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Guillem Borrell 2022-11-19 15:36:24 +00:00
parent b4d3e54b31
commit d1b3381072
6 changed files with 541 additions and 0 deletions
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5
.gitignore vendored
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@ -14,3 +14,8 @@ Cargo.lock
# MSVC Windows builds of rustc generate these, which store debugging information # MSVC Windows builds of rustc generate these, which store debugging information
*.pdb *.pdb
# Added by cargo
/target

11
Cargo.toml Normal file
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@ -0,0 +1,11 @@
[package]
name = "csvgr"
version = "0.1.0"
edition = "2021"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
clap = {version = "4.0", features = ["cargo"]}
polars = "0.25.1"
polars-sql = "0.2.1"

295
notebooks/csv.ipynb Normal file
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@ -0,0 +1,295 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 39,
"id": "aa0bc87a-7fca-432d-9ad0-27855dfbc597",
"metadata": {},
"outputs": [],
"source": [
":dep csv = \"1.1\"\n",
":dep serde = \"1.0\"\n",
":dep polars = \"0.25\""
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "ab0babdd-8482-4248-bf3b-33ab0aad9e07",
"metadata": {},
"outputs": [
{
"ename": "Error",
"evalue": "unresolved import `polars::preamble`",
"output_type": "error",
"traceback": [
"\u001b[31m[E0432] Error:\u001b[0m unresolved import `polars::preamble`"
]
}
],
"source": [
"use std::fs::File;\n",
"use csv;\n",
"use std::collections::HashMap\n",
"use polars::preamble::*"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "561048d0-6982-4a87-97b8-4c31179cddf4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"ByteRecord([\"2\", \"12.6\", \"1.34\", \"1.9\", \"18.5\", \"88\", \"1.45\", \"1.36\", \".29\", \"1.35\", \"2.45\", \"1.04\", \"2.77\", \"562\"])\n",
"ByteRecord([\"2\", \"12.34\", \"2.45\", \"2.46\", \"21\", \"98\", \"2.56\", \"2.11\", \".34\", \"1.31\", \"2.8\", \".8\", \"3.38\", \"438\"])\n",
"ByteRecord([\"2\", \"11.82\", \"1.72\", \"1.88\", \"19.5\", \"86\", \"2.5\", \"1.64\", \".37\", \"1.42\", \"2.06\", \".94\", \"2.44\", \"415\"])\n",
"ByteRecord([\"2\", \"12.51\", \"1.73\", \"1.98\", \"20.5\", \"85\", \"2.2\", \"1.92\", \".32\", \"1.48\", \"2.94\", \"1.04\", \"3.57\", \"672\"])\n",
"ByteRecord([\"2\", \"12.42\", \"2.55\", \"2.27\", \"22\", \"90\", \"1.68\", \"1.84\", \".66\", \"1.42\", \"2.7\", \".86\", \"3.3\", \"315\"])\n",
"ByteRecord([\"2\", \"12.25\", \"1.73\", \"2.12\", \"19\", \"80\", \"1.65\", \"2.03\", \".37\", \"1.63\", \"3.4\", \"1\", \"3.17\", \"510\"])\n",
"ByteRecord([\"2\", \"12.72\", \"1.75\", \"2.28\", \"22.5\", \"84\", \"1.38\", \"1.76\", \".48\", \"1.63\", \"3.3\", \".88\", \"2.42\", \"488\"])\n",
"ByteRecord([\"2\", \"12.22\", \"1.29\", \"1.94\", \"19\", \"92\", \"2.36\", \"2.04\", \".39\", \"2.08\", \"2.7\", \".86\", \"3.02\", \"312\"])\n",
"ByteRecord([\"2\", \"11.61\", \"1.35\", \"2.7\", \"20\", \"94\", \"2.74\", \"2.92\", \".29\", \"2.49\", \"2.65\", \".96\", \"3.26\", \"680\"])\n",
"ByteRecord([\"2\", \"11.46\", \"3.74\", \"1.82\", \"19.5\", \"107\", \"3.18\", \"2.58\", \".24\", \"3.58\", \"2.9\", \".75\", \"2.81\", \"562\"])\n",
"ByteRecord([\"2\", \"12.52\", \"2.43\", \"2.17\", \"21\", \"88\", \"2.55\", \"2.27\", \".26\", \"1.22\", \"2\", \".9\", \"2.78\", \"325\"])\n",
"ByteRecord([\"2\", \"11.76\", \"2.68\", \"2.92\", \"20\", \"103\", \"1.75\", \"2.03\", \".6\", \"1.05\", \"3.8\", \"1.23\", \"2.5\", \"607\"])\n",
"ByteRecord([\"2\", \"11.41\", \".74\", \"2.5\", \"21\", \"88\", \"2.48\", \"2.01\", \".42\", \"1.44\", \"3.08\", \"1.1\", \"2.31\", \"434\"])\n",
"ByteRecord([\"2\", \"12.08\", \"1.39\", \"2.5\", \"22.5\", \"84\", \"2.56\", \"2.29\", \".43\", \"1.04\", \"2.9\", \".93\", \"3.19\", \"385\"])\n",
"ByteRecord([\"2\", \"11.03\", \"1.51\", \"2.2\", \"21.5\", \"85\", \"2.46\", \"2.17\", \".52\", \"2.01\", \"1.9\", \"1.71\", \"2.87\", \"407\"])\n",
"ByteRecord([\"2\", \"11.82\", \"1.47\", \"1.99\", \"20.8\", \"86\", \"1.98\", \"1.6\", \".3\", \"1.53\", \"1.95\", \".95\", \"3.33\", \"495\"])\n",
"ByteRecord([\"2\", \"12.42\", \"1.61\", \"2.19\", \"22.5\", \"108\", \"2\", \"2.09\", \".34\", \"1.61\", \"2.06\", \"1.06\", \"2.96\", \"345\"])\n",
"ByteRecord([\"2\", \"12.77\", \"3.43\", \"1.98\", \"16\", \"80\", \"1.63\", \"1.25\", \".43\", \".83\", \"3.4\", \".7\", \"2.12\", \"372\"])\n",
"ByteRecord([\"2\", \"12\", \"3.43\", \"2\", \"19\", \"87\", \"2\", \"1.64\", \".37\", \"1.87\", \"1.28\", \".93\", \"3.05\", \"564\"])\n",
"ByteRecord([\"2\", \"11.45\", \"2.4\", \"2.42\", \"20\", \"96\", \"2.9\", \"2.79\", \".32\", \"1.83\", \"3.25\", \".8\", \"3.39\", \"625\"])\n",
"ByteRecord([\"2\", \"11.56\", \"2.05\", \"3.23\", \"28.5\", \"119\", \"3.18\", \"5.08\", \".47\", \"1.87\", \"6\", \".93\", \"3.69\", \"465\"])\n",
"ByteRecord([\"2\", \"12.42\", \"4.43\", \"2.73\", \"26.5\", \"102\", \"2.2\", \"2.13\", \".43\", \"1.71\", \"2.08\", \".92\", \"3.12\", \"365\"])\n",
"ByteRecord([\"2\", \"13.05\", \"5.8\", \"2.13\", \"21.5\", \"86\", \"2.62\", \"2.65\", \".3\", \"2.01\", \"2.6\", \".73\", \"3.1\", \"380\"])\n",
"ByteRecord([\"2\", \"11.87\", \"4.31\", \"2.39\", \"21\", \"82\", \"2.86\", \"3.03\", \".21\", \"2.91\", \"2.8\", \".75\", \"3.64\", \"380\"])\n",
"ByteRecord([\"2\", \"12.07\", \"2.16\", \"2.17\", \"21\", \"85\", \"2.6\", \"2.65\", \".37\", \"1.35\", \"2.76\", \".86\", \"3.28\", \"378\"])\n",
"ByteRecord([\"2\", \"12.43\", \"1.53\", \"2.29\", \"21.5\", \"86\", \"2.74\", \"3.15\", \".39\", \"1.77\", \"3.94\", \".69\", \"2.84\", \"352\"])\n",
"ByteRecord([\"2\", \"11.79\", \"2.13\", \"2.78\", \"28.5\", \"92\", \"2.13\", \"2.24\", \".58\", \"1.76\", \"3\", \".97\", \"2.44\", \"466\"])\n",
"ByteRecord([\"2\", \"12.37\", \"1.63\", \"2.3\", \"24.5\", \"88\", \"2.22\", \"2.45\", \".4\", \"1.9\", \"2.12\", \".89\", \"2.78\", \"342\"])\n",
"ByteRecord([\"2\", \"12.04\", \"4.3\", \"2.38\", \"22\", \"80\", \"2.1\", \"1.75\", \".42\", \"1.35\", \"2.6\", \".79\", \"2.57\", \"580\"])\n",
"ByteRecord([\"3\", \"12.86\", \"1.35\", \"2.32\", \"18\", \"122\", \"1.51\", \"1.25\", \".21\", \".94\", \"4.1\", \".76\", \"1.29\", \"630\"])\n",
"ByteRecord([\"3\", \"12.88\", \"2.99\", \"2.4\", \"20\", \"104\", \"1.3\", \"1.22\", \".24\", \".83\", \"5.4\", \".74\", \"1.42\", \"530\"])\n",
"ByteRecord([\"3\", \"12.81\", \"2.31\", \"2.4\", \"24\", \"98\", \"1.15\", \"1.09\", \".27\", \".83\", \"5.7\", \".66\", \"1.36\", \"560\"])\n",
"ByteRecord([\"3\", \"12.7\", \"3.55\", \"2.36\", \"21.5\", \"106\", \"1.7\", \"1.2\", \".17\", \".84\", \"5\", \".78\", \"1.29\", \"600\"])\n",
"ByteRecord([\"3\", \"12.51\", \"1.24\", \"2.25\", \"17.5\", \"85\", \"2\", \".58\", \".6\", \"1.25\", \"5.45\", \".75\", \"1.51\", \"650\"])\n",
"ByteRecord([\"3\", \"12.6\", \"2.46\", \"2.2\", \"18.5\", \"94\", \"1.62\", \".66\", \".63\", \".94\", \"7.1\", \".73\", \"1.58\", \"695\"])\n",
"ByteRecord([\"3\", \"12.25\", \"4.72\", \"2.54\", \"21\", \"89\", \"1.38\", \".47\", \".53\", \".8\", \"3.85\", \".75\", \"1.27\", \"720\"])\n",
"ByteRecord([\"3\", \"12.53\", \"5.51\", \"2.64\", \"25\", \"96\", \"1.79\", \".6\", \".63\", \"1.1\", \"5\", \".82\", \"1.69\", \"515\"])\n",
"ByteRecord([\"3\", \"13.49\", \"3.59\", \"2.19\", \"19.5\", \"88\", \"1.62\", \".48\", \".58\", \".88\", \"5.7\", \".81\", \"1.82\", \"580\"])\n",
"ByteRecord([\"3\", \"12.84\", \"2.96\", \"2.61\", \"24\", \"101\", \"2.32\", \".6\", \".53\", \".81\", \"4.92\", \".89\", \"2.15\", \"590\"])\n",
"ByteRecord([\"3\", \"12.93\", \"2.81\", \"2.7\", \"21\", \"96\", \"1.54\", \".5\", \".53\", \".75\", \"4.6\", \".77\", \"2.31\", \"600\"])\n",
"ByteRecord([\"3\", \"13.36\", \"2.56\", \"2.35\", \"20\", \"89\", \"1.4\", \".5\", \".37\", \".64\", \"5.6\", \".7\", \"2.47\", \"780\"])\n",
"ByteRecord([\"3\", \"13.52\", \"3.17\", \"2.72\", \"23.5\", \"97\", \"1.55\", \".52\", \".5\", \".55\", \"4.35\", \".89\", \"2.06\", \"520\"])\n",
"ByteRecord([\"3\", \"13.62\", \"4.95\", \"2.35\", \"20\", \"92\", \"2\", \".8\", \".47\", \"1.02\", \"4.4\", \".91\", \"2.05\", \"550\"])\n",
"ByteRecord([\"3\", \"12.25\", \"3.88\", \"2.2\", \"18.5\", \"112\", \"1.38\", \".78\", \".29\", \"1.14\", \"8.21\", \".65\", \"2\", \"855\"])\n",
"ByteRecord([\"3\", \"13.16\", \"3.57\", \"2.15\", \"21\", \"102\", \"1.5\", \".55\", \".43\", \"1.3\", \"4\", \".6\", \"1.68\", \"830\"])\n",
"ByteRecord([\"3\", \"13.88\", \"5.04\", \"2.23\", \"20\", \"80\", \".98\", \".34\", \".4\", \".68\", \"4.9\", \".58\", \"1.33\", \"415\"])\n",
"ByteRecord([\"3\", \"12.87\", \"4.61\", \"2.48\", \"21.5\", \"86\", \"1.7\", \".65\", \".47\", \".86\", \"7.65\", \".54\", \"1.86\", \"625\"])\n",
"ByteRecord([\"3\", \"13.32\", \"3.24\", \"2.38\", \"21.5\", \"92\", \"1.93\", \".76\", \".45\", \"1.25\", \"8.42\", \".55\", \"1.62\", \"650\"])\n",
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"ByteRecord([\"3\", \"13.5\", \"3.12\", \"2.62\", \"24\", \"123\", \"1.4\", \"1.57\", \".22\", \"1.25\", \"8.60\", \".59\", \"1.3\", \"500\"])\n",
"ByteRecord([\"3\", \"12.79\", \"2.67\", \"2.48\", \"22\", \"112\", \"1.48\", \"1.36\", \".24\", \"1.26\", \"10.8\", \".48\", \"1.47\", \"480\"])\n",
"ByteRecord([\"3\", \"13.11\", \"1.9\", \"2.75\", \"25.5\", \"116\", \"2.2\", \"1.28\", \".26\", \"1.56\", \"7.1\", \".61\", \"1.33\", \"425\"])\n",
"ByteRecord([\"3\", \"13.23\", \"3.3\", \"2.28\", \"18.5\", \"98\", \"1.8\", \".83\", \".61\", \"1.87\", \"10.52\", \".56\", \"1.51\", \"675\"])\n",
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"ByteRecord([\"3\", \"13.17\", \"5.19\", \"2.32\", \"22\", \"93\", \"1.74\", \".63\", \".61\", \"1.55\", \"7.9\", \".6\", \"1.48\", \"725\"])\n",
"ByteRecord([\"3\", \"13.84\", \"4.12\", \"2.38\", \"19.5\", \"89\", \"1.8\", \".83\", \".48\", \"1.56\", \"9.01\", \".57\", \"1.64\", \"480\"])\n",
"ByteRecord([\"3\", \"12.45\", \"3.03\", \"2.64\", \"27\", \"97\", \"1.9\", \".58\", \".63\", \"1.14\", \"7.5\", \".67\", \"1.73\", \"880\"])\n",
"ByteRecord([\"3\", \"14.34\", \"1.68\", \"2.7\", \"25\", \"98\", \"2.8\", \"1.31\", \".53\", \"2.7\", \"13\", \".57\", \"1.96\", \"660\"])\n",
"ByteRecord([\"3\", \"13.48\", \"1.67\", \"2.64\", \"22.5\", \"89\", \"2.6\", \"1.1\", \".52\", \"2.29\", \"11.75\", \".57\", \"1.78\", \"620\"])\n",
"ByteRecord([\"3\", \"12.36\", \"3.83\", \"2.38\", \"21\", \"88\", \"2.3\", \".92\", \".5\", \"1.04\", \"7.65\", \".56\", \"1.58\", \"520\"])\n",
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"ByteRecord([\"3\", \"12.85\", \"3.27\", \"2.58\", \"22\", \"106\", \"1.65\", \".6\", \".6\", \".96\", \"5.58\", \".87\", \"2.11\", \"570\"])\n",
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"ByteRecord([\"3\", \"13.45\", \"3.7\", \"2.6\", \"23\", \"111\", \"1.7\", \".92\", \".43\", \"1.46\", \"10.68\", \".85\", \"1.56\", \"695\"])\n",
"ByteRecord([\"3\", \"12.82\", \"3.37\", \"2.3\", \"19.5\", \"88\", \"1.48\", \".66\", \".4\", \".97\", \"10.26\", \".72\", \"1.75\", \"685\"])\n",
"ByteRecord([\"3\", \"13.58\", \"2.58\", \"2.69\", \"24.5\", \"105\", \"1.55\", \".84\", \".39\", \"1.54\", \"8.66\", \".74\", \"1.8\", \"750\"])\n",
"ByteRecord([\"3\", \"13.4\", \"4.6\", \"2.86\", \"25\", \"112\", \"1.98\", \".96\", \".27\", \"1.11\", \"8.5\", \".67\", \"1.92\", \"630\"])\n",
"ByteRecord([\"3\", \"12.2\", \"3.03\", \"2.32\", \"19\", \"96\", \"1.25\", \".49\", \".4\", \".73\", \"5.5\", \".66\", \"1.83\", \"510\"])\n",
"ByteRecord([\"3\", \"12.77\", \"2.39\", \"2.28\", \"19.5\", \"86\", \"1.39\", \".51\", \".48\", \".64\", \"9.899999\", \".57\", \"1.63\", \"470\"])\n",
"ByteRecord([\"3\", \"14.16\", \"2.51\", \"2.48\", \"20\", \"91\", \"1.68\", \".7\", \".44\", \"1.24\", \"9.7\", \".62\", \"1.71\", \"660\"])\n",
"ByteRecord([\"3\", \"13.71\", \"5.65\", \"2.45\", \"20.5\", \"95\", \"1.68\", \".61\", \".52\", \"1.06\", \"7.7\", \".64\", \"1.74\", \"740\"])\n",
"ByteRecord([\"3\", \"13.4\", \"3.91\", \"2.48\", \"23\", \"102\", \"1.8\", \".75\", \".43\", \"1.41\", \"7.3\", \".7\", \"1.56\", \"750\"])\n",
"ByteRecord([\"3\", \"13.27\", \"4.28\", \"2.26\", \"20\", \"120\", \"1.59\", \".69\", \".43\", \"1.35\", \"10.2\", \".59\", \"1.56\", \"835\"])\n",
"ByteRecord([\"3\", \"13.17\", \"2.59\", \"2.37\", \"20\", \"120\", \"1.65\", \".68\", \".53\", \"1.46\", \"9.3\", \".6\", \"1.62\", \"840\"])\n",
"ByteRecord([\"3\", \"14.13\", \"4.1\", \"2.74\", \"24.5\", \"96\", \"2.05\", \".76\", \".56\", \"1.35\", \"9.2\", \".61\", \"1.6\", \"560\"])\n"
]
},
{
"data": {
"text/plain": [
"()"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type Record = HashMap<String,String>;\n",
"let file = File::open(\"../wine.csv\")?;\n",
"let mut r = csv::Reader::from_reader(file);\n",
"for result in r.byte_records() {\n",
" let record = result?;\n",
" println!(\"{:?}\", record)\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "45341565-f0f7-4bb7-a8e4-3623a9eded55",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Reader { core: Reader { dfa: Dfa(N/A), dfa_state: DfaState(0), nfa_state: StartRecord, delimiter: 44, term: CRLF, quote: 34, escape: None, double_quote: true, comment: None, quoting: true, use_nfa: false, line: 1, has_read: false, output_pos: 0 }, rdr: BufReader { reader: File { fd: 4, path: \"/home/jovyan/csvgr/wine.csv\", read: true, write: false }, buffer: 0/8192 }, state: ReaderState { headers: None, has_headers: true, flexible: false, trim: None, first_field_count: None, cur_pos: Position { byte: 0, line: 1, record: 0 }, first: false, seeked: false, eof: NotEof } }"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "01a3cd51-67a6-49b6-8234-726fe4b94b84",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Rust",
"language": "rust",
"name": "rust"
},
"language_info": {
"codemirror_mode": "rust",
"file_extension": ".rs",
"mimetype": "text/rust",
"name": "Rust",
"pygment_lexer": "rust",
"version": ""
}
},
"nbformat": 4,
"nbformat_minor": 5
}

34
src/main.rs Normal file
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@ -0,0 +1,34 @@
mod sql;
use clap::{arg, command, Command};
use polars::prelude::*;
fn main() {
let matches = command!()
.subcommand(
Command::new("sql")
.about("Runs a sql statement on the file")
.arg(arg!([statement] "SQL statement"))
.arg(arg!(-d --delimiter <String> "Column delimiter").required(false)),
)
.get_matches();
if let Some(matches) = matches.subcommand_matches("sql") {
if let Some(delimiter) = matches.get_one::<String>("delimiter") {
println!("Delimiter: {delimiter}")
} else {
println!("No delimiter")
}
if let Some(statement) = matches.get_one::<String>("statement") {
println!("Statement: {statement}");
} else {
let mut df = match sql::load_csv_from_stdin() {
Ok(df) => df,
Err(_e) => DataFrame::default(),
};
let _res = match sql::dump_csv_to_stdout(&mut df) {
Ok(_df) => (),
Err(_e) => (),
};
}
}
}

17
src/sql.rs Normal file
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@ -0,0 +1,17 @@
use polars::frame::DataFrame;
use polars::prelude::*;
use std::io;
use std::io::Read;
/// Read from stdin from CSV format and return a Polars DataFrame
pub fn load_csv_from_stdin() -> PolarsResult<DataFrame> {
let mut buffer = String::new();
io::stdin().read_to_string(&mut buffer)?;
let cursor = io::Cursor::new(buffer.as_bytes());
CsvReader::new(cursor).finish()
}
/// Take a Polars Dataframe and write it as CSV to stdout
pub fn dump_csv_to_stdout(df: &mut DataFrame) -> Result<(), PolarsError> {
CsvWriter::new(io::stdout()).finish(df)
}

179
wine.csv Normal file
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@ -0,0 +1,179 @@
Wine,Alcohol,Malic.acid,Ash,Acl,Mg,Phenols,Flavanoids,Nonflavanoid.phenols,Proanth,Color.int,Hue,OD,Proline
1,14.23,1.71,2.43,15.6,127,2.8,3.06,.28,2.29,5.64,1.04,3.92,1065
1,13.2,1.78,2.14,11.2,100,2.65,2.76,.26,1.28,4.38,1.05,3.4,1050
1,13.16,2.36,2.67,18.6,101,2.8,3.24,.3,2.81,5.68,1.03,3.17,1185
1,14.37,1.95,2.5,16.8,113,3.85,3.49,.24,2.18,7.8,.86,3.45,1480
1,13.24,2.59,2.87,21,118,2.8,2.69,.39,1.82,4.32,1.04,2.93,735
1,14.2,1.76,2.45,15.2,112,3.27,3.39,.34,1.97,6.75,1.05,2.85,1450
1,14.39,1.87,2.45,14.6,96,2.5,2.52,.3,1.98,5.25,1.02,3.58,1290
1,14.06,2.15,2.61,17.6,121,2.6,2.51,.31,1.25,5.05,1.06,3.58,1295
1,14.83,1.64,2.17,14,97,2.8,2.98,.29,1.98,5.2,1.08,2.85,1045
1,13.86,1.35,2.27,16,98,2.98,3.15,.22,1.85,7.22,1.01,3.55,1045
1,14.1,2.16,2.3,18,105,2.95,3.32,.22,2.38,5.75,1.25,3.17,1510
1,14.12,1.48,2.32,16.8,95,2.2,2.43,.26,1.57,5,1.17,2.82,1280
1,13.75,1.73,2.41,16,89,2.6,2.76,.29,1.81,5.6,1.15,2.9,1320
1,14.75,1.73,2.39,11.4,91,3.1,3.69,.43,2.81,5.4,1.25,2.73,1150
1,14.38,1.87,2.38,12,102,3.3,3.64,.29,2.96,7.5,1.2,3,1547
1,13.63,1.81,2.7,17.2,112,2.85,2.91,.3,1.46,7.3,1.28,2.88,1310
1,14.3,1.92,2.72,20,120,2.8,3.14,.33,1.97,6.2,1.07,2.65,1280
1,13.83,1.57,2.62,20,115,2.95,3.4,.4,1.72,6.6,1.13,2.57,1130
1,14.19,1.59,2.48,16.5,108,3.3,3.93,.32,1.86,8.7,1.23,2.82,1680
1,13.64,3.1,2.56,15.2,116,2.7,3.03,.17,1.66,5.1,.96,3.36,845
1,14.06,1.63,2.28,16,126,3,3.17,.24,2.1,5.65,1.09,3.71,780
1,12.93,3.8,2.65,18.6,102,2.41,2.41,.25,1.98,4.5,1.03,3.52,770
1,13.71,1.86,2.36,16.6,101,2.61,2.88,.27,1.69,3.8,1.11,4,1035
1,12.85,1.6,2.52,17.8,95,2.48,2.37,.26,1.46,3.93,1.09,3.63,1015
1,13.5,1.81,2.61,20,96,2.53,2.61,.28,1.66,3.52,1.12,3.82,845
1,13.05,2.05,3.22,25,124,2.63,2.68,.47,1.92,3.58,1.13,3.2,830
1,13.39,1.77,2.62,16.1,93,2.85,2.94,.34,1.45,4.8,.92,3.22,1195
1,13.3,1.72,2.14,17,94,2.4,2.19,.27,1.35,3.95,1.02,2.77,1285
1,13.87,1.9,2.8,19.4,107,2.95,2.97,.37,1.76,4.5,1.25,3.4,915
1,14.02,1.68,2.21,16,96,2.65,2.33,.26,1.98,4.7,1.04,3.59,1035
1,13.73,1.5,2.7,22.5,101,3,3.25,.29,2.38,5.7,1.19,2.71,1285
1,13.58,1.66,2.36,19.1,106,2.86,3.19,.22,1.95,6.9,1.09,2.88,1515
1,13.68,1.83,2.36,17.2,104,2.42,2.69,.42,1.97,3.84,1.23,2.87,990
1,13.76,1.53,2.7,19.5,132,2.95,2.74,.5,1.35,5.4,1.25,3,1235
1,13.51,1.8,2.65,19,110,2.35,2.53,.29,1.54,4.2,1.1,2.87,1095
1,13.48,1.81,2.41,20.5,100,2.7,2.98,.26,1.86,5.1,1.04,3.47,920
1,13.28,1.64,2.84,15.5,110,2.6,2.68,.34,1.36,4.6,1.09,2.78,880
1,13.05,1.65,2.55,18,98,2.45,2.43,.29,1.44,4.25,1.12,2.51,1105
1,13.07,1.5,2.1,15.5,98,2.4,2.64,.28,1.37,3.7,1.18,2.69,1020
1,14.22,3.99,2.51,13.2,128,3,3.04,.2,2.08,5.1,.89,3.53,760
1,13.56,1.71,2.31,16.2,117,3.15,3.29,.34,2.34,6.13,.95,3.38,795
1,13.41,3.84,2.12,18.8,90,2.45,2.68,.27,1.48,4.28,.91,3,1035
1,13.88,1.89,2.59,15,101,3.25,3.56,.17,1.7,5.43,.88,3.56,1095
1,13.24,3.98,2.29,17.5,103,2.64,2.63,.32,1.66,4.36,.82,3,680
1,13.05,1.77,2.1,17,107,3,3,.28,2.03,5.04,.88,3.35,885
1,14.21,4.04,2.44,18.9,111,2.85,2.65,.3,1.25,5.24,.87,3.33,1080
1,14.38,3.59,2.28,16,102,3.25,3.17,.27,2.19,4.9,1.04,3.44,1065
1,13.9,1.68,2.12,16,101,3.1,3.39,.21,2.14,6.1,.91,3.33,985
1,14.1,2.02,2.4,18.8,103,2.75,2.92,.32,2.38,6.2,1.07,2.75,1060
1,13.94,1.73,2.27,17.4,108,2.88,3.54,.32,2.08,8.90,1.12,3.1,1260
1,13.05,1.73,2.04,12.4,92,2.72,3.27,.17,2.91,7.2,1.12,2.91,1150
1,13.83,1.65,2.6,17.2,94,2.45,2.99,.22,2.29,5.6,1.24,3.37,1265
1,13.82,1.75,2.42,14,111,3.88,3.74,.32,1.87,7.05,1.01,3.26,1190
1,13.77,1.9,2.68,17.1,115,3,2.79,.39,1.68,6.3,1.13,2.93,1375
1,13.74,1.67,2.25,16.4,118,2.6,2.9,.21,1.62,5.85,.92,3.2,1060
1,13.56,1.73,2.46,20.5,116,2.96,2.78,.2,2.45,6.25,.98,3.03,1120
1,14.22,1.7,2.3,16.3,118,3.2,3,.26,2.03,6.38,.94,3.31,970
1,13.29,1.97,2.68,16.8,102,3,3.23,.31,1.66,6,1.07,2.84,1270
1,13.72,1.43,2.5,16.7,108,3.4,3.67,.19,2.04,6.8,.89,2.87,1285
2,12.37,.94,1.36,10.6,88,1.98,.57,.28,.42,1.95,1.05,1.82,520
2,12.33,1.1,2.28,16,101,2.05,1.09,.63,.41,3.27,1.25,1.67,680
2,12.64,1.36,2.02,16.8,100,2.02,1.41,.53,.62,5.75,.98,1.59,450
2,13.67,1.25,1.92,18,94,2.1,1.79,.32,.73,3.8,1.23,2.46,630
2,12.37,1.13,2.16,19,87,3.5,3.1,.19,1.87,4.45,1.22,2.87,420
2,12.17,1.45,2.53,19,104,1.89,1.75,.45,1.03,2.95,1.45,2.23,355
2,12.37,1.21,2.56,18.1,98,2.42,2.65,.37,2.08,4.6,1.19,2.3,678
2,13.11,1.01,1.7,15,78,2.98,3.18,.26,2.28,5.3,1.12,3.18,502
2,12.37,1.17,1.92,19.6,78,2.11,2,.27,1.04,4.68,1.12,3.48,510
2,13.34,.94,2.36,17,110,2.53,1.3,.55,.42,3.17,1.02,1.93,750
2,12.21,1.19,1.75,16.8,151,1.85,1.28,.14,2.5,2.85,1.28,3.07,718
2,12.29,1.61,2.21,20.4,103,1.1,1.02,.37,1.46,3.05,.906,1.82,870
2,13.86,1.51,2.67,25,86,2.95,2.86,.21,1.87,3.38,1.36,3.16,410
2,13.49,1.66,2.24,24,87,1.88,1.84,.27,1.03,3.74,.98,2.78,472
2,12.99,1.67,2.6,30,139,3.3,2.89,.21,1.96,3.35,1.31,3.5,985
2,11.96,1.09,2.3,21,101,3.38,2.14,.13,1.65,3.21,.99,3.13,886
2,11.66,1.88,1.92,16,97,1.61,1.57,.34,1.15,3.8,1.23,2.14,428
2,13.03,.9,1.71,16,86,1.95,2.03,.24,1.46,4.6,1.19,2.48,392
2,11.84,2.89,2.23,18,112,1.72,1.32,.43,.95,2.65,.96,2.52,500
2,12.33,.99,1.95,14.8,136,1.9,1.85,.35,2.76,3.4,1.06,2.31,750
2,12.7,3.87,2.4,23,101,2.83,2.55,.43,1.95,2.57,1.19,3.13,463
2,12,.92,2,19,86,2.42,2.26,.3,1.43,2.5,1.38,3.12,278
2,12.72,1.81,2.2,18.8,86,2.2,2.53,.26,1.77,3.9,1.16,3.14,714
2,12.08,1.13,2.51,24,78,2,1.58,.4,1.4,2.2,1.31,2.72,630
2,13.05,3.86,2.32,22.5,85,1.65,1.59,.61,1.62,4.8,.84,2.01,515
2,11.84,.89,2.58,18,94,2.2,2.21,.22,2.35,3.05,.79,3.08,520
2,12.67,.98,2.24,18,99,2.2,1.94,.3,1.46,2.62,1.23,3.16,450
2,12.16,1.61,2.31,22.8,90,1.78,1.69,.43,1.56,2.45,1.33,2.26,495
2,11.65,1.67,2.62,26,88,1.92,1.61,.4,1.34,2.6,1.36,3.21,562
2,11.64,2.06,2.46,21.6,84,1.95,1.69,.48,1.35,2.8,1,2.75,680
2,12.08,1.33,2.3,23.6,70,2.2,1.59,.42,1.38,1.74,1.07,3.21,625
2,12.08,1.83,2.32,18.5,81,1.6,1.5,.52,1.64,2.4,1.08,2.27,480
2,12,1.51,2.42,22,86,1.45,1.25,.5,1.63,3.6,1.05,2.65,450
2,12.69,1.53,2.26,20.7,80,1.38,1.46,.58,1.62,3.05,.96,2.06,495
2,12.29,2.83,2.22,18,88,2.45,2.25,.25,1.99,2.15,1.15,3.3,290
2,11.62,1.99,2.28,18,98,3.02,2.26,.17,1.35,3.25,1.16,2.96,345
2,12.47,1.52,2.2,19,162,2.5,2.27,.32,3.28,2.6,1.16,2.63,937
2,11.81,2.12,2.74,21.5,134,1.6,.99,.14,1.56,2.5,.95,2.26,625
2,12.29,1.41,1.98,16,85,2.55,2.5,.29,1.77,2.9,1.23,2.74,428
2,12.37,1.07,2.1,18.5,88,3.52,3.75,.24,1.95,4.5,1.04,2.77,660
2,12.29,3.17,2.21,18,88,2.85,2.99,.45,2.81,2.3,1.42,2.83,406
2,12.08,2.08,1.7,17.5,97,2.23,2.17,.26,1.4,3.3,1.27,2.96,710
2,12.6,1.34,1.9,18.5,88,1.45,1.36,.29,1.35,2.45,1.04,2.77,562
2,12.34,2.45,2.46,21,98,2.56,2.11,.34,1.31,2.8,.8,3.38,438
2,11.82,1.72,1.88,19.5,86,2.5,1.64,.37,1.42,2.06,.94,2.44,415
2,12.51,1.73,1.98,20.5,85,2.2,1.92,.32,1.48,2.94,1.04,3.57,672
2,12.42,2.55,2.27,22,90,1.68,1.84,.66,1.42,2.7,.86,3.3,315
2,12.25,1.73,2.12,19,80,1.65,2.03,.37,1.63,3.4,1,3.17,510
2,12.72,1.75,2.28,22.5,84,1.38,1.76,.48,1.63,3.3,.88,2.42,488
2,12.22,1.29,1.94,19,92,2.36,2.04,.39,2.08,2.7,.86,3.02,312
2,11.61,1.35,2.7,20,94,2.74,2.92,.29,2.49,2.65,.96,3.26,680
2,11.46,3.74,1.82,19.5,107,3.18,2.58,.24,3.58,2.9,.75,2.81,562
2,12.52,2.43,2.17,21,88,2.55,2.27,.26,1.22,2,.9,2.78,325
2,11.76,2.68,2.92,20,103,1.75,2.03,.6,1.05,3.8,1.23,2.5,607
2,11.41,.74,2.5,21,88,2.48,2.01,.42,1.44,3.08,1.1,2.31,434
2,12.08,1.39,2.5,22.5,84,2.56,2.29,.43,1.04,2.9,.93,3.19,385
2,11.03,1.51,2.2,21.5,85,2.46,2.17,.52,2.01,1.9,1.71,2.87,407
2,11.82,1.47,1.99,20.8,86,1.98,1.6,.3,1.53,1.95,.95,3.33,495
2,12.42,1.61,2.19,22.5,108,2,2.09,.34,1.61,2.06,1.06,2.96,345
2,12.77,3.43,1.98,16,80,1.63,1.25,.43,.83,3.4,.7,2.12,372
2,12,3.43,2,19,87,2,1.64,.37,1.87,1.28,.93,3.05,564
2,11.45,2.4,2.42,20,96,2.9,2.79,.32,1.83,3.25,.8,3.39,625
2,11.56,2.05,3.23,28.5,119,3.18,5.08,.47,1.87,6,.93,3.69,465
2,12.42,4.43,2.73,26.5,102,2.2,2.13,.43,1.71,2.08,.92,3.12,365
2,13.05,5.8,2.13,21.5,86,2.62,2.65,.3,2.01,2.6,.73,3.1,380
2,11.87,4.31,2.39,21,82,2.86,3.03,.21,2.91,2.8,.75,3.64,380
2,12.07,2.16,2.17,21,85,2.6,2.65,.37,1.35,2.76,.86,3.28,378
2,12.43,1.53,2.29,21.5,86,2.74,3.15,.39,1.77,3.94,.69,2.84,352
2,11.79,2.13,2.78,28.5,92,2.13,2.24,.58,1.76,3,.97,2.44,466
2,12.37,1.63,2.3,24.5,88,2.22,2.45,.4,1.9,2.12,.89,2.78,342
2,12.04,4.3,2.38,22,80,2.1,1.75,.42,1.35,2.6,.79,2.57,580
3,12.86,1.35,2.32,18,122,1.51,1.25,.21,.94,4.1,.76,1.29,630
3,12.88,2.99,2.4,20,104,1.3,1.22,.24,.83,5.4,.74,1.42,530
3,12.81,2.31,2.4,24,98,1.15,1.09,.27,.83,5.7,.66,1.36,560
3,12.7,3.55,2.36,21.5,106,1.7,1.2,.17,.84,5,.78,1.29,600
3,12.51,1.24,2.25,17.5,85,2,.58,.6,1.25,5.45,.75,1.51,650
3,12.6,2.46,2.2,18.5,94,1.62,.66,.63,.94,7.1,.73,1.58,695
3,12.25,4.72,2.54,21,89,1.38,.47,.53,.8,3.85,.75,1.27,720
3,12.53,5.51,2.64,25,96,1.79,.6,.63,1.1,5,.82,1.69,515
3,13.49,3.59,2.19,19.5,88,1.62,.48,.58,.88,5.7,.81,1.82,580
3,12.84,2.96,2.61,24,101,2.32,.6,.53,.81,4.92,.89,2.15,590
3,12.93,2.81,2.7,21,96,1.54,.5,.53,.75,4.6,.77,2.31,600
3,13.36,2.56,2.35,20,89,1.4,.5,.37,.64,5.6,.7,2.47,780
3,13.52,3.17,2.72,23.5,97,1.55,.52,.5,.55,4.35,.89,2.06,520
3,13.62,4.95,2.35,20,92,2,.8,.47,1.02,4.4,.91,2.05,550
3,12.25,3.88,2.2,18.5,112,1.38,.78,.29,1.14,8.21,.65,2,855
3,13.16,3.57,2.15,21,102,1.5,.55,.43,1.3,4,.6,1.68,830
3,13.88,5.04,2.23,20,80,.98,.34,.4,.68,4.9,.58,1.33,415
3,12.87,4.61,2.48,21.5,86,1.7,.65,.47,.86,7.65,.54,1.86,625
3,13.32,3.24,2.38,21.5,92,1.93,.76,.45,1.25,8.42,.55,1.62,650
3,13.08,3.9,2.36,21.5,113,1.41,1.39,.34,1.14,9.40,.57,1.33,550
3,13.5,3.12,2.62,24,123,1.4,1.57,.22,1.25,8.60,.59,1.3,500
3,12.79,2.67,2.48,22,112,1.48,1.36,.24,1.26,10.8,.48,1.47,480
3,13.11,1.9,2.75,25.5,116,2.2,1.28,.26,1.56,7.1,.61,1.33,425
3,13.23,3.3,2.28,18.5,98,1.8,.83,.61,1.87,10.52,.56,1.51,675
3,12.58,1.29,2.1,20,103,1.48,.58,.53,1.4,7.6,.58,1.55,640
3,13.17,5.19,2.32,22,93,1.74,.63,.61,1.55,7.9,.6,1.48,725
3,13.84,4.12,2.38,19.5,89,1.8,.83,.48,1.56,9.01,.57,1.64,480
3,12.45,3.03,2.64,27,97,1.9,.58,.63,1.14,7.5,.67,1.73,880
3,14.34,1.68,2.7,25,98,2.8,1.31,.53,2.7,13,.57,1.96,660
3,13.48,1.67,2.64,22.5,89,2.6,1.1,.52,2.29,11.75,.57,1.78,620
3,12.36,3.83,2.38,21,88,2.3,.92,.5,1.04,7.65,.56,1.58,520
3,13.69,3.26,2.54,20,107,1.83,.56,.5,.8,5.88,.96,1.82,680
3,12.85,3.27,2.58,22,106,1.65,.6,.6,.96,5.58,.87,2.11,570
3,12.96,3.45,2.35,18.5,106,1.39,.7,.4,.94,5.28,.68,1.75,675
3,13.78,2.76,2.3,22,90,1.35,.68,.41,1.03,9.58,.7,1.68,615
3,13.73,4.36,2.26,22.5,88,1.28,.47,.52,1.15,6.62,.78,1.75,520
3,13.45,3.7,2.6,23,111,1.7,.92,.43,1.46,10.68,.85,1.56,695
3,12.82,3.37,2.3,19.5,88,1.48,.66,.4,.97,10.26,.72,1.75,685
3,13.58,2.58,2.69,24.5,105,1.55,.84,.39,1.54,8.66,.74,1.8,750
3,13.4,4.6,2.86,25,112,1.98,.96,.27,1.11,8.5,.67,1.92,630
3,12.2,3.03,2.32,19,96,1.25,.49,.4,.73,5.5,.66,1.83,510
3,12.77,2.39,2.28,19.5,86,1.39,.51,.48,.64,9.899999,.57,1.63,470
3,14.16,2.51,2.48,20,91,1.68,.7,.44,1.24,9.7,.62,1.71,660
3,13.71,5.65,2.45,20.5,95,1.68,.61,.52,1.06,7.7,.64,1.74,740
3,13.4,3.91,2.48,23,102,1.8,.75,.43,1.41,7.3,.7,1.56,750
3,13.27,4.28,2.26,20,120,1.59,.69,.43,1.35,10.2,.59,1.56,835
3,13.17,2.59,2.37,20,120,1.65,.68,.53,1.46,9.3,.6,1.62,840
3,14.13,4.1,2.74,24.5,96,2.05,.76,.56,1.35,9.2,.61,1.6,560
1 Wine Alcohol Malic.acid Ash Acl Mg Phenols Flavanoids Nonflavanoid.phenols Proanth Color.int Hue OD Proline
2 1 14.23 1.71 2.43 15.6 127 2.8 3.06 .28 2.29 5.64 1.04 3.92 1065
3 1 13.2 1.78 2.14 11.2 100 2.65 2.76 .26 1.28 4.38 1.05 3.4 1050
4 1 13.16 2.36 2.67 18.6 101 2.8 3.24 .3 2.81 5.68 1.03 3.17 1185
5 1 14.37 1.95 2.5 16.8 113 3.85 3.49 .24 2.18 7.8 .86 3.45 1480
6 1 13.24 2.59 2.87 21 118 2.8 2.69 .39 1.82 4.32 1.04 2.93 735
7 1 14.2 1.76 2.45 15.2 112 3.27 3.39 .34 1.97 6.75 1.05 2.85 1450
8 1 14.39 1.87 2.45 14.6 96 2.5 2.52 .3 1.98 5.25 1.02 3.58 1290
9 1 14.06 2.15 2.61 17.6 121 2.6 2.51 .31 1.25 5.05 1.06 3.58 1295
10 1 14.83 1.64 2.17 14 97 2.8 2.98 .29 1.98 5.2 1.08 2.85 1045
11 1 13.86 1.35 2.27 16 98 2.98 3.15 .22 1.85 7.22 1.01 3.55 1045
12 1 14.1 2.16 2.3 18 105 2.95 3.32 .22 2.38 5.75 1.25 3.17 1510
13 1 14.12 1.48 2.32 16.8 95 2.2 2.43 .26 1.57 5 1.17 2.82 1280
14 1 13.75 1.73 2.41 16 89 2.6 2.76 .29 1.81 5.6 1.15 2.9 1320
15 1 14.75 1.73 2.39 11.4 91 3.1 3.69 .43 2.81 5.4 1.25 2.73 1150
16 1 14.38 1.87 2.38 12 102 3.3 3.64 .29 2.96 7.5 1.2 3 1547
17 1 13.63 1.81 2.7 17.2 112 2.85 2.91 .3 1.46 7.3 1.28 2.88 1310
18 1 14.3 1.92 2.72 20 120 2.8 3.14 .33 1.97 6.2 1.07 2.65 1280
19 1 13.83 1.57 2.62 20 115 2.95 3.4 .4 1.72 6.6 1.13 2.57 1130
20 1 14.19 1.59 2.48 16.5 108 3.3 3.93 .32 1.86 8.7 1.23 2.82 1680
21 1 13.64 3.1 2.56 15.2 116 2.7 3.03 .17 1.66 5.1 .96 3.36 845
22 1 14.06 1.63 2.28 16 126 3 3.17 .24 2.1 5.65 1.09 3.71 780
23 1 12.93 3.8 2.65 18.6 102 2.41 2.41 .25 1.98 4.5 1.03 3.52 770
24 1 13.71 1.86 2.36 16.6 101 2.61 2.88 .27 1.69 3.8 1.11 4 1035
25 1 12.85 1.6 2.52 17.8 95 2.48 2.37 .26 1.46 3.93 1.09 3.63 1015
26 1 13.5 1.81 2.61 20 96 2.53 2.61 .28 1.66 3.52 1.12 3.82 845
27 1 13.05 2.05 3.22 25 124 2.63 2.68 .47 1.92 3.58 1.13 3.2 830
28 1 13.39 1.77 2.62 16.1 93 2.85 2.94 .34 1.45 4.8 .92 3.22 1195
29 1 13.3 1.72 2.14 17 94 2.4 2.19 .27 1.35 3.95 1.02 2.77 1285
30 1 13.87 1.9 2.8 19.4 107 2.95 2.97 .37 1.76 4.5 1.25 3.4 915
31 1 14.02 1.68 2.21 16 96 2.65 2.33 .26 1.98 4.7 1.04 3.59 1035
32 1 13.73 1.5 2.7 22.5 101 3 3.25 .29 2.38 5.7 1.19 2.71 1285
33 1 13.58 1.66 2.36 19.1 106 2.86 3.19 .22 1.95 6.9 1.09 2.88 1515
34 1 13.68 1.83 2.36 17.2 104 2.42 2.69 .42 1.97 3.84 1.23 2.87 990
35 1 13.76 1.53 2.7 19.5 132 2.95 2.74 .5 1.35 5.4 1.25 3 1235
36 1 13.51 1.8 2.65 19 110 2.35 2.53 .29 1.54 4.2 1.1 2.87 1095
37 1 13.48 1.81 2.41 20.5 100 2.7 2.98 .26 1.86 5.1 1.04 3.47 920
38 1 13.28 1.64 2.84 15.5 110 2.6 2.68 .34 1.36 4.6 1.09 2.78 880
39 1 13.05 1.65 2.55 18 98 2.45 2.43 .29 1.44 4.25 1.12 2.51 1105
40 1 13.07 1.5 2.1 15.5 98 2.4 2.64 .28 1.37 3.7 1.18 2.69 1020
41 1 14.22 3.99 2.51 13.2 128 3 3.04 .2 2.08 5.1 .89 3.53 760
42 1 13.56 1.71 2.31 16.2 117 3.15 3.29 .34 2.34 6.13 .95 3.38 795
43 1 13.41 3.84 2.12 18.8 90 2.45 2.68 .27 1.48 4.28 .91 3 1035
44 1 13.88 1.89 2.59 15 101 3.25 3.56 .17 1.7 5.43 .88 3.56 1095
45 1 13.24 3.98 2.29 17.5 103 2.64 2.63 .32 1.66 4.36 .82 3 680
46 1 13.05 1.77 2.1 17 107 3 3 .28 2.03 5.04 .88 3.35 885
47 1 14.21 4.04 2.44 18.9 111 2.85 2.65 .3 1.25 5.24 .87 3.33 1080
48 1 14.38 3.59 2.28 16 102 3.25 3.17 .27 2.19 4.9 1.04 3.44 1065
49 1 13.9 1.68 2.12 16 101 3.1 3.39 .21 2.14 6.1 .91 3.33 985
50 1 14.1 2.02 2.4 18.8 103 2.75 2.92 .32 2.38 6.2 1.07 2.75 1060
51 1 13.94 1.73 2.27 17.4 108 2.88 3.54 .32 2.08 8.90 1.12 3.1 1260
52 1 13.05 1.73 2.04 12.4 92 2.72 3.27 .17 2.91 7.2 1.12 2.91 1150
53 1 13.83 1.65 2.6 17.2 94 2.45 2.99 .22 2.29 5.6 1.24 3.37 1265
54 1 13.82 1.75 2.42 14 111 3.88 3.74 .32 1.87 7.05 1.01 3.26 1190
55 1 13.77 1.9 2.68 17.1 115 3 2.79 .39 1.68 6.3 1.13 2.93 1375
56 1 13.74 1.67 2.25 16.4 118 2.6 2.9 .21 1.62 5.85 .92 3.2 1060
57 1 13.56 1.73 2.46 20.5 116 2.96 2.78 .2 2.45 6.25 .98 3.03 1120
58 1 14.22 1.7 2.3 16.3 118 3.2 3 .26 2.03 6.38 .94 3.31 970
59 1 13.29 1.97 2.68 16.8 102 3 3.23 .31 1.66 6 1.07 2.84 1270
60 1 13.72 1.43 2.5 16.7 108 3.4 3.67 .19 2.04 6.8 .89 2.87 1285
61 2 12.37 .94 1.36 10.6 88 1.98 .57 .28 .42 1.95 1.05 1.82 520
62 2 12.33 1.1 2.28 16 101 2.05 1.09 .63 .41 3.27 1.25 1.67 680
63 2 12.64 1.36 2.02 16.8 100 2.02 1.41 .53 .62 5.75 .98 1.59 450
64 2 13.67 1.25 1.92 18 94 2.1 1.79 .32 .73 3.8 1.23 2.46 630
65 2 12.37 1.13 2.16 19 87 3.5 3.1 .19 1.87 4.45 1.22 2.87 420
66 2 12.17 1.45 2.53 19 104 1.89 1.75 .45 1.03 2.95 1.45 2.23 355
67 2 12.37 1.21 2.56 18.1 98 2.42 2.65 .37 2.08 4.6 1.19 2.3 678
68 2 13.11 1.01 1.7 15 78 2.98 3.18 .26 2.28 5.3 1.12 3.18 502
69 2 12.37 1.17 1.92 19.6 78 2.11 2 .27 1.04 4.68 1.12 3.48 510
70 2 13.34 .94 2.36 17 110 2.53 1.3 .55 .42 3.17 1.02 1.93 750
71 2 12.21 1.19 1.75 16.8 151 1.85 1.28 .14 2.5 2.85 1.28 3.07 718
72 2 12.29 1.61 2.21 20.4 103 1.1 1.02 .37 1.46 3.05 .906 1.82 870
73 2 13.86 1.51 2.67 25 86 2.95 2.86 .21 1.87 3.38 1.36 3.16 410
74 2 13.49 1.66 2.24 24 87 1.88 1.84 .27 1.03 3.74 .98 2.78 472
75 2 12.99 1.67 2.6 30 139 3.3 2.89 .21 1.96 3.35 1.31 3.5 985
76 2 11.96 1.09 2.3 21 101 3.38 2.14 .13 1.65 3.21 .99 3.13 886
77 2 11.66 1.88 1.92 16 97 1.61 1.57 .34 1.15 3.8 1.23 2.14 428
78 2 13.03 .9 1.71 16 86 1.95 2.03 .24 1.46 4.6 1.19 2.48 392
79 2 11.84 2.89 2.23 18 112 1.72 1.32 .43 .95 2.65 .96 2.52 500
80 2 12.33 .99 1.95 14.8 136 1.9 1.85 .35 2.76 3.4 1.06 2.31 750
81 2 12.7 3.87 2.4 23 101 2.83 2.55 .43 1.95 2.57 1.19 3.13 463
82 2 12 .92 2 19 86 2.42 2.26 .3 1.43 2.5 1.38 3.12 278
83 2 12.72 1.81 2.2 18.8 86 2.2 2.53 .26 1.77 3.9 1.16 3.14 714
84 2 12.08 1.13 2.51 24 78 2 1.58 .4 1.4 2.2 1.31 2.72 630
85 2 13.05 3.86 2.32 22.5 85 1.65 1.59 .61 1.62 4.8 .84 2.01 515
86 2 11.84 .89 2.58 18 94 2.2 2.21 .22 2.35 3.05 .79 3.08 520
87 2 12.67 .98 2.24 18 99 2.2 1.94 .3 1.46 2.62 1.23 3.16 450
88 2 12.16 1.61 2.31 22.8 90 1.78 1.69 .43 1.56 2.45 1.33 2.26 495
89 2 11.65 1.67 2.62 26 88 1.92 1.61 .4 1.34 2.6 1.36 3.21 562
90 2 11.64 2.06 2.46 21.6 84 1.95 1.69 .48 1.35 2.8 1 2.75 680
91 2 12.08 1.33 2.3 23.6 70 2.2 1.59 .42 1.38 1.74 1.07 3.21 625
92 2 12.08 1.83 2.32 18.5 81 1.6 1.5 .52 1.64 2.4 1.08 2.27 480
93 2 12 1.51 2.42 22 86 1.45 1.25 .5 1.63 3.6 1.05 2.65 450
94 2 12.69 1.53 2.26 20.7 80 1.38 1.46 .58 1.62 3.05 .96 2.06 495
95 2 12.29 2.83 2.22 18 88 2.45 2.25 .25 1.99 2.15 1.15 3.3 290
96 2 11.62 1.99 2.28 18 98 3.02 2.26 .17 1.35 3.25 1.16 2.96 345
97 2 12.47 1.52 2.2 19 162 2.5 2.27 .32 3.28 2.6 1.16 2.63 937
98 2 11.81 2.12 2.74 21.5 134 1.6 .99 .14 1.56 2.5 .95 2.26 625
99 2 12.29 1.41 1.98 16 85 2.55 2.5 .29 1.77 2.9 1.23 2.74 428
100 2 12.37 1.07 2.1 18.5 88 3.52 3.75 .24 1.95 4.5 1.04 2.77 660
101 2 12.29 3.17 2.21 18 88 2.85 2.99 .45 2.81 2.3 1.42 2.83 406
102 2 12.08 2.08 1.7 17.5 97 2.23 2.17 .26 1.4 3.3 1.27 2.96 710
103 2 12.6 1.34 1.9 18.5 88 1.45 1.36 .29 1.35 2.45 1.04 2.77 562
104 2 12.34 2.45 2.46 21 98 2.56 2.11 .34 1.31 2.8 .8 3.38 438
105 2 11.82 1.72 1.88 19.5 86 2.5 1.64 .37 1.42 2.06 .94 2.44 415
106 2 12.51 1.73 1.98 20.5 85 2.2 1.92 .32 1.48 2.94 1.04 3.57 672
107 2 12.42 2.55 2.27 22 90 1.68 1.84 .66 1.42 2.7 .86 3.3 315
108 2 12.25 1.73 2.12 19 80 1.65 2.03 .37 1.63 3.4 1 3.17 510
109 2 12.72 1.75 2.28 22.5 84 1.38 1.76 .48 1.63 3.3 .88 2.42 488
110 2 12.22 1.29 1.94 19 92 2.36 2.04 .39 2.08 2.7 .86 3.02 312
111 2 11.61 1.35 2.7 20 94 2.74 2.92 .29 2.49 2.65 .96 3.26 680
112 2 11.46 3.74 1.82 19.5 107 3.18 2.58 .24 3.58 2.9 .75 2.81 562
113 2 12.52 2.43 2.17 21 88 2.55 2.27 .26 1.22 2 .9 2.78 325
114 2 11.76 2.68 2.92 20 103 1.75 2.03 .6 1.05 3.8 1.23 2.5 607
115 2 11.41 .74 2.5 21 88 2.48 2.01 .42 1.44 3.08 1.1 2.31 434
116 2 12.08 1.39 2.5 22.5 84 2.56 2.29 .43 1.04 2.9 .93 3.19 385
117 2 11.03 1.51 2.2 21.5 85 2.46 2.17 .52 2.01 1.9 1.71 2.87 407
118 2 11.82 1.47 1.99 20.8 86 1.98 1.6 .3 1.53 1.95 .95 3.33 495
119 2 12.42 1.61 2.19 22.5 108 2 2.09 .34 1.61 2.06 1.06 2.96 345
120 2 12.77 3.43 1.98 16 80 1.63 1.25 .43 .83 3.4 .7 2.12 372
121 2 12 3.43 2 19 87 2 1.64 .37 1.87 1.28 .93 3.05 564
122 2 11.45 2.4 2.42 20 96 2.9 2.79 .32 1.83 3.25 .8 3.39 625
123 2 11.56 2.05 3.23 28.5 119 3.18 5.08 .47 1.87 6 .93 3.69 465
124 2 12.42 4.43 2.73 26.5 102 2.2 2.13 .43 1.71 2.08 .92 3.12 365
125 2 13.05 5.8 2.13 21.5 86 2.62 2.65 .3 2.01 2.6 .73 3.1 380
126 2 11.87 4.31 2.39 21 82 2.86 3.03 .21 2.91 2.8 .75 3.64 380
127 2 12.07 2.16 2.17 21 85 2.6 2.65 .37 1.35 2.76 .86 3.28 378
128 2 12.43 1.53 2.29 21.5 86 2.74 3.15 .39 1.77 3.94 .69 2.84 352
129 2 11.79 2.13 2.78 28.5 92 2.13 2.24 .58 1.76 3 .97 2.44 466
130 2 12.37 1.63 2.3 24.5 88 2.22 2.45 .4 1.9 2.12 .89 2.78 342
131 2 12.04 4.3 2.38 22 80 2.1 1.75 .42 1.35 2.6 .79 2.57 580
132 3 12.86 1.35 2.32 18 122 1.51 1.25 .21 .94 4.1 .76 1.29 630
133 3 12.88 2.99 2.4 20 104 1.3 1.22 .24 .83 5.4 .74 1.42 530
134 3 12.81 2.31 2.4 24 98 1.15 1.09 .27 .83 5.7 .66 1.36 560
135 3 12.7 3.55 2.36 21.5 106 1.7 1.2 .17 .84 5 .78 1.29 600
136 3 12.51 1.24 2.25 17.5 85 2 .58 .6 1.25 5.45 .75 1.51 650
137 3 12.6 2.46 2.2 18.5 94 1.62 .66 .63 .94 7.1 .73 1.58 695
138 3 12.25 4.72 2.54 21 89 1.38 .47 .53 .8 3.85 .75 1.27 720
139 3 12.53 5.51 2.64 25 96 1.79 .6 .63 1.1 5 .82 1.69 515
140 3 13.49 3.59 2.19 19.5 88 1.62 .48 .58 .88 5.7 .81 1.82 580
141 3 12.84 2.96 2.61 24 101 2.32 .6 .53 .81 4.92 .89 2.15 590
142 3 12.93 2.81 2.7 21 96 1.54 .5 .53 .75 4.6 .77 2.31 600
143 3 13.36 2.56 2.35 20 89 1.4 .5 .37 .64 5.6 .7 2.47 780
144 3 13.52 3.17 2.72 23.5 97 1.55 .52 .5 .55 4.35 .89 2.06 520
145 3 13.62 4.95 2.35 20 92 2 .8 .47 1.02 4.4 .91 2.05 550
146 3 12.25 3.88 2.2 18.5 112 1.38 .78 .29 1.14 8.21 .65 2 855
147 3 13.16 3.57 2.15 21 102 1.5 .55 .43 1.3 4 .6 1.68 830
148 3 13.88 5.04 2.23 20 80 .98 .34 .4 .68 4.9 .58 1.33 415
149 3 12.87 4.61 2.48 21.5 86 1.7 .65 .47 .86 7.65 .54 1.86 625
150 3 13.32 3.24 2.38 21.5 92 1.93 .76 .45 1.25 8.42 .55 1.62 650
151 3 13.08 3.9 2.36 21.5 113 1.41 1.39 .34 1.14 9.40 .57 1.33 550
152 3 13.5 3.12 2.62 24 123 1.4 1.57 .22 1.25 8.60 .59 1.3 500
153 3 12.79 2.67 2.48 22 112 1.48 1.36 .24 1.26 10.8 .48 1.47 480
154 3 13.11 1.9 2.75 25.5 116 2.2 1.28 .26 1.56 7.1 .61 1.33 425
155 3 13.23 3.3 2.28 18.5 98 1.8 .83 .61 1.87 10.52 .56 1.51 675
156 3 12.58 1.29 2.1 20 103 1.48 .58 .53 1.4 7.6 .58 1.55 640
157 3 13.17 5.19 2.32 22 93 1.74 .63 .61 1.55 7.9 .6 1.48 725
158 3 13.84 4.12 2.38 19.5 89 1.8 .83 .48 1.56 9.01 .57 1.64 480
159 3 12.45 3.03 2.64 27 97 1.9 .58 .63 1.14 7.5 .67 1.73 880
160 3 14.34 1.68 2.7 25 98 2.8 1.31 .53 2.7 13 .57 1.96 660
161 3 13.48 1.67 2.64 22.5 89 2.6 1.1 .52 2.29 11.75 .57 1.78 620
162 3 12.36 3.83 2.38 21 88 2.3 .92 .5 1.04 7.65 .56 1.58 520
163 3 13.69 3.26 2.54 20 107 1.83 .56 .5 .8 5.88 .96 1.82 680
164 3 12.85 3.27 2.58 22 106 1.65 .6 .6 .96 5.58 .87 2.11 570
165 3 12.96 3.45 2.35 18.5 106 1.39 .7 .4 .94 5.28 .68 1.75 675
166 3 13.78 2.76 2.3 22 90 1.35 .68 .41 1.03 9.58 .7 1.68 615
167 3 13.73 4.36 2.26 22.5 88 1.28 .47 .52 1.15 6.62 .78 1.75 520
168 3 13.45 3.7 2.6 23 111 1.7 .92 .43 1.46 10.68 .85 1.56 695
169 3 12.82 3.37 2.3 19.5 88 1.48 .66 .4 .97 10.26 .72 1.75 685
170 3 13.58 2.58 2.69 24.5 105 1.55 .84 .39 1.54 8.66 .74 1.8 750
171 3 13.4 4.6 2.86 25 112 1.98 .96 .27 1.11 8.5 .67 1.92 630
172 3 12.2 3.03 2.32 19 96 1.25 .49 .4 .73 5.5 .66 1.83 510
173 3 12.77 2.39 2.28 19.5 86 1.39 .51 .48 .64 9.899999 .57 1.63 470
174 3 14.16 2.51 2.48 20 91 1.68 .7 .44 1.24 9.7 .62 1.71 660
175 3 13.71 5.65 2.45 20.5 95 1.68 .61 .52 1.06 7.7 .64 1.74 740
176 3 13.4 3.91 2.48 23 102 1.8 .75 .43 1.41 7.3 .7 1.56 750
177 3 13.27 4.28 2.26 20 120 1.59 .69 .43 1.35 10.2 .59 1.56 835
178 3 13.17 2.59 2.37 20 120 1.65 .68 .53 1.46 9.3 .6 1.62 840
179 3 14.13 4.1 2.74 24.5 96 2.05 .76 .56 1.35 9.2 .61 1.6 560