997,97,109,99,Negativo +5998,87,70,101,Positivo +5999,96,47,105,Positivo +6000,94,93,99,Negativo +6001,97,63,105,Negativo +6002,91,61,101,Positivo +6003,90,66,95,Negativo +6004,91,57,105,Positivo +6005,98,57,96,Negativo +6006,97,68,95,Negativo +6007,99,76,105,Negativo +6008,94,52,96,Negativo +6009,94,91,103,Positivo +6010,87,125,101,Positivo +6011,97,117,98,Negativo +6012,97,88,104,Negativo +6013,92,103,100,Negativo +6014,90,75,103,Positivo +6015,90,46,95,Positivo +6016,98,101,103,Negativo +6017,87,40,105,Positivo +6018,89,83,103,Positivo +6019,93,76,96,Negativo +6020,98,125,104,Negativo +6021,95,60,101,Negativo +6022,85,79,97,Positivo +6023,96,60,101,Negativo +6024,98,109,104,Negativo +6025,86,129,97,Positivo +6026,97,122,98,Negativo +6027,86,101,102,Positivo +6028,100,128,99,Negativo +6029,90,73,95,Negativo +6030,90,67,97,Negativo +6031,98,87,99,Negativo +6032,93,107,95,Negativo +6033,99,126,97,Negativo +6034,93,89,98,Negativo +6035,88,57,105,Positivo +6036,89,120,103,Positivo +6037,97,45,105,Negativo +6038,98,103,95,Negativo +6039,85,85,99,Positivo +6040,94,41,96,Negativo +6041,99,81,101,Negativo +6042,89,72,98,Positivo +6043,89,90,99,Positivo +6044,90,66,103,Positivo +6045,93,94,98,Negativo +6046,94,78,105,Positivo +6047,86,43,99,Positivo +6048,90,121,100,Positivo +6049,85,115,96,Positivo +6050,97,74,97,Negativo +6051,97,104,96,Negativo +6052,98,54,98,Negativo +6053,85,121,97,Positivo +6054,92,107,105,Positivo +6055,89,95,101,Positivo +6056,92,94,96,Negativo +6057,92,59,105,Positivo +6058,90,54,104,Positivo +6059,92,46,98,Positivo +6060,91,128,100,Positivo +6061,85,95,98,Positivo +6062,97,63,98,Negativo +6063,89,128,95,Positivo +6064,95,124,103,Positivo +6065,91,60,96,Negativo +6066,90,71,100,Negativo +6067,85,65,95,Positivo +6068,94,114,103,Positivo +6069,97,85,103,Negativo +6070,89,100,97,Positivo +6071,95,90,103,Negativo +6072,89,50,99,Positivo +6073,99,51,100,Negativo +6074,93,77,102,Positivo +6075,86,95,98,Positivo +6076,97,69,97,Negativo +6077,91,115,101,Positivo +6078,87,90,97,Positivo +6079,97,110,95,Negativo +6080,97,109,105,Negativo +6081,86,103,104,Positivo +6082,89,95,105,Positivo +6083,88,107,95,Positivo +6084,90,130,97,Positivo +6085,92,58,105,Positivo +6086,97,89,97,Negativo +6087,98,129,102,Negativo +6088,90,122,98,Positivo +6089,96,120,103,Positivo +6090,94,67,104,Positivo +6091,99,60,105,Negativo +6092,95,125,102,Positivo +6093,100,97,102,Negativo +6094,94,94,102,Positivo +6095,87,111,101,Positivo +6096,95,40,104,Positivo +6097,86,63,105,Positivo +6098,95,70,104,Negativo +6099,87,77,100,Positivo +6100,85,52,104,Positivo +6101,87,77,99,Positivo +6102,87,117,101,Positivo +6103,94,77,95,Negativo +6104,93,118,98,Negativo +6105,95,111,102,Positivo +6106,87,44,104,Positivo +6107,87,97,98,Positivo +6108,87,83,101,Positivo +6109,85,125,102,Positivo +6110,87,71,105,Positivo +6111,85,83,105,Positivo +6112,98,110,96,Negativo +6113,89,79,102,Positivo +6114,85,106,102,Positivo +6115,99,104,99,Negativo +6116,92,126,100,Positivo +6117,86,103,103,Positivo +6118,89,57,105,Positivo +6119,90,52,98,Negativo +6120,95,127,105,Positivo +6121,88,68,104,Positivo +6122,92,99,100,Negativo +6123,86,115,103,Positivo +6124,88,69,104,Positivo +6125,88,85,104,Positivo +6126,97,109,102,Negativo +6127,98,56,98,Negativo +6128,90,129,100,Positivo +6129,93,67,99,Negativo +6130,91,89,99,Negativo +6131,95,107,105,Negativo +6132,100,85,99,Negativo +6133,87,97,105,Positivo +6134,85,123,102,Positivo +6135,97,104,100,Negativo +6136,100,93,99,Negativo +6137,96,82,95,Negativo +6138,96,46,104,Positivo +6139,100,73,97,Negativo +6140,86,109,102,Positivo +6141,97,69,103,Negativo +6142,95,88,102,Negativo +6143,91,103,105,Positivo +6144,100,88,96,Negativo +6145,86,67,96,Positivo +6146,85,122,104,Positivo +6147,96,40,97,Negativo +6148,92,88,98,Negativo +6149,93,112,99,Negativo +6150,88,125,100,Positivo +6151,94,52,100,Negativo +6152,89,66,96,Positivo +6153,90,114,98,Positivo +6154,94,97,96,Negativo +6155,94,58,95,Negativo +6156,86,100,100,Positivo +6157,95,108,100,Negativo +6158,98,90,99,Negativo +6159,96,117,101,Positivo +6160,91,126,103,Positivo +6161,98,108,104,Negativo +6162,87,45,96,Positivo +6163,99,46,100,Negativo +6164,93,129,104,Positivo +6165,86,76,96,Positivo +6166,87,90,105,Positivo +6167,86,124,99,Positivo +6168,86,93,100,Positivo +6169,93,93,97,Negativo +6170,100,50,105,Negativo +6171,87,49,97,Positivo +6172,96,76,102,Negativo +6173,95,75,104,Negativo +6174,98,125,105,Negativo +6175,96,66,95,Negativo +6176,93,91,102,Positivo +6177,95,95,101,Negativo +6178,87,101,95,Positivo +6179,91,64,100,Negativo +6180,90,101,105,Positivo +6181,93,108,99,Negativo +6182,99,86,105,Negativo +6183,87,45,104,Positivo +6184,98,118,104,Negativo +6185,92,72,95,Negativo +6186,100,42,104,Negativo +6187,85,46,103,Positivo +6188,99,72,105,Negativo +6189,85,85,99,Positivo +6190,86,88,97,Positivo +6191,98,104,101,Negativo +6192,98,89,99,Negativo +6193,92,120,98,Positivo +6194,88,54,104,Positivo +6195,96,44,104,Positivo +6196,97,58,97,Negativo +6197,85,116,104,Positivo +6198,94,119,97,Negativo +6199,89,87,95,Positivo +6200,94,60,96,Negativo +6201,90,129,105,Positivo +6202,85,44,102,Positivo +6203,95,116,105,Positivo +6204,87,46,104,Positivo +6205,100,59,104,Negativo +6206,100,47,98,Negativo +6207,92,98,97,Negativo +6208,85,40,102,Positivo +6209,97,118,104,Negativo +6210,86,54,95,Positivo +6211,86,56,105,Positivo +6212,96,106,95,Negativo +6213,98,84,105,Negativo +6214,96,62,100,Negativo +6215,86,64,103,Positivo +6216,86,60,103,Positivo +6217,96,127,102,Positivo +6218,85,42,103,Positivo +6219,96,73,95,Negativo +6220,91,43,97,Positivo +6221,96,97,101,Negativo +6222,86,127,97,Positivo +6223,86,102,105,Positivo +6224,89,113,96,Positivo +6225,85,81,98,Positivo +6226,86,84,104,Positivo +6227,88,95,100,Positivo +6228,85,45,105,Positivo +6229,96,110,102,Negativo +6230,93,103,104,Positivo +6231,91,109,104,Positivo +6232,99,96,97,Negativo +6233,88,129,99,Positivo +6234,88,102,99,Positivo +6235,94,45,99,Negativo +6236,99,67,97,Negativo +6237,88,99,100,Positivo +6238,91,101,104,Positivo +6239,93,46,105,Positivo +6240,93,73,97,Negativo +6241,97,101,100,Negativo +6242,91,69,103,Positivo +6243,87,66,99,Positivo +6244,90,56,95,Negativo +6245,97,57,101,Negativo +6246,93,129,99,Negativo +6247,100,69,104,Negativo +6248,94,50,100,Negativo +6249,100,62,96,Negativo +6250,96,52,97,Negativo +6251,98,49,100,Negativo +6252,94,107,105,Positivo +6253,90,66,103,Positivo +6254,99,59,105,Negativo +6255,99,125,99,Negativo +6256,96,124,96,Negativo +6257,87,77,95,Positivo +6258,86,56,104,Positivo +6259,90,98,95,Negativo +6260,93,105,104,Positivo +6261,92,81,96,Negativo +6262,92,41,101,Positivo +6263,98,76,101,Negativo +6264,91,86,95,Negativo +6265,85,71,105,Positivo +6266,90,80,104,Positivo +6267,90,118,103,Positivo +6268,89,108,100,Positivo +6269,95,130,100,Negativo +6270,87,104,95,Positivo +6271,96,120,95,Negativo +6272,89,72,99,Positivo +6273,98,106,103,Negativo +6274,98,81,95,Negativo +6275,89,80,97,Positivo +6276,88,108,105,Positivo +6277,93,110,100,Negativo +6278,90,91,97,Negativo +6279,85,77,99,Positivo +6280,94,64,98,Negativo +6281,88,114,101,Positivo +6282,98,71,104,Negativo +6283,87,110,99,Positivo +6284,89,81,98,Positivo +6285,96,96,100,Negativo +6286,98,48,98,Negativo +6287,90,50,95,Negativo +6288,85,117,100,Positivo +6289,85,113,103,Positivo +6290,96,73,96,Negativo +6291,96,105,98,Negativo +6292,92,86,95,Negativo +6293,87,67,99,Positivo +6294,94,71,102,Positivo +6295,92,130,95,Positivo +6296,100,65,105,Negativo +6297,87,63,95,Positivo +6298,93,62,102,Positivo +6299,85,80,96,Positivo +6300,100,96,99,Negativo +6301,97,121,105,Negativo +6302,92,109,102,Positivo +6303,100,68,101,Negativo +6304,97,48,101,Negativo +6305,90,72,101,Positivo +6306,92,113,96,Positivo +6307,90,88,103,Positivo +6308,96,42,101,Positivo +6309,99,67,95,Negativo +6310,89,129,100,Positivo +6311,91,117,104,Positivo +6312,89,44,95,Positivo +6313,87,67,98,Positivo +6314,85,98,98,Positivo +6315,99,126,100,Negativo +6316,95,94,99,Negativo +6317,98,84,105,Negativo +6318,93,56,99,Negativo +6319,99,68,99,Negativo +6320,98,126,103,Negativo +6321,98,63,95,Negativo +6322,98,126,102,Negativo +6323,100,93,101,Negativo +6324,88,101,97,Positivo +6325,95,70,105,Negativo +6326,100,53,95,Negativo +6327,90,123,105,Positivo +6328,87,100,105,Positivo +6329,91,124,104,Positivo +6330,98,103,96,Negativo +6331,96,74,98,Negativo +6332,98,80,103,Negativo +6333,86,77,104,Positivo +6334,89,126,105,Positivo +6335,99,77,96,Negativo +6336,95,101,104,Negativo +6337,88,62,97,Positivo +6338,87,112,99,Positivo +6339,87,69,103,Positivo +6340,94,61,103,Positivo +6341,94,84,102,Positivo +6342,87,110,95,Positivo +6343,89,64,103,Positivo +6344,100,66,98,Negativo +6345,86,103,104,Positivo +6346,96,64,103,Negativo +6347,87,54,96,Positivo +6348,86,104,101,Positivo +6349,98,67,105,Negativo +6350,95,87,95,Negativo +6351,100,75,104,Negativo +6352,91,95,99,Negativo +6353,96,121,97,Negativo +6354,95,50,96,Negativo +6355,99,129,104,Negativo +6356,86,123,100,Positivo +6357,95,97,99,Negativo +6358,100,42,105,Negativo +6359,94,101,98,Negativo +6360,87,57,96,Positivo +6361,90,130,101,Positivo +6362,98,116,99,Negativo +6363,85,130,96,Positivo +6364,97,56,100,Negativo +6365,94,104,101,Positivo +6366,96,107,97,Negativo +6367,97,99,96,Negativo +6368,87,45,98,Positivo +6369,97,124,99,Negativo +6370,91,100,104,Positivo +6371,85,47,103,Positivo +6372,85,116,103,Positivo +6373,88,83,105,Positivo +6374,86,103,101,Positivo +6375,87,95,98,Positivo +6376,99,124,105,Negativo +6377,90,86,102,Positivo +6378,91,52,103,Positivo +6379,89,65,97,Positivo +6380,100,108,97,Negativo +6381,92,45,104,Positivo +6382,89,81,96,Positivo +6383,94,84,104,Positivo +6384,95,60,97,Negativo +6385,87,50,96,Positivo +6386,87,49,96,Positivo +6387,98,92,102,Negativo +6388,86,66,105,Positivo +6389,98,122,96,Negativo +6390,87,126,97,Positivo +6391,89,124,96,Positivo +6392,92,81,95,Negativo +6393,100,58,95,Negativo +6394,86,114,96,Positivo +6395,85,54,99,Positivo +6396,94,69,101,Positivo +6397,95,101,101,Negativo +6398,98,40,105,Negativo +6399,86,87,101,Positivo +6400,98,50,101,Negativo +6401,98,124,97,Negativo +6402,97,87,99,Negativo +6403,100,108,101,Negativo +6404,98,90,97,Negativo +6405,90,95,96,Negativo +6406,87,99,104,Positivo +6407,88,63,102,Positivo +6408,98,56,95,Negativo +6409,92,58,100,Negativo +6410,96,62,105,Negativo +6411,97,69,101,Negativo +6412,93,40,105,Positivo +6413,92,40,96,Positivo +6414,86,100,104,Positivo +6415,86,129,104,Positivo +6416,95,106,96,Negativo +6417,99,120,95,Negativo +6418,98,57,101,Negativo +6419,86,71,102,Positivo +6420,94,130,101,Positivo +6421,96,70,101,Negativo +6422,90,63,98,Negativo +6423,98,73,105,Negativo +6424,93,95,95,Negativo +6425,93,87,99,Negativo +6426,93,106,104,Positivo +6427,87,69,104,Positivo +6428,91,70,105,Positivo +6429,96,114,99,Negativo +6430,88,102,95,Positivo +6431,87,80,102,Positivo +6432,86,44,99,Positivo +6433,99,40,98,Negativo +6434,96,105,102,Negativo +6435,88,93,99,Positivo +6436,86,54,103,Positivo +6437,88,96,105,Positivo +6438,99,74,101,Negativo +6439,85,60,101,Positivo +6440,88,108,100,Positivo +6441,95,107,98,Negativo +6442,98,52,105,Negativo +6443,86,80,97,Positivo +6444,93,117,99,Negativo +6445,96,119,96,Negativo +6446,87,108,97,Positivo +6447,87,120,103,Positivo +6448,96,90,95,Negativo +6449,91,121,97,Positivo +6450,94,122,95,Negativo +6451,88,113,97,Positivo +6452,91,50,95,Negativo +6453,97,113,96,Negativo +6454,99,73,100,Negativo +6455,100,88,104,Negativo +6456,92,68,95,Negativo +6457,95,108,100,Negativo +6458,96,75,104,Negativo +6459,95,49,105,Positivo +6460,100,64,97,Negativo +6461,86,65,100,Positivo +6462,88,89,99,Positivo +6463,99,112,96,Negativo +6464,90,59,98,Negativo +6465,100,81,105,Negativo +6466,97,116,95,Negativo +6467,85,57,99,Positivo +6468,91,40,97,Positivo +6469,96,124,99,Negativo +6470,92,58,95,Negativo +6471,85,113,101,Positivo +6472,99,91,96,Negativo +6473,96,81,101,Negativo +6474,92,50,98,Negativo +6475,100,57,96,Negativo +6476,88,123,97,Positivo +6477,90,120,98,Positivo +6478,91,110,99,Negativo +6479,98,98,101,Negativo +6480,90,85,100,Negativo +6481,99,98,103,Negativo +6482,95,42,99,Negativo +6483,91,114,99,Positivo +6484,99,66,99,Negativo +6485,100,47,99,Negativo +6486,99,63,102,Negativo +6487,94,101,97,Negativo +6488,97,48,101,Negativo +6489,87,47,100,Positivo +6490,99,47,95,Negativo +6491,95,87,101,Negativo +6492,96,129,95,Negativo +6493,89,118,100,Positivo +6494,89,87,99,Positivo +6495,96,110,96,Negativo +6496,88,57,103,Positivo +6497,100,84,105,Negativo +6498,89,109,100,Positivo +6499,92,67,98,Negativo +6500,95,103,95,Negativo +6501,87,101,99,Positivo +6502,86,95,104,Positivo +6503,98,41,104,Negativo +6504,98,101,105,Negativo +6505,97,66,95,Negativo +6506,89,71,96,Positivo +6507,89,117,100,Positivo +6508,91,111,104,Positivo +6509,85,103,101,Positivo +6510,99,112,96,Negativo +6511,100,70,102,Negativo +6512,93,41,98,Negativo +6513,93,99,97,Negativo +6514,92,123,96,Positivo +6515,93,58,99,Negativo +6516,98,83,101,Negativo +6517,91,45,97,Positivo +6518,96,98,100,Negativo +6519,93,68,96,Negativo +6520,85,56,103,Positivo +6521,96,106,97,Negativo +6522,90,106,99,Negativo +6523,86,97,103,Positivo +6524,91,66,101,Positivo +6525,99,114,101,Negativo +6526,86,90,95,Positivo +6527,97,85,97,Negativo +6528,98,118,98,Negativo +6529,91,55,95,Negativo +6530,87,68,105,Positivo +6531,89,76,98,Positivo +6532,94,128,95,Negativo +6533,92,98,105,Positivo +6534,85,65,102,Positivo +6535,85,125,99,Positivo +6536,92,42,97,Positivo +6537,94,108,103,Positivo +6538,94,123,98,Negativo +6539,89,75,99,Positivo +6540,89,103,97,Positivo +6541,89,48,101,Positivo +6542,99,83,97,Negativo +6543,85,43,96,Positivo +6544,93,123,100,Negativo +6545,97,59,105,Negativo +6546,87,121,96,Positivo +6547,93,61,97,Negativo +6548,96,77,95,Negativo +6549,97,92,98,Negativo +6550,87,53,102,Positivo +6551,95,129,105,Positivo +6552,90,40,96,Positivo +6553,89,65,99,Positivo +6554,96,48,101,Positivo +6555,96,63,95,Negativo +6556,88,122,101,Positivo +6557,87,64,105,Positivo +6558,89,106,95,Positivo +6559,91,41,95,Positivo +6560,87,94,105,Positivo +6561,100,108,98,Negativo +6562,91,122,104,Positivo +6563,96,47,102,Positivo +6564,95,63,105,Negativo +6565,86,54,101,Positivo +6566,85,76,95,Positivo +6567,94,123,95,Negativo +6568,93,112,104,Positivo +6569,85,89,99,Positivo +6570,92,129,101,Positivo +6571,88,78,98,Positivo +6572,98,121,104,Negativo +6573,97,80,100,Negativo +6574,94,74,96,Negativo +6575,92,92,98,Negativo +6576,92,129,103,Positivo +6577,90,111,101,Positivo +6578,91,78,96,Negativo +6579,87,89,96,Positivo +6580,89,76,98,Positivo +6581,94,104,105,Positivo +6582,90,66,95,Negativo +6583,88,130,100,Positivo +6584,91,58,105,Positivo +6585,91,71,96,Negativo +6586,95,50,102,Negativo +6587,92,120,96,Positivo +6588,95,91,98,Negativo +6589,93,101,102,Positivo +6590,99,111,103,Negativo +6591,87,42,98,Positivo +6592,95,117,102,Positivo +6593,93,102,98,Negativo +6594,96,61,101,Negativo +6595,99,62,102,Negativo +6596,87,91,101,Positivo +6597,92,92,103,Positivo +6598,88,47,98,Positivo +6599,95,120,102,Positivo +6600,85,84,95,Positivo +6601,91,44,98,Positivo +6602,91,84,104,Positivo +6603,97,55,98,Negativo +6604,87,65,96,Positivo +6605,88,121,103,Positivo +6606,98,95,100,Negativo +6607,95,100,102,Negativo +6608,98,43,100,Negativo +6609,99,52,95,Negativo +6610,96,94,95,Negativo +6611,86,63,101,Positivo +6612,90,74,97,Negativo +6613,94,66,105,Positivo +6614,91,45,96,Positivo +6615,88,59,99,Positivo +6616,86,87,101,Positivo +6617,89,50,103,Positivo +6618,87,46,100,Positivo +6619,92,82,97,Negativo +6620,85,128,98,Positivo +6621,88,91,98,Positivo +6622,100,89,97,Negativo +6623,91,48,105,Positivo +6624,87,73,99,Positivo +6625,88,64,98,Positivo +6626,97,116,95,Negativo +6627,96,41,104,Positivo +6628,97,126,101,Negativo +6629,98,106,98,Negativo +6630,90,129,96,Positivo +6631,89,107,96,Positivo +6632,96,49,103,Positivo +6633,98,86,105,Negativo +6634,97,101,96,Negativo +6635,87,88,101,Positivo +6636,88,117,96,Positivo +6637,93,97,102,Positivo +6638,98,50,104,Negativo +6639,87,50,102,Positivo +6640,86,84,103,Positivo +6641,94,116,97,Negativo +6642,98,89,104,Negativo +6643,98,48,99,Negativo +6644,95,63,100,Negativo +6645,90,100,98,Negativo +6646,87,71,104,Positivo +6647,85,102,102,Positivo +6648,92,124,97,Positivo +6649,97,108,100,Negativo +6650,88,130,105,Positivo +6651,85,113,99,Positivo +6652,92,114,105,Positivo +6653,97,57,97,Negativo +6654,85,91,104,Positivo +6655,95,86,95,Negativo +6656,93,108,101,Positivo +6657,89,92,96,Positivo +6658,100,88,96,Negativo +6659,91,99,102,Positivo +6660,91,47,101,Positivo +6661,90,127,99,Positivo +6662,87,105,105,Positivo +6663,87,49,99,Positivo +6664,88,101,105,Positivo +6665,91,68,102,Positivo +6666,96,108,101,Negativo +6667,97,127,97,Negativo +6668,97,95,95,Negativo +6669,97,127,97,Negativo +6670,100,114,95,Negativo +6671,99,87,97,Negativo +6672,86,108,103,Positivo +6673,91,67,105,Positivo +6674,89,106,95,Positivo +6675,88,97,97,Positivo +6676,92,107,104,Positivo +6677,85,127,101,Positivo +6678,96,58,104,Negativo +6679,90,104,95,Negativo +6680,93,84,103,Positivo +6681,96,94,101,Negativo +6682,97,117,95,Negativo +6683,100,111,95,Negativo +6684,93,88,103,Positivo +6685,92,127,100,Positivo +6686,90,67,97,Negativo +6687,85,129,100,Positivo +6688,90,49,99,Positivo +6689,87,91,102,Positivo +6690,97,62,99,Negativo +6691,93,114,95,Negativo +6692,85,95,97,Positivo +6693,95,98,98,Negativo +6694,98,124,102,Negativo +6695,88,55,100,Positivo +6696,93,113,105,Positivo +6697,85,111,103,Positivo +6698,100,54,104,Negativo +6699,98,62,99,Negativo +6700,95,77,98,Negativo +6701,93,46,105,Positivo +6702,93,58,102,Positivo +6703,85,108,104,Positivo +6704,90,98,99,Negativo +6705,96,119,98,Negativo +6706,99,53,96,Negativo +6707,90,81,95,Negativo +6708,93,91,97,Negativo +6709,100,84,103,Negativo +6710,93,72,95,Negativo +6711,99,116,98,Negativo +6712,95,109,98,Negativo +6713,93,117,101,Positivo +6714,96,121,98,Negativo +6715,87,42,104,Positivo +6716,91,117,96,Positivo +6717,87,76,100,Positivo +6718,96,98,100,Negativo +6719,96,42,98,Negativo +6720,100,55,99,Negativo +6721,90,73,97,Negativo +6722,88,77,96,Positivo +6723,96,105,101,Negativo +6724,86,90,104,Positivo +6725,87,121,98,Positivo +6726,91,42,105,Positivo +6727,91,77,105,Positivo +6728,96,72,96,Negativo +6729,99,110,104,Negativo +6730,95,107,104,Negativo +6731,94,79,103,Positivo +6732,90,84,98,Negativo +6733,90,42,103,Positivo +6734,98,54,105,Negativo +6735,85,82,105,Positivo +6736,97,48,99,Negativo +6737,97,42,99,Negativo +6738,86,96,105,Positivo +6739,89,43,104,Positivo +6740,88,129,98,Positivo +6741,93,77,103,Positivo +6742,89,80,103,Positivo +6743,100,69,95,Negativo +6744,99,124,105,Negativo +6745,87,52,98,Positivo +6746,89,84,96,Positivo +6747,87,122,105,Positivo +6748,87,80,99,Positivo +6749,85,85,103,Positivo +6750,87,108,104,Positivo +6751,85,83,97,Positivo +6752,94,105,97,Negativo +6753,94,57,99,Negativo +6754,94,85,103,Positivo +6755,98,95,101,Negativo +6756,86,82,98,Positivo +6757,93,72,95,Negativo +6758,93,91,104,Positivo +6759,95,52,95,Negativo +6760,98,42,104,Negativo +6761,99,65,100,Negativo +6762,95,90,104,Negativo +6763,93,73,98,Negativo +6764,90,61,97,Negativo +6765,85,48,105,Positivo +6766,97,112,99,Negativo +6767,93,68,98,Negativo +6768,98,106,102,Negativo +6769,90,121,97,Positivo +6770,95,104,98,Negativo +6771,89,58,95,Positivo +6772,99,86,103,Negativo +6773,88,107,100,Positivo +6774,92,88,96,Negativo +6775,92,76,95,Negativo +6776,88,81,98,Positivo +6777,93,87,102,Positivo +6778,93,47,103,Positivo +6779,91,114,98,Positivo +6780,86,102,98,Positivo +6781,86,68,104,Positivo +6782,90,84,100,Negativo +6783,87,89,102,Positivo +6784,100,53,97,Negativo +6785,96,84,101,Negativo +6786,95,47,102,Positivo +6787,85,96,101,Positivo +6788,88,73,98,Positivo +6789,97,128,97,Negativo +6790,93,58,101,Positivo +6791,90,126,104,Positivo +6792,98,86,97,Negativo +6793,95,53,100,Negativo +6794,96,124,102,Positivo +6795,98,120,103,Negativo +6796,100,130,101,Negativo +6797,100,128,103,Negativo +6798,91,45,95,Positivo +6799,90,115,98,Positivo +6800,96,58,95,Negativo +6801,99,90,100,Negativo +6802,86,103,95,Positivo +6803,85,120,103,Positivo +6804,96,48,103,Positivo +6805,92,74,95,Negativo +6806,98,88,95,Negativo +6807,95,90,96,Negativo +6808,86,120,99,Positivo +6809,95,118,101,Positivo +6810,99,96,100,Negativo +6811,98,92,97,Negativo +6812,97,79,104,Negativo +6813,91,65,99,Negativo +6814,95,65,105,Negativo +6815,86,98,100,Positivo +6816,100,129,99,Negativo +6817,90,113,99,Positivo +6818,85,95,97,Positivo +6819,94,105,100,Negativo +6820,96,43,96,Negativo +6821,98,120,99,Negativo +6822,86,107,101,Positivo +6823,92,118,104,Positivo +6824,97,70,98,Negativo +6825,91,127,104,Positivo +6826,86,107,102,Positivo +6827,85,41,98,Positivo +6828,92,78,105,Positivo +6829,92,64,95,Negativo +6830,95,110,97,Negativo +6831,92,47,105,Positivo +6832,90,99,100,Negativo +6833,99,118,105,Negativo +6834,94,46,96,Negativo +6835,90,82,99,Negativo +6836,93,90,96,Negativo +6837,95,74,105,Negativo +6838,93,45,97,Negativo +6839,89,107,103,Positivo +6840,87,106,102,Positivo +6841,96,66,105,Negativo +6842,88,103,97,Positivo +6843,94,41,101,Positivo +6844,98,105,96,Negativo +6845,96,106,97,Negativo +6846,99,62,101,Negativo +6847,99,83,95,Negativo +6848,91,94,98,Negativo +6849,96,95,96,Negativo +6850,97,51,101,Negativo +6851,89,65,97,Positivo +6852,98,110,98,Negativo +6853,92,62,95,Negativo +6854,98,87,98,Negativo +6855,95,113,104,Positivo +6856,100,124,95,Negativo +6857,87,75,99,Positivo +6858,97,106,96,Negativo +6859,87,85,102,Positivo +6860,87,44,95,Positivo +6861,96,110,102,Negativo +6862,97,114,102,Negativo +6863,91,61,103,Positivo +6864,96,121,98,Negativo +6865,97,128,97,Negativo +6866,100,72,102,Negativo +6867,89,94,98,Positivo +6868,90,42,105,Positivo +6869,96,104,98,Negativo +6870,86,106,95,Positivo +6871,93,46,99,Negativo +6872,93,90,103,Positivo +6873,93,115,99,Negativo +6874,89,109,102,Positivo +6875,85,88,96,Positivo +6876,93,65,95,Negativo +6877,85,124,99,Positivo +6878,86,119,98,Positivo +6879,99,95,96,Negativo +6880,99,45,99,Negativo +6881,99,125,100,Negativo +6882,93,78,103,Positivo +6883,98,104,105,Negativo +6884,91,78,99,Negativo +6885,95,110,96,Negativo +6886,96,123,98,Negativo +6887,90,55,105,Positivo +6888,92,78,99,Negativo +6889,86,43,95,Positivo +6890,89,110,97,Positivo +6891,85,81,96,Positivo +6892,91,119,104,Positivo +6893,88,57,104,Positivo +6894,89,106,105,Positivo +6895,95,57,97,Negativo +6896,100,117,99,Negativo +6897,88,43,97,Positivo +6898,96,46,102,Positivo +6899,92,128,104,Positivo +6900,98,122,97,Negativo +6901,88,128,101,Positivo +6902,93,70,103,Positivo +6903,97,63,102,Negativo +6904,94,75,104,Positivo +6905,88,101,98,Positivo +6906,100,67,99,Negativo +6907,85,47,96,Positivo +6908,96,80,95,Negativo +6909,88,41,99,Positivo +6910,97,101,105,Negativo +6911,95,41,100,Negativo +6912,90,121,97,Positivo +6913,99,97,100,Negativo +6914,89,51,101,Positivo +6915,91,42,104,Positivo +6916,88,74,102,Positivo +6917,96,74,102,Negativo +6918,97,74,95,Negativo +6919,99,88,99,Negativo +6920,90,113,97,Positivo +6921,92,125,101,Positivo +6922,99,78,101,Negativo +6923,91,108,103,Positivo +6924,88,106,95,Positivo +6925,86,125,98,Positivo +6926,92,52,99,Negativo +6927,97,77,96,Negativo +6928,85,119,104,Positivo +6929,85,97,95,Positivo +6930,94,56,97,Negativo +6931,93,83,104,Positivo +6932,87,96,95,Positivo +6933,91,122,97,Positivo +6934,90,88,102,Positivo +6935,90,80,98,Negativo +6936,93,84,103,Positivo +6937,92,125,101,Positivo +6938,95,105,101,Negativo +6939,92,115,97,Positivo +6940,86,83,103,Positivo +6941,96,67,102,Negativo +6942,92,112,103,Positivo +6943,89,45,98,Positivo +6944,87,92,104,Positivo +6945,96,113,100,Negativo +6946,96,75,95,Negativo +6947,85,46,100,Positivo +6948,85,120,99,Positivo +6949,94,109,105,Positivo +6950,98,87,101,Negativo +6951,93,115,101,Positivo +6952,90,126,95,Positivo +6953,96,96,105,Negativo +6954,97,75,98,Negativo +6955,94,100,98,Negativo +6956,96,68,97,Negativo +6957,96,67,104,Negativo +6958,95,78,103,Negativo +6959,88,58,105,Positivo +6960,99,97,95,Negativo +6961,93,67,103,Positivo +6962,91,42,101,Positivo +6963,90,47,99,Positivo +6964,100,48,99,Negativo +6965,97,86,98,Negativo +6966,89,47,103,Positivo +6967,98,120,100,Negativo +6968,89,56,102,Positivo +6969,96,97,97,Negativo +6970,98,116,102,Negativo +6971,90,41,104,Positivo +6972,98,91,104,Negativo +6973,99,77,96,Negativo +6974,95,74,96,Negativo +6975,88,120,97,Positivo +6976,85,52,98,Positivo +6977,100,59,95,Negativo +6978,100,101,101,Negativo +6979,87,44,98,Positivo +6980,93,107,96,Negativo +6981,89,102,99,Positivo +6982,92,93,98,Negativo +6983,96,59,100,Negativo +6984,96,70,101,Negativo +6985,86,54,103,Positivo +6986,98,123,103,Negativo +6987,93,117,101,Positivo +6988,93,124,105,Positivo +6989,86,91,98,Positivo +6990,86,83,102,Positivo +6991,86,83,104,Positivo +6992,97,121,95,Negativo +6993,99,93,105,Negativo +6994,90,113,96,Positivo +6995,90,114,97,Positivo +6996,96,47,96,Negativo +6997,94,107,100,Negativo +6998,92,54,97,Negativo +6999,85,71,97,Positivo +7000,96,79,100,Negativo +7001,98,99,98,Negativo +7002,88,82,97,Positivo +7003,96,112,105,Positivo +7004,97,116,95,Negativo +7005,98,91,95,Negativo +7006,87,94,101,Positivo +7007,95,40,97,Negativo +7008,93,44,96,Negativo +7009,85,107,99,Positivo +7010,98,127,95,Negativo +7011,96,64,103,Negativo +7012,91,88,98,Negativo +7013,86,70,99,Positivo +7014,92,40,102,Positivo +7015,96,109,98,Negativo +7016,92,108,96,Negativo +7017,97,69,100,Negativo +7018,99,55,103,Negativo +7019,98,103,99,Negativo +7020,93,61,103,Positivo +7021,93,78,102,Positivo +7022,91,84,99,Negativo +7023,88,50,103,Positivo +7024,89,105,97,Positivo +7025,90,78,97,Negativo +7026,88,123,100,Positivo +7027,99,92,105,Negativo +7028,90,67,103,Positivo +7029,90,68,104,Positivo +7030,90,90,105,Positivo +7031,100,103,105,Negativo +7032,97,121,99,Negativo +7033,86,124,100,Positivo +7034,98,68,104,Negativo +7035,97,97,104,Negativo +7036,89,112,100,Positivo +7037,87,95,104,Positivo +7038,98,97,105,Negativo +7039,88,90,98,Positivo +7040,85,125,97,Positivo +7041,92,65,96,Negativo +7042,90,69,101,Positivo +7043,100,67,96,Negativo +7044,100,120,98,Negativo +7045,93,109,104,Positivo +7046,86,94,105,Positivo +7047,85,41,105,Positivo +7048,88,57,104,Positivo +7049,89,103,98,Positivo +7050,99,98,99,Negativo +7051,97,103,97,Negativo +7052,94,45,100,Negativo +7053,95,72,100,Negativo +7054,100,127,96,Negativo +7055,98,86,105,Negativo +7056,92,109,98,Negativo +7057,96,96,105,Negativo +7058,89,68,100,Positivo +7059,99,77,97,Negativo +7060,86,117,104,Positivo +7061,99,78,100,Negativo +7062,96,99,104,Negativo +7063,94,71,100,Negativo +7064,98,90,99,Negativo +7065,87,123,101,Positivo +7066,85,126,104,Positivo +7067,91,81,96,Negativo +7068,97,114,96,Negativo +7069,88,130,96,Positivo +7070,86,93,96,Positivo +7071,99,115,98,Negativo +7072,97,64,105,Negativo +7073,93,80,95,Negativo +7074,94,118,95,Negativo +7075,94,121,96,Negativo +7076,100,115,95,Negativo +7077,97,107,105,Negativo +7078,99,70,98,Negativo +7079,89,128,98,Positivo +7080,93,83,103,Positivo +7081,98,77,105,Negativo +7082,100,126,102,Negativo +7083,85,72,97,Positivo +7084,91,97,96,Negativo +7085,94,127,95,Negativo +7086,94,83,103,Positivo +7087,89,57,102,Positivo +7088,93,121,99,Negativo +7089,85,79,105,Positivo +7090,100,115,101,Negativo +7091,93,120,103,Positivo +7092,88,81,97,Positivo +7093,94,83,99,Negativo +7094,90,42,101,Positivo +7095,95,61,99,Negativo +7096,98,94,95,Negativo +7097,98,49,99,Negativo +7098,98,121,97,Negativo +7099,93,40,102,Positivo +7100,99,44,100,Negativo +7101,85,67,97,Positivo +7102,88,67,100,Positivo +7103,91,76,102,Positivo +7104,86,78,96,Positivo +7105,91,129,99,Positivo +7106,92,106,103,Positivo +7107,98,75,95,Negativo +7108,86,123,104,Positivo +7109,94,126,99,Negativo +7110,93,126,95,Negativo +7111,97,67,100,Negativo +7112,85,104,103,Positivo +7113,95,41,96,Negativo +7114,94,42,100,Negativo +7115,99,54,99,Negativo +7116,94,96,97,Negativo +7117,95,96,98,Negativo +7118,99,68,97,Negativo +7119,94,50,97,Negativo +7120,85,54,98,Positivo +7121,89,119,97,Positivo +7122,85,95,104,Positivo +7123,95,129,103,Positivo +7124,97,126,99,Negativo +7125,97,71,98,Negativo +7126,100,62,104,Negativo +7127,87,72,102,Positivo +7128,100,111,103,Negativo +7129,95,123,103,Positivo +7130,98,59,105,Negativo +7131,98,129,99,Negativo +7132,89,69,96,Positivo +7133,100,63,104,Negativo +7134,96,70,104,Negativo +7135,94,102,104,Positivo +7136,88,83,104,Positivo +7137,97,74,97,Negativo +7138,96,89,103,Negativo +7139,88,71,95,Positivo +7140,85,41,105,Positivo +7141,98,81,103,Negativo +7142,85,65,101,Positivo +7143,86,118,98,Positivo +7144,91,118,97,Positivo +7145,99,117,103,Negativo +7146,87,97,100,Positivo +7147,96,117,104,Positivo +7148,89,56,100,Positivo +7149,97,125,102,Negativo +7150,91,81,101,Positivo +7151,85,81,101,Positivo +7152,90,115,95,Positivo +7153,97,125,97,Negativo +7154,89,126,105,Positivo +7155,100,42,102,Negativo +7156,98,97,96,Negativo +7157,99,107,99,Negativo +7158,95,93,95,Negativo +7159,87,110,99,Positivo +7160,85,90,102,Positivo +7161,85,73,96,Positivo +7162,99,62,103,Negativo +7163,90,47,99,Positivo +7164,100,113,102,Negativo +7165,85,49,97,Positivo +7166,86,79,96,Positivo +7167,97,91,97,Negativo +7168,92,119,95,Positivo +7169,89,69,101,Positivo +7170,100,110,99,Negativo +7171,90,96,95,Negativo +7172,92,120,95,Positivo +7173,91,111,97,Positivo +7174,99,112,102,Negativo +7175,90,118,105,Positivo +7176,96,41,104,Positivo +7177,96,76,104,Negativo +7178,100,100,104,Negativo +7179,92,113,95,Positivo +7180,87,46,99,Positivo +7181,98,100,103,Negativo +7182,95,125,105,Positivo +7183,96,52,97,Negativo +7184,90,104,101,Positivo +7185,95,78,105,Negativo +7186,93,124,96,Negativo +7187,97,82,100,Negativo +7188,88,117,105,Positivo +7189,86,121,97,Positivo +7190,97,72,102,Negativo +7191,96,125,97,Negativo +7192,100,117,97,Negativo +7193,86,52,105,Positivo +7194,91,60,96,Negativo +7195,89,51,100,Positivo +7196,97,99,98,Negativo +7197,85,54,104,Positivo +7198,96,91,96,Negativo +7199,93,68,104,Positivo +7200,97,111,99,Negativo +7201,93,56,97,Negativo +7202,98,46,101,Negativo +7203,92,88,99,Negativo +7204,91,47,98,Positivo +7205,100,84,97,Negativo +7206,96,86,101,Negativo +7207,85,98,100,Positivo +7208,95,83,101,Negativo +7209,95,129,97,Negativo +7210,99,55,97,Negativo +7211,95,81,105,Negativo +7212,89,81,104,Positivo +7213,87,127,96,Positivo +7214,91,89,99,Negativo +7215,91,110,103,Positivo +7216,90,83,101,Positivo +7217,85,126,100,Positivo +7218,95,70,104,Negativo +7219,97,106,97,Negativo +7220,94,85,96,Negativo +7221,98,118,103,Negativo +7222,92,111,101,Positivo +7223,90,96,95,Negativo +7224,92,76,103,Positivo +7225,85,112,95,Positivo +7226,85,98,103,Positivo +7227,91,117,98,Positivo +7228,94,79,97,Negativo +7229,85,113,100,Positivo +7230,85,54,105,Positivo +7231,96,94,102,Negativo +7232,85,114,99,Positivo +7233,94,99,95,Negativo +7234,92,124,98,Positivo +7235,93,83,102,Positivo +7236,96,58,101,Negativo +7237,100,43,99,Negativo +7238,96,107,96,Negativo +7239,92,86,102,Positivo +7240,88,105,100,Positivo +7241,89,125,103,Positivo +7242,88,47,97,Positivo +7243,97,87,101,Negativo +7244,92,78,99,Negativo +7245,96,106,98,Negativo +7246,90,66,100,Negativo +7247,100,80,97,Negativo +7248,86,112,102,Positivo +7249,97,46,103,Negativo +7250,99,50,100,Negativo +7251,95,115,99,Negativo +7252,100,102,97,Negativo +7253,86,49,101,Positivo +7254,92,115,102,Positivo +7255,85,86,105,Positivo +7256,94,105,96,Negativo +7257,97,51,104,Negativo +7258,97,126,103,Negativo +7259,85,125,98,Positivo +7260,92,50,96,Negativo +7261,93,58,97,Negativo +7262,86,96,97,Positivo +7263,90,59,105,Positivo +7264,92,80,99,Negativo +7265,95,61,104,Negativo +7266,94,122,96,Negativo +7267,96,72,98,Negativo +7268,86,67,104,Positivo +7269,98,75,96,Negativo +7270,90,89,100,Negativo +7271,85,54,104,Positivo +7272,93,47,103,Positivo +7273,91,88,102,Positivo +7274,91,93,103,Positivo +7275,93,119,101,Positivo +7276,100,55,105,Negativo +7277,91,115,98,Positivo +7278,95,93,100,Negativo +7279,89,80,105,Positivo +7280,92,48,98,Positivo +7281,92,113,103,Positivo +7282,92,49,99,Positivo +7283,86,125,99,Positivo +7284,90,121,99,Positivo +7285,92,104,99,Negativo +7286,94,106,97,Negativo +7287,91,41,100,Positivo +7288,88,95,103,Positivo +7289,95,44,103,Positivo +7290,89,41,97,Positivo +7291,97,90,95,Negativo +7292,85,116,96,Positivo +7293,87,101,95,Positivo +7294,96,56,98,Negativo +7295,87,105,95,Positivo +7296,92,74,95,Negativo +7297,96,109,103,Negativo +7298,96,57,104,Negativo +7299,88,91,97,Positivo +7300,94,43,96,Negativo +7301,90,127,101,Positivo +7302,88,88,98,Positivo +7303,94,97,100,Negativo +7304,89,65,104,Positivo +7305,86,87,99,Positivo +7306,95,70,105,Negativo +7307,94,122,104,Positivo +7308,95,41,105,Positivo +7309,91,107,105,Positivo +7310,90,121,100,Positivo +7311,89,109,102,Positivo +7312,86,123,96,Positivo +7313,85,54,97,Positivo +7314,97,124,98,Negativo +7315,88,110,97,Positivo +7316,97,128,104,Negativo +7317,91,102,98,Negativo +7318,100,105,101,Negativo +7319,96,129,103,Positivo +7320,93,74,99,Negativo +7321,96,115,104,Positivo +7322,86,89,102,Positivo +7323,98,69,103,Negativo +7324,91,100,103,Positivo +7325,90,65,105,Positivo +7326,86,104,103,Positivo +7327,100,93,101,Negativo +7328,89,84,97,Positivo +7329,89,64,98,Positivo +7330,92,84,102,Positivo +7331,89,64,95,Positivo +7332,90,96,101,Positivo +7333,87,78,103,Positivo +7334,87,94,98,Positivo +7335,88,97,101,Positivo +7336,98,91,96,Negativo +7337,100,68,105,Negativo +7338,100,44,96,Negativo +7339,86,58,95,Positivo +7340,88,79,105,Positivo +7341,100,102,105,Negativo +7342,97,42,99,Negativo +7343,100,49,96,Negativo +7344,92,96,101,Positivo +7345,87,51,103,Positivo +7346,88,45,103,Positivo +7347,95,105,102,Negativo +7348,98,69,96,Negativo +7349,90,128,105,Positivo +7350,92,71,95,Negativo +7351,86,67,98,Positivo +7352,91,71,100,Negativo +7353,96,58,95,Negativo +7354,100,123,97,Negativo +7355,87,68,99,Positivo +7356,100,56,96,Negativo +7357,96,45,101,Positivo +7358,95,109,102,Negativo +7359,94,69,100,Negativo +7360,92,95,102,Positivo +7361,87,42,97,Positivo +7362,98,79,101,Negativo +7363,92,71,97,Negativo +7364,95,72,104,Negativo +7365,89,126,103,Positivo +7366,99,107,100,Negativo +7367,97,89,101,Negativo +7368,91,40,100,Positivo +7369,90,69,96,Negativo +7370,100,69,104,Negativo +7371,98,42,105,Negativo +7372,97,88,104,Negativo +7373,94,50,102,Positivo +7374,95,85,100,Negativo +7375,99,81,97,Negativo +7376,98,109,96,Negativo +7377,99,125,100,Negativo +7378,91,53,97,Negativo +7379,95,44,102,Positivo +7380,89,58,102,Positivo +7381,97,54,104,Negativo +7382,94,63,98,Negativo +7383,93,115,105,Positivo +7384,93,96,102,Positivo +7385,89,112,97,Positivo +7386,97,94,97,Negativo +7387,86,122,98,Positivo +7388,89,102,97,Positivo +7389,85,60,99,Positivo +7390,89,50,98,Positivo +7391,86,110,97,Positivo +7392,95,68,95,Negativo +7393,94,129,98,Negativo +7394,95,75,97,Negativo +7395,98,67,102,Negativo +7396,89,130,102,Positivo +7397,88,78,105,Positivo +7398,96,86,96,Negativo +7399,99,120,103,Negativo +7400,97,62,105,Negativo +7401,88,101,104,Positivo +7402,92,62,101,Positivo +7403,100,95,99,Negativo +7404,98,129,98,Negativo +7405,90,95,95,Negativo +7406,93,82,105,Positivo +7407,88,69,95,Positivo +7408,90,100,99,Negativo +7409,93,109,100,Negativo +7410,99,122,101,Negativo +7411,92,118,101,Positivo +7412,87,63,102,Positivo +7413,94,55,101,Positivo +7414,88,40,98,Positivo +7415,89,60,97,Positivo +7416,98,93,101,Negativo +7417,97,44,98,Negativo +7418,93,64,102,Positivo +7419,96,90,101,Negativo +7420,87,53,104,Positivo +7421,94,92,103,Positivo +7422,90,51,99,Negativo +7423,89,50,99,Positivo +7424,91,87,103,Positivo +7425,98,65,104,Negativo +7426,89,56,104,Positivo +7427,86,84,95,Positivo +7428,89,115,96,Positivo +7429,91,115,105,Positivo +7430,93,67,101,Positivo +7431,94,96,103,Positivo +7432,94,100,95,Negativo +7433,91,53,100,Negativo +7434,85,76,104,Positivo +7435,97,45,99,Negativo +7436,88,97,99,Positivo +7437,92,68,102,Positivo +7438,90,70,103,Positivo +7439,86,42,101,Positivo +7440,92,46,103,Positivo +7441,97,93,99,Negativo +7442,98,123,104,Negativo +7443,91,73,102,Positivo +7444,95,102,105,Negativo +7445,96,58,96,Negativo +7446,91,101,104,Positivo +7447,87,95,105,Positivo +7448,89,102,100,Positivo +7449,100,63,105,Negativo +7450,93,59,104,Positivo +7451,86,50,98,Positivo +7452,94,70,99,Negativo +7453,92,42,95,Positivo +7454,86,114,99,Positivo +7455,100,87,104,Negativo +7456,99,102,95,Negativo +7457,95,117,105,Positivo +7458,95,119,96,Negativo +7459,100,64,99,Negativo +7460,96,66,96,Negativo +7461,89,44,100,Positivo +7462,94,117,104,Positivo +7463,88,106,105,Positivo +7464,93,66,97,Negativo +7465,98,97,103,Negativo +7466,90,105,103,Positivo +7467,93,74,95,Negativo +7468,92,78,99,Negativo +7469,96,88,99,Negativo +7470,96,41,105,Positivo +7471,91,71,97,Negativo +7472,95,53,101,Negativo +7473,93,111,104,Positivo +7474,99,42,102,Negativo +7475,87,52,96,Positivo +7476,92,59,103,Positivo +7477,100,95,97,Negativo +7478,96,70,96,Negativo +7479,89,90,95,Positivo +7480,93,67,95,Negativo +7481,97,44,98,Negativo +7482,90,130,99,Positivo +7483,85,50,99,Positivo +7484,96,115,97,Negativo +7485,98,116,103,Negativo +7486,95,84,100,Negativo +7487,100,86,98,Negativo +7488,88,81,104,Positivo +7489,89,115,97,Positivo +7490,94,54,103,Positivo +7491,97,98,99,Negativo +7492,92,82,101,Positivo +7493,87,49,95,Positivo +7494,98,45,98,Negativo +7495,88,125,96,Positivo +7496,96,99,99,Negativo +7497,91,64,97,Negativo +7498,90,130,103,Positivo +7499,100,48,98,Negativo +7500,98,119,102,Negativo +7501,94,114,96,Negativo +7502,96,120,98,Negativo +7503,92,58,101,Positivo +7504,86,52,105,Positivo +7505,86,66,95,Positivo +7506,85,90,98,Positivo +7507,94,88,98,Negativo +7508,91,74,99,Negativo +7509,100,57,103,Negativo +7510,94,103,103,Positivo +7511,85,104,95,Positivo +7512,89,94,103,Positivo +7513,97,89,102,Negativo +7514,95,123,104,Positivo +7515,92,130,102,Positivo +7516,90,53,103,Positivo +7517,93,108,95,Negativo +7518,97,81,96,Negativo +7519,99,126,99,Negativo +7520,85,82,105,Positivo +7521,98,112,100,Negativo +7522,91,49,105,Positivo +7523,95,89,101,Negativo +7524,95,75,101,Negativo +7525,91,89,99,Negativo +7526,92,102,101,Positivo +7527,85,88,96,Positivo +7528,94,77,101,Positivo +7529,89,130,100,Positivo +7530,87,128,102,Positivo +7531,97,86,100,Negativo +7532,97,45,101,Negativo +7533,98,41,97,Negativo +7534,97,74,102,Negativo +7535,94,102,105,Positivo +7536,99,45,96,Negativo +7537,95,75,103,Negativo +7538,85,49,103,Positivo +7539,93,46,96,Negativo +7540,90,47,102,Positivo +7541,87,127,98,Positivo +7542,96,50,97,Negativo +7543,85,130,97,Positivo +7544,86,52,97,Positivo +7545,93,50,103,Positivo +7546,92,45,101,Positivo +7547,86,106,95,Positivo +7548,88,69,104,Positivo +7549,96,65,98,Negativo +7550,92,101,104,Positivo +7551,91,130,105,Positivo +7552,97,50,105,Negativo +7553,98,89,100,Negativo +7554,92,76,100,Negativo +7555,93,70,100,Negativo +7556,93,119,105,Positivo +7557,85,113,97,Positivo +7558,97,55,100,Negativo +7559,86,96,98,Positivo +7560,94,93,98,Negativo +7561,96,94,100,Negativo +7562,89,111,99,Positivo +7563,88,98,100,Positivo +7564,100,129,95,Negativo +7565,95,64,104,Negativo +7566,99,127,98,Negativo +7567,85,55,103,Positivo +7568,97,71,98,Negativo +7569,89,44,97,Positivo +7570,97,78,99,Negativo +7571,85,69,95,Positivo +7572,85,56,99,Positivo +7573,96,80,97,Negativo +7574,85,75,103,Positivo +7575,100,56,97,Negativo +7576,92,102,97,Negativo +7577,87,73,103,Positivo +7578,85,53,105,Positivo +7579,96,78,95,Negativo +7580,97,50,98,Negativo +7581,99,92,99,Negativo +7582,85,117,97,Positivo +7583,85,71,101,Positivo +7584,86,62,97,Positivo +7585,92,103,95,Negativo +7586,98,42,104,Negativo +7587,90,91,102,Positivo +7588,90,102,103,Positivo +7589,90,105,100,Negativo +7590,95,102,103,Negativo +7591,93,124,104,Positivo +7592,99,87,102,Negativo +7593,86,55,95,Positivo +7594,91,129,98,Positivo +7595,95,128,103,Positivo +7596,93,43,105,Positivo +7597,94,76,97,Negativo +7598,94,120,99,Negativo +7599,91,43,99,Positivo +7600,92,60,104,Positivo +7601,88,57,96,Positivo +7602,97,129,95,Negativo +7603,89,55,96,Positivo +7604,96,79,102,Negativo +7605,93,44,99,Negativo +7606,96,66,95,Negativo +7607,93,119,98,Negativo +7608,91,42,101,Positivo +7609,93,112,103,Positivo +7610,98,46,98,Negativo +7611,94,128,97,Negativo +7612,86,61,105,Positivo +7613,87,108,104,Positivo +7614,89,63,103,Positivo +7615,86,119,100,Positivo +7616,90,86,97,Negativo +7617,92,75,100,Negativo +7618,98,64,98,Negativo +7619,87,127,97,Positivo +7620,86,51,96,Positivo +7621,90,105,103,Positivo +7622,92,68,101,Positivo +7623,88,110,97,Positivo +7624,100,68,103,Negativo +7625,91,97,101,Positivo +7626,95,49,100,Negativo +7627,89,121,99,Positivo +7628,99,70,96,Negativo +7629,95,61,95,Negativo +7630,87,60,105,Positivo +7631,100,53,98,Negativo +7632,99,98,96,Negativo +7633,86,86,96,Positivo +7634,95,75,104,Negativo +7635,94,47,99,Negativo +7636,92,90,103,Positivo +7637,94,75,95,Negativo +7638,88,82,104,Positivo +7639,99,92,99,Negativo +7640,92,54,101,Positivo +7641,86,47,95,Positivo +7642,94,64,102,Positivo +7643,89,87,104,Positivo +7644,89,120,95,Positivo +7645,95,104,102,Negativo +7646,96,51,101,Negativo +7647,92,59,101,Positivo +7648,86,75,100,Positivo +7649,89,47,104,Positivo +7650,95,117,96,Negativo +7651,92,40,96,Positivo +7652,98,55,99,Negativo +7653,91,58,102,Positivo +7654,99,50,101,Negativo +7655,88,100,105,Positivo +7656,91,81,100,Negativo +7657,92,62,105,Positivo +7658,99,76,105,Negativo +7659,94,118,102,Positivo +7660,88,62,104,Positivo +7661,87,73,101,Positivo +7662,98,63,98,Negativo +7663,96,104,95,Negativo +7664,88,110,99,Positivo +7665,87,121,99,Positivo +7666,91,41,104,Positivo +7667,91,117,98,Positivo +7668,95,87,97,Negativo +7669,92,80,102,Positivo +7670,89,69,100,Positivo +7671,86,69,103,Positivo +7672,98,69,100,Negativo +7673,89,82,96,Positivo +7674,99,103,101,Negativo +7675,91,109,98,Negativo +7676,97,125,97,Negativo +7677,99,99,97,Negativo +7678,87,124,105,Positivo +7679,99,80,99,Negativo +7680,96,71,104,Negativo +7681,95,61,101,Negativo +7682,88,99,100,Positivo +7683,94,122,95,Negativo +7684,95,44,98,Negativo +7685,97,115,95,Negativo +7686,86,68,99,Positivo +7687,95,120,104,Positivo +7688,86,120,95,Positivo +7689,98,77,103,Negativo +7690,87,109,102,Positivo +7691,88,96,98,Positivo +7692,97,61,100,Negativo +7693,87,52,99,Positivo +7694,89,105,102,Positivo +7695,91,111,97,Positivo +7696,92,113,105,Positivo +7697,94,59,100,Negativo +7698,95,93,95,Negativo +7699,98,77,98,Negativo +7700,95,86,105,Negativo +7701,89,109,97,Positivo +7702,97,108,98,Negativo +7703,89,103,99,Positivo +7704,94,125,104,Positivo +7705,94,48,104,Positivo +7706,98,43,103,Negativo +7707,97,123,97,Negativo +7708,98,125,99,Negativo +7709,88,62,97,Positivo +7710,94,94,97,Negativo +7711,96,57,102,Negativo +7712,98,124,97,Negativo +7713,95,63,100,Negativo +7714,95,80,104,Negativo +7715,94,51,104,Positivo +7716,96,99,96,Negativo +7717,100,118,98,Negativo +7718,96,73,101,Negativo +7719,89,89,98,Positivo +7720,91,62,98,Negativo +7721,88,67,105,Positivo +7722,90,71,105,Positivo +7723,90,96,96,Negativo +7724,91,117,99,Positivo +7725,87,76,96,Positivo +7726,85,86,105,Positivo +7727,93,84,102,Positivo +7728,94,128,99,Negativo +7729,94,68,96,Negativo +7730,88,100,98,Positivo +7731,92,120,102,Positivo +7732,91,68,104,Positivo +7733,86,77,104,Positivo +7734,92,53,104,Positivo +7735,94,106,96,Negativo +7736,96,58,104,Negativo +7737,85,69,102,Positivo +7738,93,96,100,Negativo +7739,90,77,96,Negativo +7740,88,57,98,Positivo +7741,91,79,95,Negativo +7742,96,119,104,Positivo +7743,89,54,96,Positivo +7744,96,76,97,Negativo +7745,98,78,99,Negativo +7746,100,130,97,Negativo +7747,97,82,96,Negativo +7748,95,127,99,Negativo +7749,87,130,105,Positivo +7750,98,105,104,Negativo +7751,97,74,101,Negativo +7752,100,72,102,Negativo +7753,97,123,105,Negativo +7754,85,58,102,Positivo +7755,93,130,104,Positivo +7756,88,111,95,Positivo +7757,95,64,104,Negativo +7758,92,121,104,Positivo +7759,98,95,97,Negativo +7760,94,107,95,Negativo +7761,86,93,101,Positivo +7762,95,94,103,Negativo +7763,90,130,102,Positivo +7764,100,73,101,Negativo +7765,95,106,96,Negativo +7766,93,88,103,Positivo +7767,97,61,105,Negativo +7768,100,107,97,Negativo +7769,93,98,103,Positivo +7770,92,53,98,Negativo +7771,99,54,104,Negativo +7772,99,130,101,Negativo +7773,94,117,103,Positivo +7774,91,130,97,Positivo +7775,87,125,95,Positivo +7776,89,47,99,Positivo +7777,96,129,99,Negativo +7778,99,54,105,Negativo +7779,95,85,102,Negativo +7780,96,101,105,Negativo +7781,98,74,102,Negativo +7782,98,79,98,Negativo +7783,91,116,98,Positivo +7784,93,95,101,Positivo +7785,100,87,99,Negativo +7786,95,58,100,Negativo +7787,96,130,103,Positivo +7788,99,105,95,Negativo +7789,92,61,102,Positivo +7790,98,97,100,Negativo +7791,100,89,98,Negativo +7792,97,104,99,Negativo +7793,85,97,99,Positivo +7794,94,92,104,Positivo +7795,90,56,104,Positivo +7796,97,82,97,Negativo +7797,98,102,100,Negativo +7798,89,94,96,Positivo +7799,89,81,103,Positivo +7800,94,79,96,Negativo +7801,93,63,99,Negativo +7802,86,83,101,Positivo +7803,85,47,99,Positivo +7804,100,77,103,Negativo +7805,100,56,100,Negativo +7806,87,49,96,Positivo +7807,97,84,95,Negativo +7808,94,64,95,Negativo +7809,87,83,96,Positivo +7810,99,114,102,Negativo +7811,92,59,96,Negativo +7812,98,89,101,Negativo +7813,91,114,102,Positivo +7814,89,86,102,Positivo +7815,94,75,101,Positivo +7816,99,65,102,Negativo +7817,97,115,99,Negativo +7818,91,45,105,Positivo +7819,91,54,101,Positivo +7820,95,119,95,Negativo +7821,87,52,95,Positivo +7822,99,46,96,Negativo +7823,96,79,104,Negativo +7824,98,63,99,Negativo +7825,91,41,101,Positivo +7826,97,63,98,Negativo +7827,93,81,96,Negativo +7828,92,57,105,Positivo +7829,100,125,95,Negativo +7830,94,114,104,Positivo +7831,94,67,105,Positivo +7832,86,95,98,Positivo +7833,97,68,100,Negativo +7834,97,92,100,Negativo +7835,99,78,102,Negativo +7836,88,63,96,Positivo +7837,86,69,97,Positivo +7838,94,90,101,Positivo +7839,97,84,96,Negativo +7840,99,101,96,Negativo +7841,87,105,103,Positivo +7842,91,118,99,Positivo +7843,97,100,97,Negativo +7844,98,97,103,Negativo +7845,92,61,98,Negativo +7846,91,68,103,Positivo +7847,99,76,97,Negativo +7848,95,49,100,Negativo +7849,99,62,105,Negativo +7850,85,54,98,Positivo +7851,89,68,104,Positivo +7852,89,77,97,Positivo +7853,99,54,104,Negativo +7854,100,45,97,Negativo +7855,86,51,96,Positivo +7856,98,40,100,Negativo +7857,94,73,95,Negativo +7858,91,106,101,Positivo +7859,98,100,102,Negativo +7860,85,91,98,Positivo +7861,94,66,102,Positivo +7862,100,129,105,Negativo +7863,88,75,102,Positivo +7864,85,93,95,Positivo +7865,93,67,100,Negativo +7866,85,110,99,Positivo +7867,86,56,102,Positivo +7868,89,89,101,Positivo +7869,99,50,101,Negativo +7870,92,98,102,Positivo +7871,88,76,103,Positivo +7872,87,112,100,Positivo +7873,95,110,99,Negativo +7874,96,113,99,Negativo +7875,89,76,99,Positivo +7876,89,126,98,Positivo +7877,89,78,99,Positivo +7878,87,52,100,Positivo +7879,94,93,105,Positivo +7880,95,59,97,Negativo +7881,89,68,95,Positivo +7882,99,80,99,Negativo +7883,88,74,103,Positivo +7884,85,104,100,Positivo +7885,96,57,98,Negativo +7886,94,63,101,Positivo +7887,97,100,96,Negativo +7888,91,115,104,Positivo +7889,100,45,99,Negativo +7890,85,74,103,Positivo +7891,92,55,96,Negativo +7892,88,118,103,Positivo +7893,90,70,101,Positivo +7894,100,45,104,Negativo +7895,92,117,95,Positivo +7896,87,45,101,Positivo +7897,88,80,104,Positivo +7898,92,124,103,Positivo +7899,93,64,98,Negativo +7900,87,78,100,Positivo +7901,94,40,96,Negativo +7902,91,69,102,Positivo +7903,87,52,99,Positivo +7904,91,123,98,Positivo +7905,86,111,101,Positivo +7906,90,123,104,Positivo +7907,99,74,101,Negativo +7908,87,84,98,Positivo +7909,96,114,98,Negativo +7910,98,79,103,Negativo +7911,100,52,104,Negativo +7912,96,123,95,Negativo +7913,96,112,103,Positivo +7914,99,70,99,Negativo +7915,87,66,104,Positivo +7916,99,95,100,Negativo +7917,94,77,102,Positivo +7918,97,53,97,Negativo +7919,93,44,95,Negativo +7920,93,77,98,Negativo +7921,94,87,99,Negativo +7922,92,97,99,Negativo +7923,90,58,99,Negativo +7924,87,47,98,Positivo +7925,90,90,97,Negativo +7926,96,82,95,Negativo +7927,87,121,104,Positivo +7928,93,108,99,Negativo +7929,100,70,96,Negativo +7930,85,107,102,Positivo +7931,94,100,97,Negativo +7932,92,47,103,Positivo +7933,92,109,98,Negativo +7934,91,70,99,Negativo +7935,98,63,99,Negativo +7936,93,79,100,Negativo +7937,99,82,96,Negativo +7938,85,89,98,Positivo +7939,95,63,102,Negativo +7940,97,125,104,Negativo +7941,93,111,97,Negativo +7942,93,95,103,Positivo +7943,98,81,105,Negativo +7944,88,63,99,Positivo +7945,90,69,104,Positivo +7946,99,66,95,Negativo +7947,85,84,96,Positivo +7948,90,67,99,Negativo +7949,92,98,104,Positivo +7950,92,127,96,Positivo +7951,90,81,95,Negativo +7952,90,123,104,Positivo +7953,89,119,99,Positivo +7954,85,52,97,Positivo +7955,97,88,96,Negativo +7956,85,104,102,Positivo +7957,96,71,98,Negativo +7958,89,44,103,Positivo +7959,86,80,97,Positivo +7960,93,67,96,Negativo +7961,96,89,104,Negativo +7962,86,46,101,Positivo +7963,97,69,97,Negativo +7964,89,90,103,Positivo +7965,98,95,96,Negativo +7966,85,60,98,Positivo +7967,96,53,101,Negativo +7968,91,112,99,Positivo +7969,87,80,104,Positivo +7970,91,49,101,Positivo +7971,87,56,95,Positivo +7972,95,49,105,Positivo +7973,87,44,104,Positivo +7974,92,80,98,Negativo +7975,92,84,96,Negativo +7976,93,101,99,Negativo +7977,91,123,100,Positivo +7978,97,82,102,Negativo +7979,87,53,104,Positivo +7980,96,55,97,Negativo +7981,85,85,105,Positivo +7982,97,108,96,Negativo +7983,89,63,105,Positivo +7984,100,101,97,Negativo +7985,96,88,105,Negativo +7986,95,106,105,Negativo +7987,92,44,101,Positivo +7988,91,129,97,Positivo +7989,87,50,99,Positivo +7990,94,107,104,Positivo +7991,95,69,103,Negativo +7992,98,80,105,Negativo +7993,100,80,103,Negativo +7994,90,74,101,Positivo +7995,85,44,102,Positivo +7996,98,62,102,Negativo +7997,91,65,97,Negativo +7998,86,63,100,Positivo +7999,94,99,100,Negativo +8000,99,120,102,Negativo +8001,95,127,104,Positivo +8002,87,118,99,Positivo +8003,98,103,96,Negativo +8004,100,122,95,Negativo +8005,87,93,98,Positivo +8006,90,111,97,Positivo +8007,85,108,102,Positivo +8008,98,82,105,Negativo +8009,92,40,100,Positivo +8010,95,111,98,Negativo +8011,99,102,105,Negativo +8012,86,122,96,Positivo +8013,93,68,105,Positivo +8014,98,121,97,Negativo +8015,92,78,103,Positivo +8016,98,44,97,Negativo +8017,92,44,95,Positivo +8018,92,105,105,Positivo +8019,92,73,95,Negativo +8020,100,105,105,Negativo +8021,94,101,96,Negativo +8022,98,48,105,Negativo +8023,94,80,96,Negativo +8024,93,51,105,Positivo +8025,97,110,97,Negativo +8026,85,78,103,Positivo +8027,91,40,104,Positivo +8028,89,93,100,Positivo +8029,88,49,103,Positivo +8030,99,42,103,Negativo +8031,87,114,99,Positivo +8032,96,96,99,Negativo +8033,87,92,101,Positivo +8034,86,73,97,Positivo +8035,98,91,97,Negativo +8036,93,63,101,Positivo +8037,90,78,97,Negativo +8038,100,48,103,Negativo +8039,95,102,100,Negativo +8040,94,67,105,Positivo +8041,100,54,96,Negativo +8042,95,115,104,Positivo +8043,99,40,100,Negativo +8044,100,44,104,Negativo +8045,91,67,103,Positivo +8046,96,72,101,Negativo +8047,94,127,96,Negativo +8048,87,126,105,Positivo +8049,92,65,102,Positivo +8050,86,123,102,Positivo +8051,87,81,104,Positivo +8052,95,84,97,Negativo +8053,96,69,98,Negativo +8054,85,120,102,Positivo +8055,88,90,101,Positivo +8056,87,96,98,Positivo +8057,93,81,103,Positivo +8058,87,85,98,Positivo +8059,91,57,98,Negativo +8060,88,87,98,Positivo +8061,94,124,98,Negativo +8062,95,72,101,Negativo +8063,85,54,105,Positivo +8064,95,58,95,Negativo +8065,95,86,100,Negativo +8066,100,121,98,Negativo +8067,88,64,99,Positivo +8068,93,58,102,Positivo +8069,99,47,97,Negativo +8070,90,121,104,Positivo +8071,98,78,96,Negativo +8072,87,40,96,Positivo +8073,99,121,104,Negativo +8074,89,41,97,Positivo +8075,85,67,105,Positivo +8076,86,98,103,Positivo +8077,100,62,96,Negativo +8078,88,63,102,Positivo +8079,91,124,96,Positivo +8080,91,124,97,Positivo +8081,96,42,99,Negativo +8082,87,127,97,Positivo +8083,85,68,100,Positivo +8084,92,92,100,Negativo +8085,89,56,96,Positivo +8086,99,54,100,Negativo +8087,98,85,98,Negativo +8088,85,105,95,Positivo +8089,91,72,101,Positivo +8090,92,99,98,Negativo +8091,91,84,105,Positivo +8092,93,60,97,Negativo +8093,92,81,103,Positivo +8094,97,96,97,Negativo +8095,97,94,102,Negativo +8096,96,66,95,Negativo +8097,100,45,98,Negativo +8098,86,80,104,Positivo +8099,92,114,97,Positivo +8100,86,40,105,Positivo +8101,91,46,105,Positivo +8102,96,126,97,Negativo +8103,94,98,104,Positivo +8104,85,93,100,Positivo +8105,97,60,97,Negativo +8106,99,128,101,Negativo +8107,89,91,104,Positivo +8108,94,78,99,Negativo +8109,96,90,102,Negativo +8110,94,127,98,Negativo +8111,88,63,103,Positivo +8112,85,105,97,Positivo +8113,93,108,95,Negativo +8114,93,52,103,Positivo +8115,87,43,102,Positivo +8116,90,116,98,Positivo +8117,95,71,104,Negativo +8118,98,54,98,Negativo +8119,86,96,95,Positivo +8120,98,40,102,Negativo +8121,100,80,102,Negativo +8122,96,79,97,Negativo +8123,99,66,95,Negativo +8124,86,44,103,Positivo +8125,90,77,105,Positivo +8126,94,79,96,Negativo +8127,88,63,97,Positivo +8128,96,118,98,Negativo +8129,93,89,98,Negativo +8130,97,91,96,Negativo +8131,85,41,96,Positivo +8132,87,128,102,Positivo +8133,88,56,95,Positivo +8134,92,90,104,Positivo +8135,97,56,103,Negativo +8136,93,83,101,Positivo +8137,93,101,100,Negativo +8138,98,40,97,Negativo +8139,99,46,103,Negativo +8140,89,58,102,Positivo +8141,95,112,101,Positivo +8142,99,47,97,Negativo +8143,91,91,95,Negativo +8144,87,66,96,Positivo +8145,92,96,102,Positivo +8146,97,65,101,Negativo +8147,98,107,96,Negativo +8148,97,110,102,Negativo +8149,88,87,103,Positivo +8150,91,71,97,Negativo +8151,85,113,105,Positivo +8152,98,62,97,Negativo +8153,91,56,104,Positivo +8154,90,111,97,Positivo +8155,89,122,101,Positivo +8156,99,81,102,Negativo +8157,90,45,95,Positivo +8158,99,63,101,Negativo +8159,97,70,98,Negativo +8160,94,67,98,Negativo +8161,90,88,102,Positivo +8162,90,103,98,Negativo +8163,89,82,98,Positivo +8164,86,103,97,Positivo +8165,97,68,101,Negativo +8166,96,108,102,Negativo +8167,99,99,102,Negativo +8168,93,43,96,Negativo +8169,99,112,101,Negativo +8170,88,117,105,Positivo +8171,100,44,103,Negativo +8172,99,125,98,Negativo +8173,88,117,95,Positivo +8174,98,55,97,Negativo +8175,86,101,95,Positivo +8176,91,112,100,Positivo +8177,95,59,105,Negativo +8178,95,94,97,Negativo +8179,89,106,97,Positivo +8180,96,89,95,Negativo +8181,87,63,103,Positivo +8182,95,124,101,Positivo +8183,90,93,95,Negativo +8184,98,66,95,Negativo +8185,99,76,95,Negativo +8186,99,59,96,Negativo +8187,98,114,97,Negativo +8188,95,125,102,Positivo +8189,88,41,95,Positivo +8190,96,124,105,Positivo +8191,97,42,99,Negativo +8192,94,71,105,Positivo +8193,87,66,104,Positivo +8194,91,121,100,Positivo +8195,90,95,100,Negativo +8196,94,115,97,Negativo +8197,100,72,96,Negativo +8198,97,109,105,Negativo +8199,100,49,103,Negativo +8200,96,82,97,Negativo +8201,86,46,96,Positivo +8202,87,66,105,Positivo +8203,85,108,101,Positivo +8204,97,92,105,Negativo +8205,98,56,103,Negativo +8206,91,107,97,Negativo +8207,98,47,100,Negativo +8208,87,129,100,Positivo +8209,89,124,104,Positivo +8210,86,47,97,Positivo +8211,87,43,95,Positivo +8212,94,75,102,Positivo +8213,97,52,101,Negativo +8214,89,95,99,Positivo +8215,98,44,99,Negativo +8216,85,122,105,Positivo +8217,95,48,104,Positivo +8218,100,69,101,Negativo +8219,92,110,102,Positivo +8220,93,62,103,Positivo +8221,86,79,101,Positivo +8222,98,115,102,Negativo +8223,91,69,104,Positivo +8224,99,40,105,Negativo +8225,90,82,103,Positivo +8226,89,43,105,Positivo +8227,95,103,102,Negativo +8228,93,82,97,Negativo +8229,90,92,98,Negativo +8230,88,42,101,Positivo +8231,95,65,97,Negativo +8232,99,105,102,Negativo +8233,92,75,97,Negativo +8234,91,75,99,Negativo +8235,97,57,97,Negativo +8236,94,92,99,Negativo +8237,85,117,97,Positivo +8238,86,123,98,Positivo +8239,93,60,102,Positivo +8240,95,129,95,Negativo +8241,96,42,98,Negativo +8242,98,66,101,Negativo +8243,89,80,95,Positivo +8244,85,124,101,Positivo +8245,91,59,104,Positivo +8246,86,71,97,Positivo +8247,86,77,103,Positivo +8248,100,76,100,Negativo +8249,85,120,105,Positivo +8250,96,105,105,Negativo +8251,94,85,100,Negativo +8252,91,76,105,Positivo +8253,98,67,102,Negativo +8254,93,88,102,Positivo +8255,94,91,103,Positivo +8256,87,62,100,Positivo +8257,98,75,105,Negativo +8258,93,56,96,Negativo +8259,92,59,101,Positivo +8260,88,66,102,Positivo +8261,88,116,97,Positivo +8262,85,122,104,Positivo +8263,97,52,98,Negativo +8264,93,41,99,Negativo +8265,86,111,98,Positivo +8266,89,125,99,Positivo +8267,96,97,102,Negativo +8268,86,97,100,Positivo +8269,88,72,104,Positivo +8270,88,95,105,Positivo +8271,90,65,105,Positivo +8272,98,96,95,Negativo +8273,85,82,102,Positivo +8274,89,81,103,Positivo +8275,86,63,105,Positivo +8276,93,99,102,Positivo +8277,96,88,102,Negativo +8278,85,79,104,Positivo +8279,94,126,97,Negativo +8280,87,45,103,Positivo +8281,85,53,102,Positivo +8282,89,115,96,Positivo +8283,90,124,101,Positivo +8284,90,98,105,Positivo +8285,94,121,98,Negativo +8286,92,93,99,Negativo +8287,89,71,101,Positivo +8288,91,69,103,Positivo +8289,85,93,95,Positivo +8290,96,105,105,Negativo +8291,99,79,99,Negativo +8292,86,121,101,Positivo +8293,88,73,100,Positivo +8294,98,80,105,Negativo +8295,85,91,98,Positivo +8296,100,53,99,Negativo +8297,88,91,104,Positivo +8298,89,96,102,Positivo +8299,98,107,100,Negativo +8300,98,43,100,Negativo +8301,100,97,99,Negativo +8302,98,86,97,Negativo +8303,92,53,103,Positivo +8304,94,60,101,Positivo +8305,91,65,102,Positivo +8306,88,124,100,Positivo +8307,94,115,102,Positivo +8308,88,117,101,Positivo +8309,87,109,95,Positivo +8310,96,95,99,Negativo +8311,94,73,99,Negativo +8312,93,78,105,Positivo +8313,90,76,97,Negativo +8314,95,55,96,Negativo +8315,100,63,103,Negativo +8316,98,40,102,Negativo +8317,98,54,95,Negativo +8318,95,65,95,Negativo +8319,88,75,103,Positivo +8320,100,44,98,Negativo +8321,89,97,99,Positivo +8322,94,122,95,Negativo +8323,92,100,101,Positivo +8324,96,106,96,Negativo +8325,100,119,104,Negativo +8326,100,87,102,Negativo +8327,100,80,95,Negativo +8328,96,76,105,Negativo +8329,95,102,102,Negativo +8330,86,100,104,Positivo +8331,94,60,103,Positivo +8332,89,54,95,Positivo +8333,96,84,96,Negativo +8334,96,40,99,Negativo +8335,87,82,97,Positivo +8336,88,53,105,Positivo +8337,99,119,98,Negativo +8338,99,49,104,Negativo +8339,86,61,97,Positivo +8340,98,90,100,Negativo +8341,95,79,97,Negativo +8342,93,98,98,Negativo +8343,86,87,95,Positivo +8344,94,115,102,Positivo +8345,86,84,101,Positivo +8346,87,40,95,Positivo +8347,94,111,104,Positivo +8348,87,49,100,Positivo +8349,98,62,100,Negativo +8350,90,76,98,Negativo +8351,97,118,103,Negativo +8352,87,81,98,Positivo +8353,93,90,100,Negativo +8354,93,56,97,Negativo +8355,85,49,102,Positivo +8356,96,106,105,Negativo +8357,88,76,101,Positivo +8358,89,90,100,Positivo +8359,95,46,101,Positivo +8360,96,70,97,Negativo +8361,96,93,98,Negativo +8362,96,85,95,Negativo +8363,90,94,97,Negativo +8364,93,113,96,Negativo +8365,88,120,100,Positivo +8366,90,116,102,Positivo +8367,87,64,98,Positivo +8368,100,70,103,Negativo +8369,100,58,95,Negativo +8370,100,112,95,Negativo +8371,96,105,98,Negativo +8372,91,127,99,Positivo +8373,89,45,102,Positivo +8374,85,43,99,Positivo +8375,86,66,105,Positivo +8376,87,48,95,Positivo +8377,97,70,98,Negativo +8378,95,106,96,Negativo +8379,93,109,96,Negativo +8380,87,129,104,Positivo +8381,88,122,99,Positivo +8382,85,43,103,Positivo +8383,94,129,101,Positivo +8384,90,74,101,Positivo +8385,85,90,95,Positivo +8386,93,69,101,Positivo +8387,92,51,97,Negativo +8388,95,98,95,Negativo +8389,87,81,96,Positivo +8390,96,93,96,Negativo +8391,99,83,104,Negativo +8392,89,46,96,Positivo +8393,97,112,103,Negativo +8394,99,103,95,Negativo +8395,93,130,100,Negativo +8396,87,119,101,Positivo +8397,85,42,102,Positivo +8398,92,46,97,Positivo +8399,97,47,103,Negativo +8400,93,67,95,Negativo +8401,97,114,100,Negativo +8402,88,125,98,Positivo +8403,89,48,104,Positivo +8404,89,112,98,Positivo +8405,100,83,97,Negativo +8406,94,105,105,Positivo +8407,93,74,97,Negativo +8408,94,99,101,Positivo +8409,87,48,97,Positivo +8410,91,121,100,Positivo +8411,91,56,103,Positivo +8412,92,107,103,Positivo +8413,100,73,102,Negativo +8414,85,70,95,Positivo +8415,89,84,105,Positivo +8416,99,130,100,Negativo +8417,86,44,102,Positivo +8418,90,123,103,Positivo +8419,98,58,98,Negativo +8420,89,56,104,Positivo +8421,87,96,99,Positivo +8422,85,68,101,Positivo +8423,97,125,102,Negativo +8424,93,67,98,Negativo +8425,90,103,95,Negativo +8426,90,61,95,Negativo +8427,92,90,95,Negativo +8428,96,70,102,Negativo +8429,87,58,100,Positivo +8430,100,71,101,Negativo +8431,89,120,96,Positivo +8432,92,107,102,Positivo +8433,93,118,100,Negativo +8434,92,81,96,Negativo +8435,86,104,95,Positivo +8436,89,80,105,Positivo +8437,92,117,98,Positivo +8438,91,101,103,Positivo +8439,98,120,97,Negativo +8440,87,123,99,Positivo +8441,97,62,99,Negativo +8442,98,71,96,Negativo +8443,98,46,105,Negativo +8444,89,95,102,Positivo +8445,91,46,100,Positivo +8446,86,47,104,Positivo +8447,93,101,98,Negativo +8448,87,45,99,Positivo +8449,96,53,96,Negativo +8450,95,77,96,Negativo +8451,87,44,102,Positivo +8452,97,92,97,Negativo +8453,89,49,99,Positivo +8454,92,122,95,Positivo +8455,92,69,100,Negativo +8456,88,119,99,Positivo +8457,90,86,105,Positivo +8458,98,118,103,Negativo +8459,100,55,100,Negativo +8460,85,122,97,Positivo +8461,90,111,105,Positivo +8462,92,96,96,Negativo +8463,94,83,102,Positivo +8464,99,81,99,Negativo +8465,85,86,95,Positivo +8466,87,58,101,Positivo +8467,88,83,99,Positivo +8468,90,94,103,Positivo +8469,95,74,100,Negativo +8470,100,80,95,Negativo +8471,89,69,104,Positivo +8472,100,59,95,Negativo +8473,96,62,98,Negativo +8474,87,53,103,Positivo +8475,90,75,102,Positivo +8476,100,116,95,Negativo +8477,100,78,102,Negativo +8478,97,80,95,Negativo +8479,88,102,100,Positivo +8480,86,128,95,Positivo +8481,95,120,97,Negativo +8482,92,66,95,Negativo +8483,87,41,97,Positivo +8484,86,65,99,Positivo +8485,85,75,99,Positivo +8486,91,53,101,Positivo +8487,97,99,96,Negativo +8488,100,110,100,Negativo +8489,91,88,104,Positivo +8490,99,116,102,Negativo +8491,92,46,99,Positivo +8492,96,127,105,Positivo +8493,100,80,97,Negativo +8494,95,105,101,Negativo +8495,89,52,95,Positivo +8496,99,74,96,Negativo +8497,94,109,97,Negativo +8498,92,94,99,Negativo +8499,91,80,99,Negativo +8500,91,98,104,Positivo +8501,98,95,97,Negativo +8502,94,83,105,Positivo +8503,87,114,105,Positivo +8504,97,104,96,Negativo +8505,85,120,98,Positivo +8506,99,53,100,Negativo +8507,93,70,104,Positivo +8508,98,69,98,Negativo +8509,90,114,99,Positivo +8510,86,97,95,Positivo +8511,89,59,102,Positivo +8512,91,100,97,Negativo +8513,99,109,100,Negativo +8514,86,49,102,Positivo +8515,90,124,95,Positivo +8516,94,96,95,Negativo +8517,91,49,96,Positivo +8518,95,94,96,Negativo +8519,88,88,98,Positivo +8520,92,126,101,Positivo +8521,86,63,104,Positivo +8522,92,90,100,Negativo +8523,87,79,100,Positivo +8524,93,46,101,Positivo +8525,87,92,102,Positivo +8526,89,41,98,Positivo +8527,100,71,102,Negativo +8528,86,40,97,Positivo +8529,89,119,96,Positivo +8530,99,102,103,Negativo +8531,99,106,105,Negativo +8532,96,111,96,Negativo +8533,90,75,103,Positivo +8534,94,69,96,Negativo +8535,91,88,96,Negativo +8536,97,50,102,Negativo +8537,94,70,98,Negativo +8538,90,112,102,Positivo +8539,86,128,103,Positivo +8540,98,81,102,Negativo +8541,91,68,101,Positivo +8542,85,61,105,Positivo +8543,97,110,104,Negativo +8544,85,75,95,Positivo +8545,100,108,97,Negativo +8546,90,95,101,Positivo +8547,86,65,104,Positivo +8548,96,86,95,Negativo +8549,89,127,101,Positivo +8550,100,121,101,Negativo +8551,87,95,100,Positivo +8552,87,115,103,Positivo +8553,93,116,98,Negativo +8554,99,95,96,Negativo +8555,95,108,96,Negativo +8556,100,76,99,Negativo +8557,100,69,99,Negativo +8558,93,50,101,Positivo +8559,95,93,104,Negativo +8560,96,85,95,Negativo +8561,92,106,101,Positivo +8562,85,92,105,Positivo +8563,94,74,104,Positivo +8564,99,102,97,Negativo +8565,85,107,104,Positivo +8566,96,85,96,Negativo +8567,87,97,95,Positivo +8568,91,47,101,Positivo +8569,86,93,103,Positivo +8570,91,95,102,Positivo +8571,96,124,100,Negativo +8572,97,81,98,Negativo +8573,86,113,96,Positivo +8574,86,129,104,Positivo +8575,85,55,98,Positivo +8576,97,99,100,Negativo +8577,88,88,102,Positivo +8578,98,61,105,Negativo +8579,96,122,105,Positivo +8580,95,86,95,Negativo +8581,100,128,96,Negativo +8582,93,107,102,Positivo +8583,90,101,100,Negativo +8584,92,103,102,Positivo +8585,91,53,102,Positivo +8586,100,74,104,Negativo +8587,97,125,105,Negativo +8588,99,70,100,Negativo +8589,94,107,103,Positivo +8590,92,110,103,Positivo +8591,89,109,103,Positivo +8592,97,100,103,Negativo +8593,86,74,101,Positivo +8594,94,44,101,Positivo +8595,87,60,96,Positivo +8596,90,51,97,Negativo +8597,93,40,102,Positivo +8598,97,66,99,Negativo +8599,98,78,96,Negativo +8600,97,113,101,Negativo +8601,99,73,97,Negativo +8602,85,91,95,Positivo +8603,88,109,104,Positivo +8604,93,56,100,Negativo +8605,96,75,105,Negativo +8606,92,119,96,Positivo +8607,87,117,103,Positivo +8608,91,83,96,Negativo +8609,92,72,95,Negativo +8610,94,102,105,Positivo +8611,95,93,105,Negativo +8612,97,56,97,Negativo +8613,90,57,96,Negativo +8614,95,106,97,Negativo +8615,90,51,97,Negativo +8616,99,95,96,Negativo +8617,85,72,101,Positivo +8618,88,90,102,Positivo +8619,96,93,98,Negativo +8620,91,48,105,Positivo +8621,89,63,100,Positivo +8622,88,101,99,Positivo +8623,93,65,103,Positivo +8624,87,73,99,Positivo +8625,92,65,101,Positivo +8626,86,84,102,Positivo +8627,86,73,95,Positivo +8628,91,118,101,Positivo +8629,97,97,103,Negativo +8630,85,89,104,Positivo +8631,94,60,101,Positivo +8632,98,92,103,Negativo +8633,88,95,102,Positivo +8634,100,95,96,Negativo +8635,88,113,101,Positivo +8636,91,91,104,Positivo +8637,94,65,104,Positivo +8638,92,84,95,Negativo +8639,98,123,105,Negativo +8640,97,61,105,Negativo +8641,85,46,102,Positivo +8642,87,125,97,Positivo +8643,96,64,96,Negativo +8644,96,119,100,Negativo +8645,91,74,104,Positivo +8646,91,87,95,Negativo +8647,86,57,97,Positivo +8648,96,63,104,Negativo +8649,87,66,98,Positivo +8650,99,94,97,Negativo +8651,100,102,96,Negativo +8652,92,87,95,Negativo +8653,89,48,101,Positivo +8654,91,95,95,Negativo +8655,93,129,97,Negativo +8656,95,129,103,Positivo +8657,94,80,100,Negativo +8658,100,69,100,Negativo +8659,85,105,96,Positivo +8660,94,81,95,Negativo +8661,90,92,97,Negativo +8662,91,47,99,Positivo +8663,86,127,100,Positivo +8664,100,78,105,Negativo +8665,95,47,102,Positivo +8666,96,112,96,Negativo +8667,87,129,96,Positivo +8668,88,85,96,Positivo +8669,94,89,103,Positivo +8670,92,83,97,Negativo +8671,89,53,101,Positivo +8672,97,45,98,Negativo +8673,94,41,97,Negativo +8674,91,67,95,Negativo +8675,95,120,98,Negativo +8676,97,55,103,Negativo +8677,98,94,97,Negativo +8678,94,81,99,Negativo +8679,91,108,95,Negativo +8680,85,109,105,Positivo +8681,97,126,95,Negativo +8682,99,99,98,Negativo +8683,95,78,103,Negativo +8684,87,56,96,Positivo +8685,89,111,105,Positivo +8686,91,116,105,Positivo +8687,94,49,95,Negativo +8688,89,94,95,Positivo +8689,99,49,97,Negativo +8690,86,120,98,Positivo +8691,92,98,102,Positivo +8692,87,101,105,Positivo +8693,95,70,98,Negativo +8694,94,54,97,Negativo +8695,100,90,95,Negativo +8696,91,87,98,Negativo +8697,94,128,98,Negativo +8698,98,60,101,Negativo +8699,91,81,99,Negativo +8700,99,97,98,Negativo +8701,91,82,99,Negativo +8702,100,85,98,Negativo +8703,95,124,99,Negativo +8704,90,95,104,Positivo +8705,91,47,99,Positivo +8706,95,86,104,Negativo +8707,86,50,103,Positivo +8708,100,59,102,Negativo +8709,95,53,99,Negativo +8710,89,121,102,Positivo +8711,87,43,102,Positivo +8712,86,40,98,Positivo +8713,88,113,103,Positivo +8714,92,127,105,Positivo +8715,91,90,98,Negativo +8716,100,128,103,Negativo +8717,89,67,96,Positivo +8718,96,54,101,Negativo +8719,91,98,100,Negativo +8720,87,46,104,Positivo +8721,94,112,105,Positivo +8722,86,43,95,Positivo +8723,85,79,103,Positivo +8724,95,108,103,Negativo +8725,96,47,101,Positivo +8726,92,42,96,Positivo +8727,95,110,101,Negativo +8728,87,86,95,Positivo +8729,85,107,105,Positivo +8730,91,87,104,Positivo +8731,86,92,104,Positivo +8732,88,42,95,Positivo +8733,95,50,104,Negativo +8734,87,63,100,Positivo +8735,98,54,95,Negativo +8736,93,82,104,Positivo +8737,98,48,99,Negativo +8738,96,67,103,Negativo +8739,100,50,98,Negativo +8740,93,86,95,Negativo +8741,99,80,99,Negativo +8742,85,126,100,Positivo +8743,85,46,97,Positivo +8744,93,62,101,Positivo +8745,85,80,96,Positivo +8746,85,49,99,Positivo +8747,94,57,102,Positivo +8748,85,56,100,Positivo +8749,90,43,101,Positivo +8750,91,41,100,Positivo +8751,100,84,99,Negativo +8752,100,101,95,Negativo +8753,91,44,105,Positivo +8754,93,114,103,Positivo +8755,93,77,100,Negativo +8756,88,108,99,Positivo +8757,94,130,101,Positivo +8758,99,69,99,Negativo +8759,97,73,100,Negativo +8760,99,108,100,Negativo +8761,92,61,100,Negativo +8762,95,62,105,Negativo +8763,88,48,101,Positivo +8764,85,70,103,Positivo +8765,89,72,103,Positivo +8766,100,130,102,Negativo +8767,99,88,96,Negativo +8768,94,44,98,Negativo +8769,86,127,103,Positivo +8770,85,122,105,Positivo +8771,89,41,95,Positivo +8772,98,87,101,Negativo +8773,100,97,103,Negativo +8774,85,43,105,Positivo +8775,85,125,105,Positivo +8776,89,44,97,Positivo +8777,85,44,95,Positivo +8778,86,60,98,Positivo +8779,86,104,96,Positivo +8780,100,126,99,Negativo +8781,91,84,103,Positivo +8782,93,105,100,Negativo +8783,86,43,100,Positivo +8784,90,56,105,Positivo +8785,97,83,100,Negativo +8786,88,54,102,Positivo +8787,85,64,96,Positivo +8788,99,127,101,Negativo +8789,93,41,103,Positivo +8790,87,75,97,Positivo +8791,90,46,99,Positivo +8792,99,51,97,Negativo +8793,99,93,98,Negativo +8794,87,70,100,Positivo +8795,87,122,99,Positivo +8796,94,41,105,Positivo +8797,94,130,95,Negativo +8798,100,82,101,Negativo +8799,89,114,104,Positivo +8800,100,57,100,Negativo +8801,91,45,97,Positivo +8802,95,96,103,Negativo +8803,89,96,103,Positivo +8804,88,99,95,Positivo +8805,93,47,100,Negativo +8806,87,46,95,Positivo +8807,99,79,101,Negativo +8808,95,43,103,Positivo +8809,94,96,96,Negativo +8810,93,83,99,Negativo +8811,95,84,102,Negativo +8812,88,40,105,Positivo +8813,85,126,99,Positivo +8814,88,41,105,Positivo +8815,95,40,102,Positivo +8816,89,67,96,Positivo +8817,100,116,103,Negativo +8818,86,129,99,Positivo +8819,88,50,97,Positivo +8820,94,54,104,Positivo +8821,98,101,99,Negativo +8822,96,121,105,Positivo +8823,88,86,95,Positivo +8824,99,79,97,Negativo +8825,99,85,99,Negativo +8826,94,72,105,Positivo +8827,88,121,99,Positivo +8828,90,106,99,Negativo +8829,96,66,103,Negativo +8830,89,50,105,Positivo +8831,85,89,99,Positivo +8832,98,102,100,Negativo +8833,98,122,100,Negativo +8834,98,100,95,Negativo +8835,94,67,95,Negativo +8836,90,72,103,Positivo +8837,85,72,96,Positivo +8838,98,85,96,Negativo +8839,94,99,103,Positivo +8840,97,102,98,Negativo +8841,89,80,95,Positivo +8842,89,125,103,Positivo +8843,97,104,105,Negativo +8844,94,102,104,Positivo +8845,87,67,104,Positivo +8846,90,54,100,Negativo +8847,99,70,101,Negativo +8848,92,52,103,Positivo +8849,99,104,99,Negativo +8850,86,98,95,Positivo +8851,85,83,105,Positivo +8852,86,99,104,Positivo +8853,85,82,102,Positivo +8854,100,116,100,Negativo +8855,86,66,104,Positivo +8856,96,88,103,Negativo +8857,87,127,102,Positivo +8858,91,45,104,Positivo +8859,95,57,102,Negativo +8860,86,77,104,Positivo +8861,92,55,96,Negativo +8862,93,85,103,Positivo +8863,97,107,102,Negativo +8864,93,53,97,Negativo +8865,88,119,104,Positivo +8866,89,127,105,Positivo +8867,92,130,99,Positivo +8868,87,125,97,Positivo +8869,100,81,103,Negativo +8870,86,97,103,Positivo +8871,98,104,97,Negativo +8872,90,51,97,Negativo +8873,94,62,97,Negativo +8874,100,58,99,Negativo +8875,86,119,96,Positivo +8876,91,122,97,Positivo +8877,89,113,95,Positivo +8878,92,86,103,Positivo +8879,99,94,100,Negativo +8880,95,60,98,Negativo +8881,88,82,104,Positivo +8882,89,40,105,Positivo +8883,92,96,101,Positivo +8884,88,100,103,Positivo +8885,90,124,101,Positivo +8886,100,53,100,Negativo +8887,100,106,97,Negativo +8888,96,47,104,Positivo +8889,87,62,102,Positivo +8890,100,125,98,Negativo +8891,97,115,99,Negativo +8892,92,64,96,Negativo +8893,86,95,103,Positivo +8894,89,100,96,Positivo +8895,95,130,95,Negativo +8896,85,106,97,Positivo +8897,85,50,101,Positivo +8898,97,76,101,Negativo +8899,94,84,104,Positivo +8900,97,47,97,Negativo +8901,86,66,103,Positivo +8902,93,68,97,Negativo +8903,97,77,96,Negativo +8904,93,117,102,Positivo +8905,95,92,98,Negativo +8906,90,74,98,Negativo +8907,94,106,97,Negativo +8908,94,93,97,Negativo +8909,99,126,104,Negativo +8910,86,67,99,Positivo +8911,95,95,100,Negativo +8912,98,50,101,Negativo +8913,91,107,100,Negativo +8914,88,75,100,Positivo +8915,98,41,97,Negativo +8916,93,105,99,Negativo +8917,94,116,99,Negativo +8918,100,118,98,Negativo +8919,98,54,105,Negativo +8920,92,40,102,Positivo +8921,95,85,97,Negativo +8922,90,46,95,Positivo +8923,92,66,101,Positivo +8924,97,46,100,Negativo +8925,86,54,103,Positivo +8926,94,116,96,Negativo +8927,99,63,101,Negativo +8928,98,114,96,Negativo +8929,98,68,99,Negativo +8930,85,50,99,Positivo +8931,90,106,102,Positivo +8932,88,58,95,Positivo +8933,94,129,105,Positivo +8934,85,110,103,Positivo +8935,96,77,102,Negativo +8936,97,62,98,Negativo +8937,86,127,105,Positivo +8938,86,81,98,Positivo +8939,89,72,101,Positivo +8940,86,71,100,Positivo +8941,91,65,101,Positivo +8942,90,123,103,Positivo +8943,92,105,99,Negativo +8944,100,48,105,Negativo +8945,95,101,105,Negativo +8946,94,91,103,Positivo +8947,86,83,100,Positivo +8948,94,71,105,Positivo +8949,93,61,97,Negativo +8950,99,61,98,Negativo +8951,96,128,100,Negativo +8952,95,121,100,Negativo +8953,92,59,97,Negativo +8954,87,89,95,Positivo +8955,89,77,99,Positivo +8956,100,100,100,Negativo +8957,91,63,104,Positivo +8958,93,94,100,Negativo +8959,94,65,104,Positivo +8960,94,70,97,Negativo +8961,98,48,97,Negativo +8962,92,76,100,Negativo +8963,98,110,105,Negativo +8964,97,75,99,Negativo +8965,85,97,102,Positivo +8966,85,111,105,Positivo +8967,90,45,99,Positivo +8968,92,57,102,Positivo +8969,86,110,102,Positivo +8970,94,63,98,Negativo +8971,87,57,98,Positivo +8972,91,49,102,Positivo +8973,86,113,95,Positivo +8974,88,96,99,Positivo +8975,93,128,101,Positivo +8976,95,127,103,Positivo +8977,89,56,104,Positivo +8978,89,127,102,Positivo +8979,97,68,95,Negativo +8980,98,58,104,Negativo +8981,95,121,97,Negativo +8982,86,104,102,Positivo +8983,100,128,103,Negativo +8984,96,80,101,Negativo +8985,85,104,101,Positivo +8986,94,62,105,Positivo +8987,88,107,98,Positivo +8988,93,71,105,Positivo +8989,99,113,99,Negativo +8990,100,102,95,Negativo +8991,94,118,104,Positivo +8992,96,99,100,Negativo +8993,91,97,98,Negativo +8994,91,93,97,Negativo +8995,97,129,105,Negativo +8996,88,60,97,Positivo +8997,86,118,97,Positivo +8998,87,107,97,Positivo +8999,90,104,95,Negativo +9000,86,95,104,Positivo +9001,87,55,102,Positivo +9002,96,123,97,Negativo +9003,95,55,97,Negativo +9004,95,71,99,Negativo +9005,96,95,100,Negativo +9006,87,129,96,Positivo +9007,97,82,104,Negativo +9008,97,94,104,Negativo +9009,94,87,100,Negativo +9010,90,67,98,Negativo +9011,95,41,102,Positivo +9012,100,59,103,Negativo +9013,89,89,101,Positivo +9014,90,97,100,Negativo +9015,86,75,97,Positivo +9016,87,115,100,Positivo +9017,87,86,96,Positivo +9018,99,88,104,Negativo +9019,98,102,102,Negativo +9020,93,125,97,Negativo +9021,97,65,97,Negativo +9022,85,123,102,Positivo +9023,99,89,95,Negativo +9024,99,64,97,Negativo +9025,92,86,105,Positivo +9026,92,115,95,Positivo +9027,93,128,96,Negativo +9028,97,121,100,Negativo +9029,93,117,99,Negativo +9030,90,60,95,Negativo +9031,98,70,99,Negativo +9032,100,120,99,Negativo +9033,94,122,102,Positivo +9034,97,83,98,Negativo +9035,89,88,104,Positivo +9036,90,108,100,Negativo +9037,96,100,98,Negativo +9038,90,114,104,Positivo +9039,87,130,102,Positivo +9040,98,92,97,Negativo +9041,90,69,104,Positivo +9042,98,92,97,Negativo +9043,95,105,102,Negativo +9044,100,117,100,Negativo +9045,89,105,103,Positivo +9046,94,105,97,Negativo +9047,87,87,104,Positivo +9048,96,92,104,Negativo +9049,95,112,98,Negativo +9050,89,77,99,Positivo +9051,87,114,104,Positivo +9052,92,109,97,Negativo +9053,90,100,100,Negativo +9054,96,80,105,Negativo +9055,100,49,96,Negativo +9056,90,52,99,Negativo +9057,90,82,98,Negativo +9058,97,113,102,Negativo +9059,96,109,95,Negativo +9060,94,117,100,Negativo +9061,97,111,97,Negativo +9062,94,82,96,Negativo +9063,87,98,100,Positivo +9064,93,93,101,Positivo +9065,93,79,105,Positivo +9066,100,96,103,Negativo +9067,94,114,95,Negativo +9068,87,96,101,Positivo +9069,99,69,100,Negativo +9070,88,108,99,Positivo +9071,85,79,103,Positivo +9072,86,58,104,Positivo +9073,100,66,105,Negativo +9074,88,91,100,Positivo +9075,91,122,103,Positivo +9076,91,68,104,Positivo +9077,93,94,96,Negativo +9078,87,50,95,Positivo +9079,86,65,97,Positivo +9080,89,50,104,Positivo +9081,97,50,104,Negativo +9082,91,90,97,Negativo +9083,98,88,95,Negativo +9084,95,69,96,Negativo +9085,92,87,100,Negativo +9086,89,93,98,Positivo +9087,100,49,101,Negativo +9088,94,109,104,Positivo +9089,86,50,105,Positivo +9090,85,44,97,Positivo +9091,89,100,105,Positivo +9092,95,41,99,Negativo +9093,89,71,104,Positivo +9094,97,52,103,Negativo +9095,86,130,104,Positivo +9096,87,117,96,Positivo +9097,90,115,101,Positivo +9098,97,52,101,Negativo +9099,98,83,98,Negativo +9100,88,71,97,Positivo +9101,86,68,104,Positivo +9102,90,77,95,Negativo +9103,97,54,95,Negativo +9104,86,107,97,Positivo +9105,95,110,99,Negativo +9106,86,100,98,Positivo +9107,90,89,98,Negativo +9108,94,69,103,Positivo +9109,85,79,95,Positivo +9110,94,67,97,Negativo +9111,87,94,99,Positivo +9112,99,113,95,Negativo +9113,85,77,101,Positivo +9114,99,126,102,Negativo +9115,95,89,102,Negativo +9116,97,75,96,Negativo +9117,95,107,102,Negativo +9118,89,43,105,Positivo +9119,86,50,99,Positivo +9120,92,110,97,Negativo +9121,93,46,102,Positivo +9122,99,105,96,Negativo +9123,85,52,101,Positivo +9124,93,91,104,Positivo +9125,85,77,99,Positivo +9126,89,67,98,Positivo +9127,94,73,98,Negativo +9128,100,40,101,Negativo +9129,91,94,97,Negativo +9130,93,64,104,Positivo +9131,99,65,102,Negativo +9132,95,108,102,Negativo +9133,97,119,103,Negativo +9134,93,128,102,Positivo +9135,96,89,99,Negativo +9136,85,71,102,Positivo +9137,91,113,105,Positivo +9138,88,48,100,Positivo +9139,100,110,97,Negativo +9140,85,51,102,Positivo +9141,96,89,103,Negativo +9142,89,93,103,Positivo +9143,95,129,95,Negativo +9144,91,115,103,Positivo +9145,93,68,99,Negativo +9146,97,69,97,Negativo +9147,95,43,104,Positivo +9148,92,120,99,Positivo +9149,94,53,102,Positivo +9150,96,55,98,Negativo +9151,97,109,105,Negativo +9152,88,92,100,Positivo +9153,95,61,105,Negativo +9154,89,103,105,Positivo +9155,96,52,95,Negativo +9156,99,94,100,Negativo +9157,92,48,97,Positivo +9158,89,90,103,Positivo +9159,100,65,105,Negativo +9160,98,100,99,Negativo +9161,92,52,98,Negativo +9162,97,52,100,Negativo +9163,94,65,96,Negativo +9164,89,55,101,Positivo +9165,89,73,95,Positivo +9166,86,79,100,Positivo +9167,95,41,101,Positivo +9168,91,119,105,Positivo +9169,96,83,96,Negativo +9170,86,115,99,Positivo +9171,96,120,96,Negativo +9172,92,130,96,Positivo +9173,100,58,104,Negativo +9174,86,86,104,Positivo +9175,93,64,102,Positivo +9176,90,121,98,Positivo +9177,98,42,103,Negativo +9178,94,76,98,Negativo +9179,98,125,99,Negativo +9180,97,43,99,Negativo +9181,98,83,100,Negativo +9182,90,56,104,Positivo +9183,96,66,104,Negativo +9184,93,81,96,Negativo +9185,99,79,102,Negativo +9186,96,129,102,Positivo +9187,98,97,98,Negativo +9188,86,43,96,Positivo +9189,100,117,100,Negativo +9190,93,96,95,Negativo +9191,99,50,105,Negativo +9192,97,126,101,Negativo +9193,97,82,102,Negativo +9194,87,117,104,Positivo +9195,88,49,104,Positivo +9196,93,90,97,Negativo +9197,90,43,97,Positivo +9198,93,100,98,Negativo +9199,100,86,102,Negativo +9200,94,61,98,Negativo +9201,95,130,103,Positivo +9202,85,113,99,Positivo +9203,88,43,95,Positivo +9204,100,81,100,Negativo +9205,98,86,102,Negativo +9206,93,106,103,Positivo +9207,91,101,102,Positivo +9208,90,94,100,Negativo +9209,97,90,104,Negativo +9210,98,85,104,Negativo +9211,96,96,97,Negativo +9212,93,51,97,Negativo +9213,98,62,100,Negativo +9214,85,66,98,Positivo +9215,89,113,98,Positivo +9216,100,59,97,Negativo +9217,100,86,100,Negativo +9218,96,66,105,Negativo +9219,88,116,97,Positivo +9220,85,57,99,Positivo +9221,90,60,97,Negativo +9222,99,51,102,Negativo +9223,90,127,96,Positivo +9224,99,57,98,Negativo +9225,86,77,95,Positivo +9226,96,60,98,Negativo +9227,91,113,98,Positivo +9228,95,50,99,Negativo +9229,90,92,104,Positivo +9230,92,40,103,Positivo +9231,96,77,98,Negativo +9232,97,76,100,Negativo +9233,85,74,104,Positivo +9234,85,74,102,Positivo +9235,91,53,102,Positivo +9236,90,105,96,Negativo +9237,85,122,97,Positivo +9238,100,103,97,Negativo +9239,92,58,97,Negativo +9240,99,119,96,Negativo +9241,91,42,97,Positivo +9242,94,60,105,Positivo +9243,85,82,105,Positivo +9244,93,98,100,Negativo +9245,89,57,100,Positivo +9246,98,68,101,Negativo +9247,90,76,96,Negativo +9248,100,90,100,Negativo +9249,100,83,100,Negativo +9250,96,84,104,Negativo +9251,98,80,97,Negativo +9252,92,73,101,Positivo +9253,93,112,105,Positivo +9254,88,44,102,Positivo +9255,95,101,103,Negativo +9256,86,48,105,Positivo +9257,94,130,104,Positivo +9258,93,82,100,Negativo +9259,93,84,102,Positivo +9260,88,79,97,Positivo +9261,88,122,104,Positivo +9262,94,45,98,Negativo +9263,92,40,95,Positivo +9264,95,47,95,Negativo +9265,86,121,99,Positivo +9266,100,122,104,Negativo +9267,89,98,105,Positivo +9268,92,52,97,Negativo +9269,98,76,98,Negativo +9270,89,93,104,Positivo +9271,88,122,105,Positivo +9272,94,95,102,Positivo +9273,96,124,97,Negativo +9274,98,61,105,Negativo +9275,88,61,103,Positivo +9276,96,112,97,Negativo +9277,100,112,95,Negativo +9278,85,65,95,Positivo +9279,85,122,101,Positivo +9280,94,55,105,Positivo +9281,87,93,99,Positivo +9282,99,107,102,Negativo +9283,91,50,103,Positivo +9284,92,101,99,Negativo +9285,93,76,102,Positivo +9286,86,46,102,Positivo +9287,85,112,104,Positivo +9288,92,62,99,Negativo +9289,88,118,100,Positivo +9290,98,61,105,Negativo +9291,92,110,102,Positivo +9292,92,98,96,Negativo +9293,97,104,101,Negativo +9294,94,65,103,Positivo +9295,97,72,100,Negativo +9296,88,115,103,Positivo +9297,92,113,98,Positivo +9298,96,122,103,Positivo +9299,87,126,95,Positivo +9300,98,67,97,Negativo +9301,98,125,101,Negativo +9302,91,93,103,Positivo +9303,94,54,95,Negativo +9304,87,122,104,Positivo +9305,91,126,100,Positivo +9306,98,80,100,Negativo +9307,95,104,104,Negativo +9308,98,91,105,Negativo +9309,88,90,96,Positivo +9310,98,60,99,Negativo +9311,87,64,100,Positivo +9312,93,130,99,Negativo +9313,95,120,98,Negativo +9314,91,54,103,Positivo +9315,89,94,101,Positivo +9316,87,112,99,Positivo +9317,93,72,103,Positivo +9318,100,76,100,Negativo +9319,95,119,101,Positivo +9320,90,125,95,Positivo +9321,100,78,103,Negativo +9322,95,100,104,Negativo +9323,89,119,101,Positivo +9324,96,83,97,Negativo +9325,97,54,103,Negativo +9326,89,65,103,Positivo +9327,96,66,96,Negativo +9328,99,41,104,Negativo +9329,92,65,102,Positivo +9330,91,45,96,Positivo +9331,87,77,97,Positivo +9332,91,46,95,Positivo +9333,85,95,105,Positivo +9334,89,63,105,Positivo +9335,99,52,103,Negativo +9336,90,109,97,Negativo +9337,95,93,99,Negativo +9338,91,55,103,Positivo +9339,89,96,98,Positivo +9340,97,115,102,Negativo +9341,86,55,98,Positivo +9342,99,104,99,Negativo +9343,90,90,95,Negativo +9344,93,77,105,Positivo +9345,86,55,96,Positivo +9346,87,112,103,Positivo +9347,98,48,98,Negativo +9348,94,62,98,Negativo +9349,89,87,103,Positivo +9350,99,121,103,Negativo +9351,99,46,97,Negativo +9352,98,89,100,Negativo +9353,93,68,95,Negativo +9354,85,66,104,Positivo +9355,99,115,99,Negativo +9356,97,83,104,Negativo +9357,96,68,99,Negativo +9358,92,102,98,Negativo +9359,92,62,101,Positivo +9360,89,59,97,Positivo +9361,87,121,100,Positivo +9362,97,74,99,Negativo +9363,89,92,100,Positivo +9364,91,81,98,Negativo +9365,88,130,100,Positivo +9366,99,42,98,Negativo +9367,89,81,104,Positivo +9368,87,86,97,Positivo +9369,85,44,95,Positivo +9370,89,119,99,Positivo +9371,89,57,99,Positivo +9372,96,126,101,Positivo +9373,85,113,95,Positivo +9374,86,84,96,Positivo +9375,93,113,98,Negativo +9376,97,101,101,Negativo +9377,90,130,98,Positivo +9378,100,95,97,Negativo +9379,92,95,97,Negativo +9380,92,111,95,Positivo +9381,85,46,98,Positivo +9382,87,42,98,Positivo +9383,91,80,95,Negativo +9384,94,79,103,Positivo +9385,94,116,100,Negativo +9386,90,75,102,Positivo +9387,89,99,99,Positivo +9388,97,46,98,Negativo +9389,92,53,96,Negativo +9390,88,62,96,Positivo +9391,100,56,95,Negativo +9392,92,62,96,Negativo +9393,92,58,105,Positivo +9394,92,119,95,Positivo +9395,100,119,95,Negativo +9396,86,123,101,Positivo +9397,94,79,105,Positivo +9398,86,87,102,Positivo +9399,90,102,105,Positivo +9400,88,63,101,Positivo +9401,98,93,104,Negativo +9402,86,68,105,Positivo +9403,99,55,104,Negativo +9404,90,83,95,Negativo +9405,87,55,101,Positivo +9406,96,53,97,Negativo +9407,99,112,101,Negativo +9408,99,79,97,Negativo +9409,94,66,101,Positivo +9410,89,83,104,Positivo +9411,96,70,103,Negativo +9412,87,80,101,Positivo +9413,94,58,104,Positivo +9414,100,120,97,Negativo +9415,99,42,105,Negativo +9416,100,70,99,Negativo +9417,85,118,101,Positivo +9418,94,59,104,Positivo +9419,91,121,104,Positivo +9420,94,84,95,Negativo +9421,89,107,102,Positivo +9422,97,87,96,Negativo +9423,89,124,98,Positivo +9424,93,76,100,Negativo +9425,88,56,98,Positivo +9426,92,71,95,Negativo +9427,85,108,100,Positivo +9428,99,116,97,Negativo +9429,89,97,96,Positivo +9430,98,115,98,Negativo +9431,99,63,97,Negativo +9432,92,66,101,Positivo +9433,98,128,97,Negativo +9434,89,82,99,Positivo +9435,97,67,98,Negativo +9436,86,65,95,Positivo +9437,90,126,103,Positivo +9438,100,77,105,Negativo +9439,99,73,98,Negativo +9440,88,48,104,Positivo +9441,96,44,101,Positivo +9442,89,84,102,Positivo +9443,97,117,102,Negativo +9444,90,125,105,Positivo +9445,99,107,104,Negativo +9446,98,55,98,Negativo +9447,92,55,101,Positivo +9448,89,61,95,Positivo +9449,93,42,105,Positivo +9450,100,72,104,Negativo +9451,86,79,103,Positivo +9452,98,45,100,Negativo +9453,96,52,100,Negativo +9454,95,118,98,Negativo +9455,96,69,105,Negativo +9456,96,99,104,Negativo +9457,88,61,99,Positivo +9458,87,48,101,Positivo +9459,91,59,102,Positivo +9460,87,42,98,Positivo +9461,91,111,100,Positivo +9462,86,43,100,Positivo +9463,93,69,105,Positivo +9464,92,54,101,Positivo +9465,89,63,101,Positivo +9466,90,111,101,Positivo +9467,92,51,100,Negativo +9468,88,129,103,Positivo +9469,92,62,100,Negativo +9470,88,93,96,Positivo +9471,97,70,96,Negativo +9472,91,106,99,Negativo +9473,98,128,99,Negativo +9474,91,110,97,Negativo +9475,85,80,101,Positivo +9476,86,129,95,Positivo +9477,97,111,96,Negativo +9478,87,42,101,Positivo +9479,85,109,101,Positivo +9480,90,92,98,Negativo +9481,87,45,97,Positivo +9482,94,89,100,Negativo +9483,96,40,101,Positivo +9484,93,108,103,Positivo +9485,85,56,99,Positivo +9486,95,83,96,Negativo +9487,88,67,102,Positivo +9488,93,113,103,Positivo +9489,97,92,95,Negativo +9490,86,54,102,Positivo +9491,85,106,105,Positivo +9492,97,116,96,Negativo +9493,97,128,104,Negativo +9494,96,113,100,Negativo +9495,89,74,97,Positivo +9496,85,105,97,Positivo +9497,87,127,105,Positivo +9498,97,45,98,Negativo +9499,99,57,103,Negativo +9500,97,94,100,Negativo +9501,92,127,103,Positivo +9502,96,129,95,Negativo +9503,95,95,99,Negativo +9504,99,115,102,Negativo +9505,86,77,101,Positivo +9506,100,40,96,Negativo +9507,96,60,101,Negativo +9508,89,72,100,Positivo +9509,94,67,98,Negativo +9510,90,105,96,Negativo +9511,100,129,100,Negativo +9512,91,89,95,Negativo +9513,91,89,100,Negativo +9514,87,103,98,Positivo +9515,87,110,103,Positivo +9516,97,58,97,Negativo +9517,98,70,102,Negativo +9518,94,61,104,Positivo +9519,88,83,103,Positivo +9520,87,51,104,Positivo +9521,94,104,101,Positivo +9522,96,116,103,Positivo +9523,92,73,103,Positivo +9524,91,109,104,Positivo +9525,96,60,102,Negativo +9526,87,72,97,Positivo +9527,100,77,98,Negativo +9528,91,110,101,Positivo +9529,92,120,98,Positivo +9530,99,119,102,Negativo +9531,93,105,100,Negativo +9532,85,73,96,Positivo +9533,96,88,104,Negativo +9534,88,53,104,Positivo +9535,96,100,96,Negativo +9536,98,51,100,Negativo +9537,100,107,98,Negativo +9538,86,99,103,Positivo +9539,99,99,99,Negativo +9540,87,64,99,Positivo +9541,95,103,100,Negativo +9542,94,105,98,Negativo +9543,97,114,105,Negativo +9544,97,74,96,Negativo +9545,89,97,105,Positivo +9546,95,100,105,Negativo +9547,98,53,95,Negativo +9548,91,59,95,Negativo +9549,94,113,97,Negativo +9550,100,68,97,Negativo +9551,97,98,99,Negativo +9552,94,98,102,Positivo +9553,89,40,96,Positivo +9554,93,84,103,Positivo +9555,93,100,101,Positivo +9556,90,93,100,Negativo +9557,90,110,100,Negativo +9558,89,79,101,Positivo +9559,87,101,101,Positivo +9560,87,52,97,Positivo +9561,95,85,102,Negativo +9562,86,80,97,Positivo +9563,96,98,103,Negativo +9564,95,65,96,Negativo +9565,94,127,101,Positivo +9566,92,46,95,Positivo +9567,89,102,101,Positivo +9568,87,42,101,Positivo +9569,93,107,95,Negativo +9570,89,82,99,Positivo +9571,98,67,97,Negativo +9572,86,97,103,Positivo +9573,89,72,95,Positivo +9574,95,68,102,Negativo +9575,92,42,101,Positivo +9576,94,119,98,Negativo +9577,94,60,100,Negativo +9578,88,67,101,Positivo +9579,95,45,104,Positivo +9580,98,59,96,Negativo +9581,96,115,97,Negativo +9582,99,117,100,Negativo +9583,87,68,99,Positivo +9584,98,62,103,Negativo +9585,99,53,101,Negativo +9586,88,44,101,Positivo +9587,91,75,100,Negativo +9588,97,92,100,Negativo +9589,94,123,103,Positivo +9590,100,87,101,Negativo +9591,91,85,95,Negativo +9592,98,47,102,Negativo +9593,97,85,96,Negativo +9594,97,41,96,Negativo +9595,94,42,97,Negativo +9596,98,122,96,Negativo +9597,92,125,101,Positivo +9598,90,128,97,Positivo +9599,87,116,95,Positivo +9600,89,78,104,Positivo +9601,91,126,98,Positivo +9602,99,86,105,Negativo +9603,98,106,100,Negativo +9604,93,109,97,Negativo +9605,94,86,102,Positivo +9606,97,99,99,Negativo +9607,85,44,98,Positivo +9608,90,125,104,Positivo +9609,86,88,105,Positivo +9610,95,92,95,Negativo +9611,90,115,101,Positivo +9612,95,103,98,Negativo +9613,86,110,95,Positivo +9614,88,98,104,Positivo +9615,93,56,105,Positivo +9616,94,114,95,Negativo +9617,97,44,105,Negativo +9618,90,123,97,Positivo +9619,87,92,97,Positivo +9620,99,103,98,Negativo +9621,87,44,105,Positivo +9622,97,101,96,Negativo +9623,99,67,104,Negativo +9624,88,42,97,Positivo +9625,87,50,102,Positivo +9626,97,57,99,Negativo +9627,90,102,103,Positivo +9628,91,72,100,Negativo +9629,95,106,100,Negativo +9630,86,41,99,Positivo +9631,98,88,103,Negativo +9632,87,49,102,Positivo +9633,92,99,105,Positivo +9634,86,99,96,Positivo +9635,89,124,100,Positivo +9636,96,94,104,Negativo +9637,92,106,96,Negativo +9638,85,78,101,Positivo +9639,95,95,96,Negativo +9640,99,94,96,Negativo +9641,96,115,100,Negativo +9642,94,55,104,Positivo +9643,97,107,101,Negativo +9644,98,73,102,Negativo +9645,86,95,105,Positivo +9646,97,53,98,Negativo +9647,92,42,100,Positivo +9648,86,40,95,Positivo +9649,97,120,98,Negativo +9650,94,123,103,Positivo +9651,99,56,100,Negativo +9652,89,83,102,Positivo +9653,98,69,98,Negativo +9654,92,74,99,Negativo +9655,87,96,104,Positivo +9656,97,102,96,Negativo +9657,99,95,101,Negativo +9658,98,112,105,Negativo +9659,91,105,97,Negativo +9660,93,111,105,Positivo +9661,100,69,100,Negativo +9662,87,43,100,Positivo +9663,87,70,100,Positivo +9664,90,108,96,Negativo +9665,92,122,100,Positivo +9666,90,90,95,Negativo +9667,91,105,101,Positivo +9668,98,50,105,Negativo +9669,89,94,103,Positivo +9670,91,47,102,Positivo +9671,90,45,104,Positivo +9672,87,106,98,Positivo +9673,93,66,102,Positivo +9674,91,62,104,Positivo +9675,97,49,95,Negativo +9676,93,127,103,Positivo +9677,95,90,98,Negativo +9678,89,121,95,Positivo +9679,89,123,96,Positivo +9680,92,125,99,Positivo +9681,85,89,103,Positivo +9682,92,106,99,Negativo +9683,93,61,103,Positivo +9684,92,64,102,Positivo +9685,99,105,95,Negativo +9686,89,77,101,Positivo +9687,90,62,98,Negativo +9688,96,68,105,Negativo +9689,85,85,102,Positivo +9690,95,54,101,Negativo +9691,95,55,96,Negativo +9692,86,105,99,Positivo +9693,90,111,97,Positivo +9694,100,71,95,Negativo +9695,87,53,105,Positivo +9696,88,61,96,Positivo +9697,85,64,100,Positivo +9698,86,115,98,Positivo +9699,88,128,103,Positivo +9700,85,118,105,Positivo +9701,89,113,98,Positivo +9702,91,129,100,Positivo +9703,89,98,95,Positivo +9704,97,103,96,Negativo +9705,89,56,102,Positivo +9706,88,118,97,Positivo +9707,93,107,102,Positivo +9708,88,95,105,Positivo +9709,98,123,103,Negativo +9710,98,82,105,Negativo +9711,92,112,96,Positivo +9712,98,130,100,Negativo +9713,85,92,101,Positivo +9714,92,92,98,Negativo +9715,85,123,104,Positivo +9716,87,129,104,Positivo +9717,98,45,100,Negativo +9718,99,77,104,Negativo +9719,89,61,104,Positivo +9720,87,114,103,Positivo +9721,87,47,103,Positivo +9722,85,125,105,Positivo +9723,92,86,104,Positivo +9724,100,43,99,Negativo +9725,95,46,100,Negativo +9726,87,125,99,Positivo +9727,92,93,103,Positivo +9728,91,110,105,Positivo +9729,85,109,102,Positivo +9730,91,48,105,Positivo +9731,99,102,99,Negativo +9732,93,93,95,Negativo +9733,90,50,104,Positivo +9734,97,126,105,Negativo +9735,98,77,101,Negativo +9736,99,63,95,Negativo +9737,89,41,95,Positivo +9738,96,129,104,Positivo +9739,88,41,98,Positivo +9740,96,50,95,Negativo +9741,96,86,104,Negativo +9742,97,43,103,Negativo +9743,100,63,104,Negativo +9744,87,124,96,Positivo +9745,85,87,98,Positivo +9746,99,99,98,Negativo +9747,88,55,98,Positivo +9748,87,71,99,Positivo +9749,88,109,98,Positivo +9750,94,68,105,Positivo +9751,89,124,100,Positivo +9752,88,43,96,Positivo +9753,85,118,104,Positivo +9754,89,108,104,Positivo +9755,98,101,102,Negativo +9756,90,82,103,Positivo +9757,91,46,99,Positivo +9758,100,91,102,Negativo +9759,93,47,103,Positivo +9760,88,55,99,Positivo +9761,85,65,101,Positivo +9762,89,92,100,Positivo +9763,95,77,103,Negativo +9764,96,69,96,Negativo +9765,85,81,95,Positivo +9766,95,73,102,Negativo +9767,88,56,95,Positivo +9768,86,96,96,Positivo +9769,97,73,102,Negativo +9770,90,40,96,Positivo +9771,90,66,96,Negativo +9772,88,57,100,Positivo +9773,92,99,103,Positivo +9774,92,72,96,Negativo +9775,89,54,104,Positivo +9776,93,109,101,Positivo +9777,99,114,101,Negativo +9778,87,122,99,Positivo +9779,96,80,105,Negativo +9780,89,88,103,Positivo +9781,90,71,105,Positivo +9782,92,78,103,Positivo +9783,89,129,104,Positivo +9784,96,95,97,Negativo +9785,100,125,105,Negativo +9786,87,94,104,Positivo +9787,98,91,102,Negativo +9788,96,86,101,Negativo +9789,98,107,98,Negativo +9790,92,42,96,Positivo +9791,98,104,101,Negativo +9792,93,87,99,Negativo +9793,99,99,105,Negativo +9794,94,53,98,Negativo +9795,97,55,102,Negativo +9796,91,90,99,Negativo +9797,99,78,103,Negativo +9798,90,72,103,Positivo +9799,100,112,101,Negativo +9800,88,107,97,Positivo +9801,85,45,104,Positivo +9802,94,88,105,Positivo +9803,90,48,105,Positivo +9804,98,130,102,Negativo +9805,91,110,101,Positivo +9806,99,115,102,Negativo +9807,85,118,104,Positivo +9808,100,111,104,Negativo +9809,98,123,101,Negativo +9810,97,95,101,Negativo +9811,86,117,102,Positivo +9812,92,44,96,Positivo +9813,95,78,104,Negativo +9814,94,126,100,Negativo +9815,88,61,104,Positivo +9816,85,84,100,Positivo +9817,95,123,101,Positivo +9818,88,87,95,Positivo +9819,95,40,100,Negativo +9820,99,40,99,Negativo +9821,89,98,95,Positivo +9822,99,101,96,Negativo +9823,89,87,104,Positivo +9824,100,48,95,Negativo +9825,90,74,97,Negativo +9826,87,42,99,Positivo +9827,86,88,96,Positivo +9828,96,101,100,Negativo +9829,90,126,103,Positivo +9830,100,92,101,Negativo +9831,95,129,101,Positivo +9832,97,61,99,Negativo +9833,87,108,95,Positivo +9834,91,69,95,Negativo +9835,87,57,95,Positivo +9836,85,44,100,Positivo +9837,98,81,105,Negativo +9838,98,121,95,Negativo +9839,93,67,105,Positivo +9840,92,119,96,Positivo +9841,91,87,105,Positivo +9842,94,91,95,Negativo +9843,98,118,101,Negativo +9844,95,83,97,Negativo +9845,93,53,104,Positivo +9846,100,125,102,Negativo +9847,96,41,101,Positivo +9848,92,57,100,Negativo +9849,92,90,100,Negativo +9850,95,102,99,Negativo +9851,97,93,99,Negativo +9852,94,49,104,Positivo +9853,96,129,102,Positivo +9854,97,96,105,Negativo +9855,98,106,101,Negativo +9856,93,110,101,Positivo +9857,98,122,105,Negativo +9858,92,81,97,Negativo +9859,85,102,96,Positivo +9860,96,51,105,Negativo +9861,89,102,99,Positivo +9862,99,63,100,Negativo +9863,88,49,104,Positivo +9864,91,111,104,Positivo +9865,92,125,99,Positivo +9866,97,120,95,Negativo +9867,99,78,97,Negativo +9868,95,98,103,Negativo +9869,85,100,96,Positivo +9870,97,41,104,Negativo +9871,97,69,101,Negativo +9872,85,71,103,Positivo +9873,99,44,101,Negativo +9874,94,100,101,Positivo +9875,91,110,105,Positivo +9876,94,40,95,Negativo +9877,92,50,97,Negativo +9878,98,42,101,Negativo +9879,90,84,95,Negativo +9880,97,108,102,Negativo +9881,90,98,101,Positivo +9882,86,115,105,Positivo +9883,90,54,103,Positivo +9884,91,102,96,Negativo +9885,88,120,95,Positivo +9886,99,61,95,Negativo +9887,92,64,103,Positivo +9888,94,116,100,Negativo +9889,95,93,100,Negativo +9890,89,98,102,Positivo +9891,98,98,98,Negativo +9892,100,41,95,Negativo +9893,92,127,96,Positivo +9894,95,53,96,Negativo +9895,87,73,96,Positivo +9896,89,47,102,Positivo +9897,96,59,103,Negativo +9898,88,100,98,Positivo +9899,89,110,97,Positivo +9900,88,45,102,Positivo +9901,96,69,103,Negativo +9902,87,86,97,Positivo +9903,86,95,100,Positivo +9904,87,48,100,Positivo +9905,100,73,96,Negativo +9906,100,69,103,Negativo +9907,96,43,99,Negativo +9908,92,124,95,Positivo +9909,100,58,95,Negativo +9910,96,119,96,Negativo +9911,96,97,96,Negativo +9912,98,84,105,Negativo +9913,98,59,95,Negativo +9914,100,51,100,Negativo +9915,96,106,95,Negativo +9916,93,103,98,Negativo +9917,97,127,97,Negativo +9918,85,118,98,Positivo +9919,90,122,105,Positivo +9920,92,52,100,Negativo +9921,100,44,97,Negativo +9922,98,59,95,Negativo +9923,96,117,96,Negativo +9924,85,108,99,Positivo +9925,100,60,104,Negativo +9926,98,68,96,Negativo +9927,88,49,98,Positivo +9928,98,113,100,Negativo +9929,86,43,99,Positivo +9930,88,48,101,Positivo +9931,93,71,99,Negativo +9932,98,103,95,Negativo +9933,87,60,96,Positivo +9934,90,52,97,Negativo +9935,91,67,99,Negativo +9936,86,69,101,Positivo +9937,96,45,99,Negativo +9938,89,65,98,Positivo +9939,90,76,98,Negativo +9940,92,120,100,Positivo +9941,90,70,99,Negativo +9942,91,109,103,Positivo +9943,95,72,103,Negativo +9944,86,130,102,Positivo +9945,97,112,95,Negativo +9946,88,53,102,Positivo +9947,85,90,105,Positivo +9948,98,106,99,Negativo +9949,96,112,104,Positivo +9950,98,106,105,Negativo +9951,89,84,96,Positivo +9952,94,90,99,Negativo +9953,92,84,98,Negativo +9954,95,109,95,Negativo +9955,89,57,102,Positivo +9956,90,104,105,Positivo +9957,92,103,102,Positivo +9958,89,43,99,Positivo +9959,87,119,101,Positivo +9960,89,89,102,Positivo +9961,88,71,101,Positivo +9962,96,94,102,Negativo +9963,85,97,102,Positivo +9964,88,86,100,Positivo +9965,100,109,98,Negativo +9966,89,95,98,Positivo +9967,95,114,95,Negativo +9968,98,96,98,Negativo +9969,100,46,102,Negativo +9970,97,111,95,Negativo +9971,86,92,105,Positivo +9972,98,123,96,Negativo +9973,92,106,104,Positivo +9974,90,100,102,Positivo +9975,93,48,95,Negativo +9976,85,87,100,Positivo +9977,94,118,95,Negativo +9978,88,52,101,Positivo +9979,94,108,101,Positivo +9980,88,93,100,Positivo +9981,90,91,97,Negativo +9982,95,43,95,Negativo +9983,85,56,100,Positivo +9984,87,71,102,Positivo +9985,87,125,101,Positivo +9986,98,110,95,Negativo +9987,92,68,96,Negativo +9988,93,42,97,Negativo +9989,90,116,103,Positivo +9990,93,62,96,Negativo +9991,95,116,95,Negativo +9992,95,41,96,Negativo +9993,98,125,100,Negativo +9994,100,42,96,Negativo +9995,95,124,97,Negativo +9996,88,70,100,Positivo +9997,99,56,105,Negativo +9998,92,49,98,Positivo +9999,85,52,99,Positivo \ No newline at end of file diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-NB.ipynb b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-NB.ipynb new file mode 100644 index 00000000..234ce3ff --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-NB.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":29,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-11-19T12:45:24.158690Z","iopub.status.busy":"2023-11-19T12:45:24.158053Z","iopub.status.idle":"2023-11-19T12:45:24.183095Z","shell.execute_reply":"2023-11-19T12:45:24.181328Z","shell.execute_reply.started":"2023-11-19T12:45:24.158557Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","import seaborn as sns\n","import pickle\n","from matplotlib import pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from sklearn.svm import SVC\n","from sklearn.metrics import confusion_matrix\n","%matplotlib inline\n","\n","df = pd.read_csv('input/dataset-covid-csv/dataset_covid_trad.csv')\n","\n","# Substitui as palavras Positivo e Negativo por 1 e 0\n","df['Resultado'].replace(['Positivo','Negativo'],[1,0],inplace=True)\n","\n","# Variavel para decidir se queremos apresentacoes de debug\n","debug = 0\n","if debug == 1:\n"," # Apresenta as primeiras 5 linhas dos dados\n"," print(df.head())\n"," # Apresenta a estrutura do dataframe\n"," print(df.shape)\n"," # Apresenta a quantidade de NaN em cada coluna\n"," print(df.isna().sum())\n","# define a coluna ID como o indice do df\n","df.set_index('ID', inplace=True)\n","\n","# Apresenta a distribuicao inicial dos dados\n","sns.pairplot(data=df, hue='Resultado')\n","plt.show()"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:32.954738Z","iopub.status.busy":"2023-11-19T12:45:32.954309Z","iopub.status.idle":"2023-11-19T12:45:32.963271Z","shell.execute_reply":"2023-11-19T12:45:32.962278Z","shell.execute_reply.started":"2023-11-19T12:45:32.954670Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0.8916666666666667\n","0.8875714285714286\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Separa os dados dos resultados\n","dados_sem_result = df.drop('Resultado',axis=1) #x\n","dados_result = df['Resultado'] #y\n","\n","# Divide os dados em 30% para teste e 70% para treinamento\n","dados_sem_result_train, dados_sem_result_test, dados_result_train, dados_result_test = train_test_split(dados_sem_result, dados_result, test_size=0.3)\n","\n","# Cria uma instancia do classificador Naive Bayes\n","from sklearn.naive_bayes import GaussianNB\n","model = GaussianNB(var_smoothing=1e-25)\n","\n","# Este comando treina o modelo Naive Bayes nos dados de treinamento. A funcao fit() ajusta o modelo aos dados\n","model.fit(dados_sem_result_train, dados_result_train)\n","\n","# Salvar o modelo treinado como um arquivo pickle\n","with open('model_covid_prediction.pkl', 'wb') as file:\n"," pickle.dump(model, file)\n","\n","# Calcula a acuracia do modelo Naive Bayes nos dados de teste\n","print(model.score(dados_sem_result_test, dados_result_test))\n","# Calcula a acuracia do modelo Naive Bayes nos dados de treinamento\n","print(model.score(dados_sem_result_train, dados_result_train))\n","\n","dados_result_pred = model.predict(dados_sem_result_test)\n","y_pred_train = model.predict(dados_sem_result_train)\n","test = confusion_matrix(dados_result_pred, dados_result_test)\n","\n","# Apresenta os dados de teste em um grafico\n","plt.title('Dados de teste')\n","sns.heatmap(data=test, annot=True, fmt='g')\n","plt.show()\n"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:35.882126Z","iopub.status.busy":"2023-11-19T12:45:35.881628Z","iopub.status.idle":"2023-11-19T12:45:35.901709Z","shell.execute_reply":"2023-11-19T12:45:35.900337Z","shell.execute_reply.started":"2023-11-19T12:45:35.882078Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["train = confusion_matrix(y_pred_train, dados_result_train)\n","\n","# Apresenta os dados de treinamento em um grafico\n","plt.title('Dados de treinamento')\n","sns.heatmap(data=train,annot=True,fmt='g')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":4019053,"sourceId":6992410,"sourceType":"datasetVersion"}],"dockerImageVersionId":30096,"isGpuEnabled":false,"isInternetEnabled":false,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.0"}},"nbformat":4,"nbformat_minor":4} diff --git a/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-SVM.ipynb b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-SVM.ipynb new file mode 100644 index 00000000..728dfcee --- /dev/null +++ b/src/sa-bsn/target_system/components/component/src/covid_detection/ModelTraining/predict-covid-SVM.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":11,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-11-19T12:45:24.158690Z","iopub.status.busy":"2023-11-19T12:45:24.158053Z","iopub.status.idle":"2023-11-19T12:45:24.183095Z","shell.execute_reply":"2023-11-19T12:45:24.181328Z","shell.execute_reply.started":"2023-11-19T12:45:24.158557Z"},"trusted":true},"outputs":[],"source":["import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","\n","import seaborn as sns\n","import pickle\n","from matplotlib import pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from sklearn.svm import SVC\n","from sklearn.metrics import confusion_matrix\n","%matplotlib inline\n","\n","df = pd.read_csv('input/dataset-covid-csv/dataset_covid_trad.csv')\n","\n","# Substitui as palavras Positivo e Negativo por 1 e 0\n","df['Resultado'].replace(['Positivo','Negativo'],[1,0],inplace=True)\n","\n","# Variavel para decidir se queremos apresentacoes de debug\n","debug = 0\n","if debug == 1:\n"," # Apresenta as primeiras 5 linhas dos dados\n"," print(df.head())\n"," # Apresenta a estrutura do dataframe\n"," print(df.shape)\n"," # Apresenta a quantidade de NaN em cada coluna\n"," print(df.isna().sum())"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:25.599624Z","iopub.status.busy":"2023-11-19T12:45:25.598824Z","iopub.status.idle":"2023-11-19T12:45:25.612963Z","shell.execute_reply":"2023-11-19T12:45:25.611431Z","shell.execute_reply.started":"2023-11-19T12:45:25.599567Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# define a coluna ID como o indice do df\n","df.set_index('ID', inplace=True)\n","\n","# Apresenta a distribuicao inicial dos dados\n","sns.pairplot(data=df, hue='Resultado')\n","plt.show()"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:32.954738Z","iopub.status.busy":"2023-11-19T12:45:32.954309Z","iopub.status.idle":"2023-11-19T12:45:32.963271Z","shell.execute_reply":"2023-11-19T12:45:32.962278Z","shell.execute_reply.started":"2023-11-19T12:45:32.954670Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0.9966666666666667\n","1.0\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAhAAAAGzCAYAAAB+YC5UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA3eklEQVR4nO3deXxU1f3/8fckIQkEkrAlYRQwgiJQBA0UIoIikbC2VJQfmmIom1WCIosSLZtSI2hVgixiq6GKS7WFKi1gBCEukSUY0QiIFUHEScCQxISShbm/P/gydW6Cl0snzkBfz+/jPr7OveeeOZNHY96ezzl3HIZhGAIAALAhyN8DAAAA5x8CBAAAsI0AAQAAbCNAAAAA2wgQAADANgIEAACwjQABAABsI0AAAADbCBAAAMA2AgRwBnPnzpXD4fD3MCRJl1xyicaMGePvYQCABwEC54WsrCw5HA7PER4eLqfTqeTkZGVmZur777/39xDPK0uXLlVWVla9vsdnn32muXPn6quvvqrX9wHgHwQInFceeughvfDCC1q2bJkmT54sSZoyZYq6dOmiXbt2+Xl054+fKkDMmzePAAFcoEL8PQDAjkGDBql79+6e1+np6dq0aZOGDh2qX/ziF9q9e7caNmzoxxECwP8GZiBw3rvhhhs0a9YsHThwQC+++KLn/K5duzRmzBhdeumlCg8PV1xcnMaOHavvvvuuVh/vvfeeevToofDwcLVr107PPPNMne9VU1Ojhx9+WO3atVNYWJguueQSPfDAA6qsrPRqt2PHDiUnJ6tFixZq2LCh4uPjNXbsWMvPYhiG5s+fr4svvliNGjVSv379VFBQUGfbkpISTZkyRa1bt1ZYWJjat2+vBQsWyO12/+h7XHLJJSooKNCWLVs8JaHrr7/edr+vvPKKEhIS1KRJE0VGRqpLly5atGiRpFMlp1tuuUWS1K9fP8/7bN682XP/unXr1KdPH0VERKhJkyYaMmTIGT8rgMDDDAQuCKNHj9YDDzygt956SxMmTJAkZWdn68svv9RvfvMbxcXFqaCgQCtWrFBBQYE+/PBDzwLJTz75RAMGDFDLli01d+5c1dTUaM6cOYqNja31PuPHj9fKlSt18803a9q0adq6dasyMjK0e/durV69WpJUVFTk6W/mzJmKjo7WV199pb/97W+Wn2P27NmaP3++Bg8erMGDB2vnzp0aMGCAqqqqvNodP35c1113nb755hvdcccdatOmjT744AOlp6fr22+/1VNPPXXG93jqqac0efJkNW7cWA8++KAkeT7r2fabnZ2tW2+9Vf3799eCBQskSbt379b777+ve+65R3379tXdd9+tzMxMPfDAA+rYsaMkef7/Cy+8oNTUVCUnJ2vBggU6fvy4li1bpmuvvVYfffSRLrnkEsufFQA/M4DzwPPPP29IMrZv337GNlFRUcZVV13leX38+PFabV5++WVDkpGTk+M5N3z4cCM8PNw4cOCA59xnn31mBAcHGz/8FcnPzzckGePHj/fqc/r06YYkY9OmTYZhGMbq1astx1qXoqIiIzQ01BgyZIjhdrs95x944AFDkpGamuo59/DDDxsRERHG559/7tXHzJkzjeDgYOPgwYM/+l6dO3c2rrvuulrnz7bfe+65x4iMjDRqamrO+B6vvfaaIcl45513vM5///33RnR0tDFhwgSv8y6Xy4iKiqp1HkBgooSBC0bjxo29dmP8cC3EiRMndPToUfXq1UuStHPnTknSyZMntWHDBg0fPlxt2rTxtO/YsaOSk5O9+v/nP/8pSZo6darX+WnTpkmS/vGPf0iSoqOjJUlr165VdXX1WY//7bffVlVVlSZPnuy1fXTKlCm12r722mvq06ePmjZtqqNHj3qOpKQknTx5Ujk5OWf9vufSb3R0tCoqKpSdnW37PbKzs1VSUqJbb73V6z2Cg4PVs2dPvfPOO+c0dgA/LUoYuGCUl5crJibG87q4uFjz5s3TK6+8oqKiIq+2paWlkqQjR47o3//+ty677LJa/XXo0METGiTpwIEDCgoKUvv27b3axcXFKTo6WgcOHJAkXXfddRoxYoTmzZunJ598Utdff72GDx+u2267TWFhYWcc/+n7zWNp2bKlmjZt6nVu37592rVrl1q2bFlnX+bPe7bOtt+77rpLf/nLXzRo0CBddNFFGjBggEaOHKmBAwee1XtIp9au1CUyMvKcxg7gp0WAwAXh0KFDKi0t9frjPnLkSH3wwQeaMWOGunXrpsaNG8vtdmvgwIGWCw1/jNXDpRwOh15//XV9+OGHevPNN7VhwwaNHTtWf/jDH/Thhx+qcePG5/zep7ndbt14442677776rx++eWX12u/MTExys/P14YNG7Ru3TqtW7dOzz//vG6//XatXLnS8j2kU+sg4uLial0PCeFfS8D5gN9UXBBeeOEFSfKUHY4dO6aNGzdq3rx5mj17tqfd6f/6Pa1ly5Zq2LBhrfOStHfvXq/Xbdu2ldvt1r59+zyLASWpsLBQJSUlatu2rVf7Xr16qVevXvr973+vl156SSkpKXrllVc0fvz4Oj/D6fv37dunSy+91HP+yJEjOnbsmFfbdu3aqby8XElJSXX/QCycKQTZ6Tc0NFTDhg3TsGHD5Ha7ddddd+mZZ57RrFmz1L59+x99D+lUCDnX8QPwP9ZA4Ly3adMmPfzww4qPj1dKSookKTg4WNKpbZE/ZN6dEBwcrOTkZK1Zs0YHDx70nN+9e7c2bNjg1Xbw4MF19vHEE09IkoYMGSLpVHgxv2+3bt0kqdZ2zx9KSkpSgwYNtHjxYq/769pRMXLkSOXm5tYao3RqG2ZNTc0Z30eSIiIiVFJScs79mrfCBgUF6corr5T0n88YERHhue+HkpOTFRkZqUceeaTONSJHjhz50bEDCAzMQOC8sm7dOu3Zs0c1NTUqLCzUpk2blJ2drbZt2+qNN95QeHi4pFN19L59+2rhwoWqrq7WRRddpLfeekv79++v1ee8efO0fv169enTR3fddZdqamq0ePFide7c2evpll27dlVqaqpWrFihkpISXXfdddq2bZtWrlyp4cOHq1+/fpKklStXaunSpfrVr36ldu3a6fvvv9ezzz6ryMhITwipS8uWLTV9+nRlZGRo6NChGjx4sD766COtW7dOLVq08Go7Y8YMvfHGGxo6dKjGjBmjhIQEVVRU6JNPPtHrr7+ur776qtY9P5SQkKBly5Zp/vz5at++vWJiYnTDDTecdb/jx49XcXGxbrjhBl188cU6cOCAFi9erG7dunlmZ7p166bg4GAtWLBApaWlCgsL0w033KCYmBgtW7ZMo0eP1tVXX61Ro0apZcuWOnjwoP7xj3+od+/eevrpp8/+fxQA/MPPu0CAs3J6G+fpIzQ01IiLizNuvPFGY9GiRUZZWVmtew4dOmT86le/MqKjo42oqCjjlltuMQ4fPmxIMubMmePVdsuWLUZCQoIRGhpqXHrppcby5cuNOXPmGOZfkerqamPevHlGfHy80aBBA6N169ZGenq6ceLECU+bnTt3GrfeeqvRpk0bIywszIiJiTGGDh1q7Nixw/Jznjx50pg3b57RqlUro2HDhsb1119vfPrpp0bbtm29tnEaxqntkOnp6Ub79u2N0NBQo0WLFsY111xjPP7440ZVVdWPvo/L5TKGDBliNGnSxJDktaXzbPp9/fXXjQEDBhgxMTFGaGio0aZNG+OOO+4wvv32W6/3efbZZ41LL73UsyX2h1s633nnHSM5OdmIiooywsPDjXbt2hljxow5q58TAP9zGIZprhUAAMACayAAAIBtBAgAAGAbAQIAANhGgAAAALYRIAAAgG0ECAAAYBsBAgAA2BYwT6KsPvqlv4cABJyGzj7+HgIQkGqqvqnX/n35N6lBi0utG52HAiZAAAAQMNwn/T2CgEcJAwAA2MYMBAAAZobb3yMIeAQIAADM3AQIKwQIAABMDGYgLLEGAgAA2MYMBAAAZpQwLBEgAAAwo4RhiRIGAACwjRkIAADMeJCUJQIEAABmlDAsUcIAAAC2MQMBAIAZuzAsESAAADDhQVLWKGEAAADbmIEAAMCMEoYlAgQAAGaUMCwRIAAAMOM5EJZYAwEAAGxjBgIAADNKGJYIEAAAmLGI0hIlDAAAYBszEAAAmFHCsESAAADAjBKGJUoYAADANgIEAAAmhnHSZ4cdOTk5GjZsmJxOpxwOh9asWXPGtr/97W/lcDj01FNPeZ0vLi5WSkqKIiMjFR0drXHjxqm8vNyrza5du9SnTx+Fh4erdevWWrhwoa1xSgQIAABqM9y+O2yoqKhQ165dtWTJkh9tt3r1an344YdyOp21rqWkpKigoEDZ2dlau3atcnJyNHHiRM/1srIyDRgwQG3btlVeXp4ee+wxzZ07VytWrLA1VtZAAAAQIAYNGqRBgwb9aJtvvvlGkydP1oYNGzRkyBCva7t379b69eu1fft2de/eXZK0ePFiDR48WI8//ricTqdWrVqlqqoqPffccwoNDVXnzp2Vn5+vJ554witoWGEGAgAAM7fbZ0dlZaXKysq8jsrKynMcllujR4/WjBkz1Llz51rXc3NzFR0d7QkPkpSUlKSgoCBt3brV06Zv374KDQ31tElOTtbevXt17Nixsx4LAQIAADMfljAyMjIUFRXldWRkZJzTsBYsWKCQkBDdfffddV53uVyKiYnxOhcSEqJmzZrJ5XJ52sTGxnq1Of36dJuzQQkDAAAzH36ZVnp6uqZOnep1LiwszHY/eXl5WrRokXbu3CmHw+Gr4Z0zZiAAAKhHYWFhioyM9DrOJUC8++67KioqUps2bRQSEqKQkBAdOHBA06ZN0yWXXCJJiouLU1FRkdd9NTU1Ki4uVlxcnKdNYWGhV5vTr0+3ORsECAAAzPy0C+PHjB49Wrt27VJ+fr7ncDqdmjFjhjZs2CBJSkxMVElJifLy8jz3bdq0SW63Wz179vS0ycnJUXV1tadNdna2OnTooKZNm571eChhAABg5qcnUZaXl+uLL77wvN6/f7/y8/PVrFkztWnTRs2bN/dq36BBA8XFxalDhw6SpI4dO2rgwIGaMGGCli9frurqaqWlpWnUqFGeLZ+33Xab5s2bp3Hjxun+++/Xp59+qkWLFunJJ5+0NVYCBAAAAWLHjh3q16+f5/XptROpqanKyso6qz5WrVqltLQ09e/fX0FBQRoxYoQyMzM916OiovTWW29p0qRJSkhIUIsWLTR79mxbWzglyWEYhmHrjnpSffRLfw8BCDgNnX38PQQgINVUfVOv/Z/IfdlnfYUn3uqzvgIJMxAAAJjxZVqWWEQJAABsYwYCAAAzZiAsESAAADCx+y2a/4soYQAAANuYgQAAwIwShiUCBAAAZj58guSFigABAIAZMxCWWAMBAABsYwYCAAAzShiWCBAAAJhRwrBECQMAANjGDAQAAGaUMCwRIAAAMKOEYYkSBgAAsI0ZCAAAzJiBsESAAADAjDUQlihhAAAA25iBAADAjBKGJQIEAABmlDAsESAAADBjBsISayAAAIBtzEAAAGBGCcMSAQIAADNKGJYoYQAAANuYgQAAwIwZCEsECAAAzAzD3yMIeJQwAACAbcxAAABgRgnDEgECAAAzAoQlShgAAMA2ZiAAADDjQVKWCBAAAJhRwrBEgAAAwIxtnJZYAwEAAGxjBgIAADNKGJYIEAAAmBEgLFHCAAAAthEgAAAwM9y+O2zIycnRsGHD5HQ65XA4tGbNGs+16upq3X///erSpYsiIiLkdDp1++236/Dhw159FBcXKyUlRZGRkYqOjta4ceNUXl7u1WbXrl3q06ePwsPD1bp1ay1cuND2j4gAAQCAieE2fHbYUVFRoa5du2rJkiW1rh0/flw7d+7UrFmztHPnTv3tb3/T3r179Ytf/MKrXUpKigoKCpSdna21a9cqJydHEydO9FwvKyvTgAED1LZtW+Xl5emxxx7T3LlztWLFCltjdRhGYOxVqT76pb+HAASchs4+/h4CEJBqqr6p1/6Pr7jXZ301mvjkOd3ncDi0evVqDR8+/Ixttm/frp///Oc6cOCA2rRpo927d6tTp07avn27unfvLklav369Bg8erEOHDsnpdGrZsmV68MEH5XK5FBoaKkmaOXOm1qxZoz179pz1+JiBAADAzO322VFZWamysjKvo7Ky0ifDLC0tlcPhUHR0tCQpNzdX0dHRnvAgSUlJSQoKCtLWrVs9bfr27esJD5KUnJysvXv36tixY2f93gQIAADMfLgGIiMjQ1FRUV5HRkbGfz3EEydO6P7779ett96qyMhISZLL5VJMTIxXu5CQEDVr1kwul8vTJjY21qvN6den25wNtnECAFCP0tPTNXXqVK9zYWFh/1Wf1dXVGjlypAzD0LJly/6rvs4VAQIAADObix9/TFhY2H8dGH7odHg4cOCANm3a5Jl9kKS4uDgVFRV5ta+pqVFxcbHi4uI8bQoLC73anH59us3ZoIQBAICZD9dA+NLp8LBv3z69/fbbat68udf1xMRElZSUKC8vz3Nu06ZNcrvd6tmzp6dNTk6OqqurPW2ys7PVoUMHNW3a9KzHQoAAAMDMTwGivLxc+fn5ys/PlyTt379f+fn5OnjwoKqrq3XzzTdrx44dWrVqlU6ePCmXyyWXy6WqqipJUseOHTVw4EBNmDBB27Zt0/vvv6+0tDSNGjVKTqdTknTbbbcpNDRU48aNU0FBgV599VUtWrSoVpnFCts4gQDGNk6gbvW+jXPRb33WV6N7lp91282bN6tfv361zqempmru3LmKj4+v87533nlH119/vaRTD5JKS0vTm2++qaCgII0YMUKZmZlq3Lixp/2uXbs0adIkbd++XS1atNDkyZN1//332/pcBAgggBEggLrVe4B46g6f9dVoyjM+6yuQsIgSAAAzvkzLEgHiArQj/xM9/9Lr+mzPFzryXbEWZcxS/77XeK4/OP8P+vu6t73u6d0zQc88MV+S9M23hVqe9ZK25X2so98dU8sWzTQ0+QbdkTpKDRo08LRJvnlMrfde9cwT6vqzjvX34QA/um/GJD3y+we0KPOPmjZ9jr+HA/gVAeIC9O9/n1CH9pfqV0MGaMoD8+tsc22v7pr/wH8e1Xo6GEjS/gNfy3Abmj1jstpc7NQXXx7QnAWL9O8TJzQjbYJXP39c9Ijax7f1vI6KihRwIeqe0FUTxv9aH+/6zN9DwU/Bh9s4L1QEiAtQn8Qe6pPY40fbhDZooBbNm9V57dpe3XVtr/88BrX1Ra20/+Ah/WXNP2oFiOjIyDP2A1woIiIa6c9/flq/vfM+PZB+t7+Hg5+CzW/R/F9kO0AcPXpUzz33nHJzcz2PvIyLi9M111yjMWPGqGXLlj4fJHxv+0e71HfIKEU2aayfJ3TV3RNTFf0jswflFRWKbNKk1vm0mfNUVVmltm0u0tjbblG/Pr3qc9iAXyzOfETr/rlRGze9S4AA/o+tALF9+3YlJyerUaNGSkpK0uWXXy7p1BOsMjMz9eijj2rDhg1eX+JRl8rKylpfJBJUWenTJ3XhzHr3SlDSdb11kTNWX3/zrRY9k6XfTpulVc88oeDg4FrtDx46rJdef0PT08Z7zjVqGK4Zkyfoqi6d5Ahy6O3N7+vu9IeUmTGbEIELysiRv9BVV/1MvRKH+Hso+ClRwrBkK0BMnjxZt9xyi5YvXy6Hw+F1zTAM/fa3v9XkyZOVm5v7o/1kZGRo3rx5Xud+N+Nuzb7vHjvDwTkanHS9558vbxevy9vFa9DIsdr+0S716n6VV9vCI0d1x9TfaUC/Prr5F4M855tGRyl11E2e1106dlDR0WI9/9LrBAhcMC6+2Kkn//CQBg6+1Wffnojzg8EuDEu2AsTHH3+srKysWuFBOvW95ffee6+uuuqqOu70VtcXiwR9X797enFmrS9qpabRkTp46FuvAFF05DuNnTxT3bp00tz7radtr+zUQbnbd9bnUIGf1NVXd1FsbEtt37recy4kJER9+vTSpLvGqFHjeLn5Q4P/UbYCRFxcnLZt26Yrrriizuvbtm2r9RWhdanri0Wqq47aGQp8yFV0RCWl36vlDxZDFh45qrGTZ6pTh/aa/8C9Cgqyfur5nn1fevUBnO82bXpPXa+6wevcH599Qnv3/kuPPb6E8HAho4RhyVaAmD59uiZOnKi8vDz179/fExYKCwu1ceNGPfvss3r88cfrZaA4e8eP/1sHDx32vP7mcKH2fP4vRUU2UVRkEy19bpVuvL63WjRvpq+/Oawnlj6nNhc71bvn1ZJOhYffpN0vZ1yMpqeN17GSUk9fp3dc/P2f2WrQoIGuuLydJOntze9r9T/e0ryZlKFw4Sgvr1BBwV6vc8crjuu7747VOo8LDLswLNkKEJMmTVKLFi305JNPaunSpTp58qQkKTg4WAkJCcrKytLIkSPrZaA4e5/u2aexk//zTPOFi1dIkn45KEmzZqTp83/t1xvr3lZZeYViWjTTNT+/WmkTbldoaKgkKXfbRzp46LAOHjqs/sNHe/f9/jrPPy/PeknfuooUHBys+Lat9fhDMzWgH49eBnABYAbC0jl/F0Z1dbWOHj1VdmjRooXXg4jOqT++CwOohe/CAOpW39+FUfFQis/6ipi9ymd9BZJzfpBUgwYN1KpVK1+OBQCAwMD6Fks8iRIAADNKGJasl9YDAACYMAMBAIAZuzAsESAAADCjhGGJEgYAALCNGQgAAEz4LgxrBAgAAMwoYViihAEAAGxjBgIAADNmICwRIAAAMGMbpyUCBAAAZsxAWGINBAAAsI0ZCAAATAxmICwRIAAAMCNAWKKEAQAAbGMGAgAAM55EaYkAAQCAGSUMS5QwAACAbcxAAABgxgyEJQIEAAAmhkGAsEIJAwAA2MYMBAAAZpQwLBEgAAAwI0BYIkAAAGDCo6ytsQYCAIAAkZOTo2HDhsnpdMrhcGjNmjVe1w3D0OzZs9WqVSs1bNhQSUlJ2rdvn1eb4uJipaSkKDIyUtHR0Ro3bpzKy8u92uzatUt9+vRReHi4WrdurYULF9oeKwECAAAzt+G7w4aKigp17dpVS5YsqfP6woULlZmZqeXLl2vr1q2KiIhQcnKyTpw44WmTkpKigoICZWdna+3atcrJydHEiRM918vKyjRgwAC1bdtWeXl5euyxxzR37lytWLHC1lgdRoDsVak++qW/hwAEnIbOPv4eAhCQaqq+qdf+S0f391lfUS9sPKf7HA6HVq9ereHDh0s6NfvgdDo1bdo0TZ8+XZJUWlqq2NhYZWVladSoUdq9e7c6deqk7du3q3v37pKk9evXa/DgwTp06JCcTqeWLVumBx98UC6XS6GhoZKkmTNnas2aNdqzZ89Zj48ZCAAA6lFlZaXKysq8jsrKStv97N+/Xy6XS0lJSZ5zUVFR6tmzp3JzcyVJubm5io6O9oQHSUpKSlJQUJC2bt3qadO3b19PeJCk5ORk7d27V8eOHTvr8RAgAAAwMdyGz46MjAxFRUV5HRkZGbbH5HK5JEmxsbFe52NjYz3XXC6XYmJivK6HhISoWbNmXm3q6uOH73E22IUBAICZD3dhpKena+rUqV7nwsLCfNa/vxAgAACoR2FhYT4JDHFxcZKkwsJCtWrVynO+sLBQ3bp187QpKiryuq+mpkbFxcWe++Pi4lRYWOjV5vTr023OBiUMAADM3D48fCQ+Pl5xcXHauPE/izLLysq0detWJSYmSpISExNVUlKivLw8T5tNmzbJ7XarZ8+enjY5OTmqrq72tMnOzlaHDh3UtGnTsx4PAQIAABNfroGwo7y8XPn5+crPz5d0auFkfn6+Dh48KIfDoSlTpmj+/Pl644039Mknn+j222+X0+n07NTo2LGjBg4cqAkTJmjbtm16//33lZaWplGjRsnpdEqSbrvtNoWGhmrcuHEqKCjQq6++qkWLFtUqs1ihhAEAQIDYsWOH+vXr53l9+o96amqqsrKydN9996miokITJ05USUmJrr32Wq1fv17h4eGee1atWqW0tDT1799fQUFBGjFihDIzMz3Xo6Ki9NZbb2nSpElKSEhQixYtNHv2bK9nRZwNngMBBDCeAwHUrb6fA3FsxPU+66vpXzf7rK9AwgwEAAAmfBeGNQIEAABmPlz8eKFiESUAALCNGQgAAEwMZiAsESAAADAjQFiihAEAAGxjBgIAABNKGNYIEAAAmBEgLFHCAAAAtjEDAQCACSUMawQIAABMCBDWCBAAAJgQIKyxBgIAANjGDAQAAGaGw98jCHgECAAATChhWKOEAQAAbGMGAgAAE8NNCcMKAQIAABNKGNYoYQAAANuYgQAAwMRgF4YlAgQAACaUMKxRwgAAALYxAwEAgAm7MKwRIAAAMDEMf48g8BEgAAAwYQbCGmsgAACAbcxAAABgwgyENQIEAAAmrIGwRgkDAADYxgwEAAAmlDCsESAAADDhUdbWKGEAAADbmIEAAMCE78KwRoAAAMDETQnDEiUMAABgGzMQAACYsIjSGgECAAATtnFaI0AAAGDCkyitsQYCAIAAcfLkSc2aNUvx8fFq2LCh2rVrp4cffljGDxKNYRiaPXu2WrVqpYYNGyopKUn79u3z6qe4uFgpKSmKjIxUdHS0xo0bp/Lycp+OlQABAICJ4Xb47LBjwYIFWrZsmZ5++mnt3r1bCxYs0MKFC7V48WJPm4ULFyozM1PLly/X1q1bFRERoeTkZJ04ccLTJiUlRQUFBcrOztbatWuVk5OjiRMn+uznI0kOwwiMiZrqo1/6ewhAwGno7OPvIQABqabqm3rt/9NLh/qsr599ufas2w4dOlSxsbH605/+5Dk3YsQINWzYUC+++KIMw5DT6dS0adM0ffp0SVJpaaliY2OVlZWlUaNGaffu3erUqZO2b9+u7t27S5LWr1+vwYMH69ChQ3I6nT75XMxAAABQjyorK1VWVuZ1VFZW1tn2mmuu0caNG/X5559Lkj7++GO99957GjRokCRp//79crlcSkpK8twTFRWlnj17Kjc3V5KUm5ur6OhoT3iQpKSkJAUFBWnr1q0++1wECAAATAzD4bMjIyNDUVFRXkdGRkad7ztz5kyNGjVKV1xxhRo0aKCrrrpKU6ZMUUpKiiTJ5XJJkmJjY73ui42N9VxzuVyKiYnxuh4SEqJmzZp52vgCuzAAADDxZXE/PT1dU6dO9ToXFhZWZ9u//OUvWrVqlV566SV17txZ+fn5mjJlipxOp1JTU303KB8gQAAAUI/CwsLOGBjMZsyY4ZmFkKQuXbrowIEDysjIUGpqquLi4iRJhYWFatWqlee+wsJCdevWTZIUFxenoqIir35rampUXFzsud8XKGEAAGDiNhw+O+w4fvy4goK8/zQHBwfL7T717V7x8fGKi4vTxo0bPdfLysq0detWJSYmSpISExNVUlKivLw8T5tNmzbJ7XarZ8+e5/ojqYUZCAAATPz1KOthw4bp97//vdq0aaPOnTvro48+0hNPPKGxY8dKkhwOh6ZMmaL58+frsssuU3x8vGbNmiWn06nhw4dLkjp27KiBAwdqwoQJWr58uaqrq5WWlqZRo0b5bAeGRIAAACBgLF68WLNmzdJdd92loqIiOZ1O3XHHHZo9e7anzX333aeKigpNnDhRJSUluvbaa7V+/XqFh4d72qxatUppaWnq37+/goKCNGLECGVmZvp0rDwHAghgPAcCqFt9PwdiZ+tf+qyvq7/+u8/6CiTMQAAAYGJ37cL/ooAJEPyXFlBbxe6/+nsIwP8kvs7bGrswAACAbQEzAwEAQKCghGGNAAEAgElA7C4IcJQwAACAbcxAAABgQgnDGgECAAATdmFYo4QBAABsYwYCAAATt78HcB4gQAAAYGKIEoYVShgAAMA2ZiAAADBx8yAISwQIAABM3JQwLBEgAAAwYQ2ENdZAAAAA25iBAADAhG2c1ggQAACYUMKwRgkDAADYxgwEAAAmlDCsESAAADAhQFijhAEAAGxjBgIAABMWUVojQAAAYOImP1iihAEAAGxjBgIAABO+C8MaAQIAABO+jNMaAQIAABO2cVpjDQQAALCNGQgAAEzcDtZAWCFAAABgwhoIa5QwAACAbcxAAABgwiJKawQIAABMeBKlNUoYAADANmYgAAAw4UmU1ggQAACYsAvDGiUMAABgGwECAAATt8N3h13ffPONfv3rX6t58+Zq2LChunTpoh07dniuG4ah2bNnq1WrVmrYsKGSkpK0b98+rz6Ki4uVkpKiyMhIRUdHa9y4cSovL/9vfyxeCBAAAJi4fXjYcezYMfXu3VsNGjTQunXr9Nlnn+kPf/iDmjZt6mmzcOFCZWZmavny5dq6dasiIiKUnJysEydOeNqkpKSooKBA2dnZWrt2rXJycjRx4sRz+lmcicMwjIAo9YSEXuTvIQABp2L3X/09BCAghbXrVa/9P3/Rr33W121f/kmVlZVe58LCwhQWFlar7cyZM/X+++/r3XffrbMvwzDkdDo1bdo0TZ8+XZJUWlqq2NhYZWVladSoUdq9e7c6deqk7du3q3v37pKk9evXa/DgwTp06JCcTqdPPhczEAAA1KOMjAxFRUV5HRkZGXW2feONN9S9e3fdcsstiomJ0VVXXaVnn33Wc33//v1yuVxKSkrynIuKilLPnj2Vm5srScrNzVV0dLQnPEhSUlKSgoKCtHXrVp99LgIEAAAmvlwDkZ6ertLSUq8jPT29zvf98ssvtWzZMl122WXasGGD7rzzTt19991auXKlJMnlckmSYmNjve6LjY31XHO5XIqJifG6HhISombNmnna+ALbOAEAMPHlo6zPVK6o833dbnXv3l2PPPKIJOmqq67Sp59+quXLlys1NdWHo/rvMQMBAECAaNWqlTp16uR1rmPHjjp48KAkKS4uTpJUWFjo1aawsNBzLS4uTkVFRV7Xa2pqVFxc7GnjCwQIAABM/LULo3fv3tq7d6/Xuc8//1xt27aVJMXHxysuLk4bN270XC8rK9PWrVuVmJgoSUpMTFRJSYny8vI8bTZt2iS3262ePXvaHNGZUcIAAMDE8NOTrO+9915dc801euSRRzRy5Eht27ZNK1as0IoVKyRJDodDU6ZM0fz583XZZZcpPj5es2bNktPp1PDhwyWdmrEYOHCgJkyYoOXLl6u6ulppaWkaNWqUz3ZgSAQIAAACRo8ePbR69Wqlp6froYceUnx8vJ566imlpKR42tx3332qqKjQxIkTVVJSomuvvVbr169XeHi4p82qVauUlpam/v37KygoSCNGjFBmZqZPx8pzIIAAxnMggLrV93Mglrb23XMg7vr6RZ/1FUiYgQAAwMSXuzAuVCyiBAAAtjEDAQCASUDU9gMcAQIAAJNz+RbN/zUECAAATFgDYY01EAAAwDZmIAAAMGEGwhoBAgAAExZRWqOEAQAAbGMGAgAAE3ZhWCNAAABgwhoIa5QwAACAbcxAAABgwiJKawQIAABM3EQIS5QwAACAbcxAAABgwiJKawQIAABMKGBYI0AAAGDCDIQ11kAAAADbmIEAAMCEJ1FaI0AAAGDCNk5rlDAAAIBtzEAAAGDC/IM1AgQAACbswrBGCQMAANjGDAQAACYsorRGgAAAwIT4YI0SBgAAsI0ZCAAATFhEaY0AAQCACWsgrBEgAAAwIT5YYw0EAACwjRkIAABMWANhjQABAICJQRHDEiUMAABgGzMQAACYUMKwRoAAAMCEbZzWKGEAABCAHn30UTkcDk2ZMsVz7sSJE5o0aZKaN2+uxo0ba8SIESosLPS67+DBgxoyZIgaNWqkmJgYzZgxQzU1NT4fHwECAAATw4fHudi+fbueeeYZXXnllV7n7733Xr355pt67bXXtGXLFh0+fFg33XST5/rJkyc1ZMgQVVVV6YMPPtDKlSuVlZWl2bNnn+NIzowAAQCAiVuGzw67ysvLlZKSomeffVZNmzb1nC8tLdWf/vQnPfHEE7rhhhuUkJCg559/Xh988IE+/PBDSdJbb72lzz77TC+++KK6deumQYMG6eGHH9aSJUtUVVXls5+PRIDA/3E647QyK1OF336q70u/0Ec731bC1Vda3wicJ3Z8skdpc59U/1/foysHp2rTB3lnbPvw4ixdOThVL6zZUOtazrZ83TZlnnoMH6/eI+/UPQ8t8rp+5eDUWse6LR/6/PPg/FFZWamysjKvo7Ky8oztJ02apCFDhigpKcnrfF5enqqrq73OX3HFFWrTpo1yc3MlSbm5uerSpYtiY2M9bZKTk1VWVqaCggKffi4WUULR0VHK2bxGm7d8oKHDfq0jR7/TZe3jdayk1N9DA3zm3ycq1SG+tX41oI/unb/4jO02frBDu/b+SzHNo2tdy35vu+ZlPq+7U2/Wz7t20kn3SX3x1aFa7R6+d7x6J3TxvG7SuJFPPgN+Or7chZGRkaF58+Z5nZszZ47mzp1bq+0rr7yinTt3avv27bWuuVwuhYaGKjo62ut8bGysXC6Xp80Pw8Pp66ev+RIBArpvxl06dOiwxk+Y6jn31Vdf+3FEgO/16dFVfXp0/dE2hUeLlbHsRS2fP11pc570ulZz8qQWPLNKU8f9P92UfJ3nfLs2F9Xqp0lEI7VoFu2TccM/fPkgqfT0dE2dOtXrXFhYWK12X3/9te655x5lZ2crPDzcZ+9fXyhhQEOHDlBe3i698vIzOnzoY23ftkHjxt7m72EBPym3260HHl+hMSMGq33bi2td3/3FVyr67piCHA6NTJulG1Lu1p2zHte+OmYgHln2Z/UdNUm3TZmr1W/lyDDYEni+cfvwCAsLU2RkpNdRV4DIy8tTUVGRrr76aoWEhCgkJERbtmxRZmamQkJCFBsbq6qqKpWUlHjdV1hYqLi4OElSXFxcrV0Zp1+fbuMrPg8QX3/9tcaOHfujbeqqB/EL5j+XxrfRHXeM1hdf7NfgobfpmWf+rKeefEijR9/i76EBP5nnXvuHQoKDlPLLG+u8fsh1RJK0bNUaTRj1Cz09915FNo7QuJkZKv2+3NNu0q9v0mMzJ+mZ39+npN499Pslf9ZLb2T/JJ8B57f+/fvrk08+UX5+vufo3r27UlJSPP/coEEDbdy40XPP3r17dfDgQSUmJkqSEhMT9cknn6ioqMjTJjs7W5GRkerUqZNPx+vzEkZxcbFWrlyp55577oxt6qoHOYIayxEc6evh4CwEBQUpL2+XfjfrUUlSfn6BOnfuoDsmjNYLL7zm59EB9e+zffu16o1svZo5Tw6Ho842bvep/8iZMGqYbry2hyTp4anjdePoe/XWu9t1y+B+kqQ7bvul556O7drq3ycqlfXXdUr55YB6/hTwJX98F0aTJk30s5/9zOtcRESEmjdv7jk/btw4TZ06Vc2aNVNkZKQmT56sxMRE9erVS5I0YMAAderUSaNHj9bChQvlcrn0u9/9TpMmTapz1uO/YTtAvPHGGz96/csvv7Tso656UNPmV9gdCnzk22+L9Nnuz73O7dnzhW761WA/jQj4aeUVfK7ikjIlp/7n30sn3W794Y8va9Wat7Q+6w9q+X9rGi79wZqH0AYNdFFcS3175Lsz9t2lw6V65uW/q6q6WqENGtTbZ4BvBeqjrJ988kkFBQVpxIgRqqysVHJyspYuXeq5HhwcrLVr1+rOO+9UYmKiIiIilJqaqoceesjnY7EdIIYPHy6Hw/GjJYczJfjTwsLCaiUhq3tQfz7I3a4Ol7fzOnf5ZZfq4MFv/DQi4Kc17Ibe6tWts9e5O2c9pqE39NYvb+wjSep02SUKbdBAXx36Vld3vlySVF1To8NFR+WMaX7Gvvd8eVCRjSMIDzgnmzdv9nodHh6uJUuWaMmSJWe8p23btvrnP/9ZzyM7hwDRqlUrLV26VL/85S/rvJ6fn6+EhIT/emD46Sxa9Kzezfm7Zt4/Wa+9/qZ69Oim8eNT9Nu77vP30ACfOf7vEzp4+D+Ly74pPKI9/zqgqCaN1SqmuaIjG3u1DwkOUfOmUYq/uJUkqXGjhrplcD8tfXG14lo2U6uYFsp6/dS/pAdc+3NJ0uatH+m7Y6W68or2CgttoNyPPtUfX31TqSMG/USfEr7iZl2eJdsBIiEhQXl5eWcMEFazEwg8O/I+1s23jNf8+TP1uwenaP9XX2vqtDl6+eXV/h4a4DMF+/Zr3MxHPa8fe/ZlSdIvkq7V/KkTzqqPqeP+n4KDg/TA4ytUWVmlLh3a6Y8Z9yuySYQkKSQ4WK+u3ajHnn1ZhmGojTNWMybcphEDr7PoGYGGv2LWHIbNv/bvvvuuKioqNHDgwDqvV1RUaMeOHbruOnu/MCGhtfdSA//rKnb/1d9DAAJSWLte9dr/r9veZN3oLL144G8+6yuQ2J6B6NOnz49ej4iIsB0eAAAIJHydtzWeRAkAgIk/tnGeb3gSJQAAsI0ZCAAATAL1ORCBhAABAIAJayCsESAAADBhDYQ11kAAAADbmIEAAMCENRDWCBAAAJjwRGVrlDAAAIBtzEAAAGDCLgxrBAgAAExYA2GNEgYAALCNGQgAAEx4DoQ1AgQAACasgbBGCQMAANjGDAQAACY8B8IaAQIAABN2YVgjQAAAYMIiSmusgQAAALYxAwEAgAm7MKwRIAAAMGERpTVKGAAAwDZmIAAAMKGEYY0AAQCACbswrFHCAAAAtjEDAQCAiZtFlJYIEAAAmBAfrFHCAAAAtjEDAQCACbswrBEgAAAwIUBYI0AAAGDCkyitsQYCAADYxgwEAAAmlDCsESAAADDhSZTWKGEAABAgMjIy1KNHDzVp0kQxMTEaPny49u7d69XmxIkTmjRpkpo3b67GjRtrxIgRKiws9Gpz8OBBDRkyRI0aNVJMTIxmzJihmpoan46VAAEAgIlhGD477NiyZYsmTZqkDz/8UNnZ2aqurtaAAQNUUVHhaXPvvffqzTff1GuvvaYtW7bo8OHDuummmzzXT548qSFDhqiqqkoffPCBVq5cqaysLM2ePdtnPx9JchgBstQ0JPQifw8BCDgVu//q7yEAASmsXa967f/qVtf6rK+d3753zvceOXJEMTEx2rJli/r27avS0lK1bNlSL730km6++WZJ0p49e9SxY0fl5uaqV69eWrdunYYOHarDhw8rNjZWkrR8+XLdf//9OnLkiEJDQ33yuZiBAACgHlVWVqqsrMzrqKysPKt7S0tLJUnNmjWTJOXl5am6ulpJSUmeNldccYXatGmj3NxcSVJubq66dOniCQ+SlJycrLKyMhUUFPjqYxEgAAAw82UJIyMjQ1FRUV5HRkaG5RjcbremTJmi3r1762c/+5kkyeVyKTQ0VNHR0V5tY2Nj5XK5PG1+GB5OXz99zVfYhQEAgIkvt3Gmp6dr6tSpXufCwsIs75s0aZI+/fRTvffeuZdA6hMBAgCAehQWFnZWgeGH0tLStHbtWuXk5Ojiiy/2nI+Li1NVVZVKSkq8ZiEKCwsVFxfnabNt2zav/k7v0jjdxhcoYQAAYGL48P9sva9hKC0tTatXr9amTZsUHx/vdT0hIUENGjTQxo0bPef27t2rgwcPKjExUZKUmJioTz75REVFRZ422dnZioyMVKdOnf6Ln4o3ZiAAADBx+2mD4qRJk/TSSy/p73//u5o0aeJZsxAVFaWGDRsqKipK48aN09SpU9WsWTNFRkZq8uTJSkxMVK9ep3amDBgwQJ06ddLo0aO1cOFCuVwu/e53v9OkSZNsz4T8GLZxAgGMbZxA3ep7G2fn2J4+66ugcOtZt3U4HHWef/755zVmzBhJpx4kNW3aNL388suqrKxUcnKyli5d6lWeOHDggO68805t3rxZERERSk1N1aOPPqqQEN/NGxAggABGgADqdqEGiPMJJQwAAEz8VcI4nxAgAAAw4cu0rLELAwAA2MYMBAAAJpQwrBEgAAAwoYRhjRIGAACwjRkIAABMKGFYI0AAAGBCCcMaJQwAAGAbMxAAAJgYhtvfQwh4BAgAAEzclDAsESAAADAJkK+JCmisgQAAALYxAwEAgAklDGsECAAATChhWKOEAQAAbGMGAgAAE55EaY0AAQCACU+itEYJAwAA2MYMBAAAJiyitEaAAADAhG2c1ihhAAAA25iBAADAhBKGNQIEAAAmbOO0RoAAAMCEGQhrrIEAAAC2MQMBAIAJuzCsESAAADChhGGNEgYAALCNGQgAAEzYhWGNAAEAgAlfpmWNEgYAALCNGQgAAEwoYVgjQAAAYMIuDGuUMAAAgG3MQAAAYMIiSmsECAAATChhWCNAAABgQoCwxhoIAABgGzMQAACYMP9gzWEwT4MfqKysVEZGhtLT0xUWFubv4QABgd8LoDYCBLyUlZUpKipKpaWlioyM9PdwgIDA7wVQG2sgAACAbQQIAABgGwECAADYRoCAl7CwMM2ZM4eFYsAP8HsB1MYiSgAAYBszEAAAwDYCBAAAsI0AAQAAbCNAAAAA2wgQAADANgIEPJYsWaJLLrlE4eHh6tmzp7Zt2+bvIQF+lZOTo2HDhsnpdMrhcGjNmjX+HhIQMAgQkCS9+uqrmjp1qubMmaOdO3eqa9euSk5OVlFRkb+HBvhNRUWFunbtqiVLlvh7KEDA4TkQkCT17NlTPXr00NNPPy1Jcrvdat26tSZPnqyZM2f6eXSA/zkcDq1evVrDhw/391CAgMAMBFRVVaW8vDwlJSV5zgUFBSkpKUm5ubl+HBkAIFARIKCjR4/q5MmTio2N9TofGxsrl8vlp1EBAAIZAQIAANhGgIBatGih4OBgFRYWep0vLCxUXFycn0YFAAhkBAgoNDRUCQkJ2rhxo+ec2+3Wxo0blZiY6MeRAQACVYi/B4DAMHXqVKWmpqp79+76+c9/rqeeekoVFRX6zW9+4++hAX5TXl6uL774wvN6//79ys/PV7NmzdSmTRs/jgzwP7ZxwuPpp5/WY489JpfLpW7duikzM1M9e/b097AAv9m8ebP69etX63xqaqqysrJ++gEBAYQAAQAAbGMNBAAAsI0AAQAAbCNAAAAA2wgQAADANgIEAACwjQABAABsI0AAAADbCBAAAMA2AgQAALCNAAEAAGwjQAAAANv+P/bePdiHUXA/AAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# Separa os dados dos resultados\n","dados_sem_result = df.drop('Resultado',axis=1) #x\n","dados_result = df['Resultado'] #y\n","\n","# Divide os dados em 30% para teste e 70% para treinamento\n","dados_sem_result_train, dados_sem_result_test, dados_result_train, dados_result_test = train_test_split(dados_sem_result, dados_result, test_size=0.3)\n","# Cria uma instancia do classificador SVM (Suport Vector Machine) Escolhemos o kernel rbf (Radial Basis Function)\n","model = SVC(C=5,gamma='auto')\n","# Este comando treina o modelo SVM nos dados de treinamento. A funcao fit() ajusta o modelo aos dados\n","model.fit(dados_sem_result_train, dados_result_train)\n","\n","# Salvar o modelo treinado como um arquivo pickle\n","with open('model_covid_prediction.pkl', 'wb') as file:\n"," pickle.dump(model, file)\n","\n","# Calcula a acuracia do modelo SVM nos dados de teste\n","print(model.score(dados_sem_result_test, dados_result_test))\n","# Calcula a acuracia do modelo SVM nos dados de treinamento\n","print(model.score(dados_sem_result_train, dados_result_train))\n","\n","dados_result_pred = model.predict(dados_sem_result_test)\n","y_pred_train = model.predict(dados_sem_result_train)\n","test = confusion_matrix(dados_result_pred, dados_result_test)\n","\n","# Apresenta os dados de teste em um grafico\n","plt.title('Dados de teste')\n","sns.heatmap(data=test, annot=True, fmt='g')\n","plt.show()\n"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2023-11-19T12:45:35.882126Z","iopub.status.busy":"2023-11-19T12:45:35.881628Z","iopub.status.idle":"2023-11-19T12:45:35.901709Z","shell.execute_reply":"2023-11-19T12:45:35.900337Z","shell.execute_reply.started":"2023-11-19T12:45:35.882078Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["train = confusion_matrix(y_pred_train, dados_result_train)\n","\n","# Apresenta os dados de treinamento em um grafico\n","plt.title('Dados de treinamento')\n","sns.heatmap(data=train,annot=True,fmt='g')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":4019053,"sourceId":6992410,"sourceType":"datasetVersion"}],"dockerImageVersionId":30096,"isGpuEnabled":false,"isInternetEnabled":false,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.0"}},"nbformat":4,"nbformat_minor":4} From bac8c7f4f0109c1a293d317b8f29b03b9b2a7207 Mon Sep 17 00:00:00 2001 From: Gabriel R Pacheco Date: Mon, 15 Jan 2024 11:40:37 -0300 Subject: [PATCH 8/8] Update README.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adição das dependências do Python e algumas bibliotecas usadas na detecção de casos suspeitos de covid-19 --- README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/README.md b/README.md index ca2bf6ff..8a9cb137 100644 --- a/README.md +++ b/README.md @@ -41,6 +41,11 @@ _(Jump this step if you are in our provided VM)_ #### **Dependencies** [ROS Melodic for Ubuntu 18.04](http://wiki.ros.org/melodic/Installation/Ubuntu) is the underlying framework in which the SA-BSN runs. +* Python 3.8 and python libraries: + * pickle + * pandas + * seaborn + * sklearn ### 1.2) Execute the SA-BSN [Catkin](http://wiki.ros.org/ROS/Tutorials/InstallingandConfiguringROSEnvironment) for ROS packages management.