notebooks/01-primitives.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e9b9355b-c74a-4067-b922-59ebade7b082",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sccache: true. Warning: dynamic linking disabled, use :cache instead to preserve dynamic linking\n"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    ":dep darn\n",
    ":dep ndarray\n",
    ":dep ndarray-csv\n",
    ":dep polars = { version = \"x\", features = [\"csv\",\"describe\",\"fmt\",\"lazy\",\"ndarray\",\"dtype-categorical\",\"to_dummies\"]}\n",
    ":dep plotters = {version = \"0.3.5\", features = [\"evcxr\", \"line_series\"]}\n",
    ":dep linfa\n",
    ":dep linfa-preprocessing\n",
    ":sccache 1\n",
    "    \n",
    "extern crate csv;\n",
    "\n",
    "use std::io::prelude::*;\n",
    "use std::fs::*;\n",
    "use std::path::Path\n",
    "use ndarray::prelude::*;\n",
    "use ndarray_csv::Array2Reader;\n",
    "use ndarray::*;\n",
    "\n",
    "use polars::prelude::*;\n",
    "use std::fs::File;\n",
    "\n",
    "use linfa::*;\n",
    "use linfa::prelude::*;\n",
    "\n",
    "use linfa::traits::Transformer;\n",
    "use linfa_preprocessing::norm_scaling::NormScaler;\n",
    "use linfa_preprocessing::linear_scaling::LinearScaler;\n",
    "    \n",
    "extern crate plotters;\n",
    "use plotters::prelude::*;\n",
    "use plotters::series::*;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "21663902-2b0a-4770-9bd6-3cdfe1f52c6c",
   "metadata": {},
   "outputs": [
    {
     "ename": "Error",
     "evalue": "mismatched types",
     "output_type": "error",
     "traceback": [
      "\u001b[31m[E0308] Error:\u001b[0m mismatched types",
      "   \u001b[38;5;246m╭\u001b[0m\u001b[38;5;246m─\u001b[0m\u001b[38;5;246m[\u001b[0mcommand_13:1:1\u001b[38;5;246m]\u001b[0m",
      "   \u001b[38;5;246m│\u001b[0m",
      " \u001b[38;5;246m6 │\u001b[0m \u001b[38;5;100md\u001b[0m\u001b[38;5;100ma\u001b[0m\u001b[38;5;100mr\u001b[0m\u001b[38;5;100mn\u001b[0m\u001b[38;5;100m:\u001b[0m\u001b[38;5;100m:\u001b[0m\u001b[38;5;100ms\u001b[0m\u001b[38;5;100mh\u001b[0m\u001b[38;5;100mo\u001b[0m\u001b[38;5;100mw\u001b[0m\u001b[38;5;100m_\u001b[0m\u001b[38;5;100mf\u001b[0m\u001b[38;5;100mr\u001b[0m\u001b[38;5;100ma\u001b[0m\u001b[38;5;100mm\u001b[0m\u001b[38;5;100me\u001b[0m\u001b[38;5;249m(\u001b[0m\u001b[38;5;54m&\u001b[0m\u001b[38;5;54md\u001b[0m\u001b[38;5;54ma\u001b[0m\u001b[38;5;54mt\u001b[0m\u001b[38;5;54ma\u001b[0m\u001b[38;5;249m,\u001b[0m\u001b[38;5;249mN\u001b[0m\u001b[38;5;249mo\u001b[0m\u001b[38;5;249mn\u001b[0m\u001b[38;5;249me\u001b[0m\u001b[38;5;249m)\u001b[0m\u001b[38;5;249m;\u001b[0m",
      " \u001b[38;5;240m  │\u001b[0m \u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m┬\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m \u001b[38;5;54m─\u001b[0m\u001b[38;5;54m─\u001b[0m\u001b[38;5;54m┬\u001b[0m\u001b[38;5;54m─\u001b[0m\u001b[38;5;54m─\u001b[0m  ",
      " \u001b[38;5;240m  │\u001b[0m         \u001b[38;5;100m╰\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m\u001b[38;5;100m─\u001b[0m arguments to this function are incorrect",
      " \u001b[38;5;240m  │\u001b[0m                    \u001b[38;5;54m│\u001b[0m    ",
      " \u001b[38;5;240m  │\u001b[0m                    \u001b[38;5;54m╰\u001b[0m\u001b[38;5;54m─\u001b[0m\u001b[38;5;54m─\u001b[0m\u001b[38;5;54m─\u001b[0m\u001b[38;5;54m─\u001b[0m expected `&ArrayBase<OwnedRepr<_>, Dim<...>>`, found `&ArrayBase<OwnedRepr<String>, ...>`",
      " \u001b[38;5;240m  │\u001b[0m ",
      " \u001b[38;5;240m  │\u001b[0m \u001b[38;5;115mNote\u001b[0m: note: `ArrayBase<OwnedRepr<String>, ...>` is defined in crate `ndarray`note: `ArrayBase<OwnedRepr<_>, Dim<...>>` is defined in crate `ndarray`note: function defined here",
      "\u001b[38;5;246m───╯\u001b[0m"
     ]
    }
   ],
   "source": [
    "//Load CSV datafram\n",
    "let mut database_rd = csv::Reader::from_path(Path::new(\"./db/credit_data.csv\"))?; \n",
    "//Convert csv to multidimension array\n",
    "let data: Array2<String> = database_rd.deserialize_array2_dynamic()?;\n",
    "//show frame on html table format\n",
    "darn::show_frame(&data,None);\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fbd4e238-6f5e-4ad3-9cf6-62a125c63b9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape: (2_000, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1        ┆ 66155.925095 ┆ 59.017015 ┆ 8106.532131 ┆ 0       │\n",
      "│ 2        ┆ 34415.153966 ┆ 48.117153 ┆ 6564.745018 ┆ 0       │\n",
      "│ 3        ┆ 57317.170063 ┆ 63.108049 ┆ 8020.953296 ┆ 0       │\n",
      "│ 4        ┆ 42709.534201 ┆ 45.751972 ┆ 6103.64226  ┆ 0       │\n",
      "│ 5        ┆ 66952.688845 ┆ 18.584336 ┆ 8770.099235 ┆ 1       │\n",
      "│ …        ┆ …            ┆ …         ┆ …           ┆ …       │\n",
      "│ 1996     ┆ 59221.044874 ┆ 48.518179 ┆ 1926.729397 ┆ 0       │\n",
      "│ 1997     ┆ 69516.127573 ┆ 23.162104 ┆ 3503.176156 ┆ 0       │\n",
      "│ 1998     ┆ 44311.449262 ┆ 28.017167 ┆ 5522.786693 ┆ 1       │\n",
      "│ 1999     ┆ 43756.056605 ┆ 63.971796 ┆ 1622.722598 ┆ 0       │\n",
      "│ 2000     ┆ 69436.579552 ┆ 56.152617 ┆ 7378.833599 ┆ 0       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘\n",
      "shape: (2, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1        ┆ 66155.925095 ┆ 59.017015 ┆ 8106.532131 ┆ 0       │\n",
      "│ 2        ┆ 34415.153966 ┆ 48.117153 ┆ 6564.745018 ┆ 0       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘\n",
      "shape: (5, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1996     ┆ 59221.044874 ┆ 48.518179 ┆ 1926.729397 ┆ 0       │\n",
      "│ 1997     ┆ 69516.127573 ┆ 23.162104 ┆ 3503.176156 ┆ 0       │\n",
      "│ 1998     ┆ 44311.449262 ┆ 28.017167 ┆ 5522.786693 ┆ 1       │\n",
      "│ 1999     ┆ 43756.056605 ┆ 63.971796 ┆ 1622.722598 ┆ 0       │\n",
      "│ 2000     ┆ 69436.579552 ┆ 56.152617 ┆ 7378.833599 ┆ 0       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘\n",
      "Ok(shape: (2_000, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1        ┆ 66155.925095 ┆ 59.017015 ┆ 8106.532131 ┆ 0       │\n",
      "│ 2        ┆ 34415.153966 ┆ 48.117153 ┆ 6564.745018 ┆ 0       │\n",
      "│ 3        ┆ 57317.170063 ┆ 63.108049 ┆ 8020.953296 ┆ 0       │\n",
      "│ 4        ┆ 42709.534201 ┆ 45.751972 ┆ 6103.64226  ┆ 0       │\n",
      "│ 5        ┆ 66952.688845 ┆ 18.584336 ┆ 8770.099235 ┆ 1       │\n",
      "│ …        ┆ …            ┆ …         ┆ …           ┆ …       │\n",
      "│ 1996     ┆ 59221.044874 ┆ 48.518179 ┆ 1926.729397 ┆ 0       │\n",
      "│ 1997     ┆ 69516.127573 ┆ 23.162104 ┆ 3503.176156 ┆ 0       │\n",
      "│ 1998     ┆ 44311.449262 ┆ 28.017167 ┆ 5522.786693 ┆ 1       │\n",
      "│ 1999     ┆ 43756.056605 ┆ 63.971796 ┆ 1622.722598 ┆ 0       │\n",
      "│ 2000     ┆ 69436.579552 ┆ 56.152617 ┆ 7378.833599 ┆ 0       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘)\n"
     ]
    }
   ],
   "source": [
    "//load from polars\n",
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "//print dataframe\n",
    "println!(\"{:?}\",data_frame_polars);\n",
    "//header data\n",
    "println!(\"{}\",data_frame_polars.head(Some(2)));\n",
    "//tail data\n",
    "println!(\"{}\",data_frame_polars.tail(Some(5)));\n",
    "//filter data\n",
    "let filter = data_frame_polars.clone().lazy().filter(col(\"income\").gt_eq(1.377630)).collect();\n",
    "println!(\"{:?}\",filter);\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "53049745-b057-4706-92a7-8634bffcbdb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ok(shape: (2, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1        ┆ 66155.925095 ┆ 59.017015 ┆ 8106.532131 ┆ 0       │\n",
      "│ 5        ┆ 66952.688845 ┆ 18.584336 ┆ 8770.099235 ┆ 1       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘)\n",
      "Ok(shape: (2, 2)\n",
      "┌─────────┬───────────────┐\n",
      "│ default ┆ default_count │\n",
      "│ ---     ┆ ---           │\n",
      "│ i64     ┆ u32           │\n",
      "╞═════════╪═══════════════╡\n",
      "│ 0       ┆ 1717          │\n",
      "│ 1       ┆ 283           │\n",
      "└─────────┴───────────────┘)\n"
     ]
    },
    {
     "data": {
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       "<div style=\"width:100%\"><svg width=\"640\" height=\"480\" viewBox=\"0 0 640 480\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<text x=\"320\" y=\"10\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"40.32258064516129\" opacity=\"1\" fill=\"#000000\">\n",
       "Count Test\n",
       "</text>\n",
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       "2000\n",
       "</text>\n",
       "<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"39,55 44,55 \"/>\n",
       "<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"45,440 634,440 \"/>\n",
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       "0\n",
       "</text>\n",
       "<polyline fill=\"none\" opacity=\"1\" stroke=\"#000000\" stroke-width=\"1\" points=\"45,440 45,445 \"/>\n",
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       "1\n",
       "</text>\n",
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       "2\n",
       "</text>\n",
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       "</svg>\n",
       "</div>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "//unique data\n",
    "let df= data_frame_polars.clone().unique(Some(&[\"default\".to_string()]),UniqueKeepStrategy::First, None);\n",
    "println!(\"{:?}\",df);\n",
    "\n",
    "let df= data_frame_polars.clone().group_by([\"default\"])?.select([\"default\"]).count();\n",
    "println!(\"{:?}\",df);\n",
    "\n",
    "let ndarray = df.unwrap().to_ndarray::<Float64Type>(IndexOrder::Fortran).unwrap();\n",
    "// let tuples: Vec<(f64, f64)> = ndarray\n",
    "//     .rows()\n",
    "//     .into_iter()\n",
    "//     .map(|row| (row[0], row[1]))\n",
    "//     .collect();\n",
    "\n",
    "\n",
    "evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Count Test\", (\"sans-serif\", 50.0))\n",
    "        .build_cartesian_2d(0u32..2u32, 0f64..2000f64)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .disable_x_mesh()\n",
    "        .disable_y_mesh()\n",
    "        .y_labels(5)\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "\n",
    " chart.draw_series(\n",
    "        Histogram::vertical(&chart)\n",
    "            .style(RED.mix(0.5).filled())\n",
    "             .margin(4)\n",
    "            .data(ndarray\n",
    "                .rows()\n",
    "                .into_iter()\n",
    "                .map(|row|((row[0]) as u32, row[1]))))?;\n",
    "\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "a900f595-8823-4554-95b9-1ab855592450",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ok(shape: (2_000, 1)\n",
      "┌──────────┐\n",
      "│ cast_age │\n",
      "│ ---      │\n",
      "│ i32      │\n",
      "╞══════════╡\n",
      "│ 59       │\n",
      "│ 48       │\n",
      "│ 63       │\n",
      "│ 45       │\n",
      "│ 18       │\n",
      "│ …        │\n",
      "│ 48       │\n",
      "│ 23       │\n",
      "│ 28       │\n",
      "│ 63       │\n",
      "│ 56       │\n",
      "└──────────┘)\n",
      "shape: (50, 2)\n",
      "┌──────────┬────────────────┐\n",
      "│ cast_age ┆ cast_age_count │\n",
      "│ ---      ┆ ---            │\n",
      "│ i32      ┆ u32            │\n",
      "╞══════════╪════════════════╡\n",
      "│ 27       ┆ 54             │\n",
      "│ 21       ┆ 44             │\n",
      "│ 24       ┆ 40             │\n",
      "│ 0        ┆ 3              │\n",
      "│ 30       ┆ 33             │\n",
      "│ …        ┆ …              │\n",
      "│ 59       ┆ 38             │\n",
      "│ 62       ┆ 45             │\n",
      "│ 38       ┆ 34             │\n",
      "│ 47       ┆ 53             │\n",
      "│ -36      ┆ 1              │\n",
      "└──────────┴────────────────┘\n"
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       "</svg>\n",
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      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "\n",
    "let df= data_frame_polars.clone().lazy().select([col(\"age\").cast(DataType::Int32).alias(\"cast_age\")]).with_columns([col(\"cast_age\").fill_null(lit(0))]).collect();\n",
    "println!(\"{:?}\",df);\n",
    "let group= df?.group_by([\"cast_age\"])?.select([\"cast_age\"]).count()?;\n",
    "println!(\"{:?}\",group);\n",
    "\n",
    "let min= group.clone().column(\"cast_age\")?.min::<i32>().unwrap().unwrap();\n",
    "let max= group.clone().column(\"cast_age\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let minY= group.clone().column(\"cast_age_count\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxY= group.clone().column(\"cast_age_count\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let ndarray = group.clone().to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "\n",
    "evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Count age\", (\"sans-serif\", 10.0))\n",
    "        .build_cartesian_2d(min..max, minY..maxY)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "\n",
    " chart.draw_series(\n",
    "        Histogram::vertical(&chart)\n",
    "            .style(RED.mix(0.5).filled())\n",
    "             .margin(0)\n",
    "            .data(ndarray\n",
    "                .rows()\n",
    "                .into_iter()\n",
    "                .map(|row|(row[0], row[1]  ))))?;\n",
    "\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "2c30f154-b152-4343-8d13-2bfedb738d95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ok(shape: (2_000, 1)\n",
      "┌─────────────┐\n",
      "│ cast_income │\n",
      "│ ---         │\n",
      "│ i32         │\n",
      "╞═════════════╡\n",
      "│ 66          │\n",
      "│ 34          │\n",
      "│ 57          │\n",
      "│ 42          │\n",
      "│ 66          │\n",
      "│ …           │\n",
      "│ 59          │\n",
      "│ 69          │\n",
      "│ 44          │\n",
      "│ 43          │\n",
      "│ 69          │\n",
      "└─────────────┘)\n",
      "shape: (50, 2)\n",
      "┌─────────────┬───────────────────┐\n",
      "│ cast_income ┆ cast_income_count │\n",
      "│ ---         ┆ ---               │\n",
      "│ i32         ┆ u32               │\n",
      "╞═════════════╪═══════════════════╡\n",
      "│ 21          ┆ 34                │\n",
      "│ 27          ┆ 41                │\n",
      "│ 24          ┆ 39                │\n",
      "│ 30          ┆ 44                │\n",
      "│ 57          ┆ 43                │\n",
      "│ …           ┆ …                 │\n",
      "│ 65          ┆ 38                │\n",
      "│ 59          ┆ 26                │\n",
      "│ 53          ┆ 40                │\n",
      "│ 41          ┆ 42                │\n",
      "│ 68          ┆ 39                │\n",
      "└─────────────┴───────────────────┘\n"
     ]
    },
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     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "\n",
    "let df= data_frame_polars.clone().lazy()\n",
    "    .select([col(\"income\").cast(DataType::Int32).alias(\"cast_income\") / lit(1000)])\n",
    "    .with_columns([col(\"cast_income\").fill_null(lit(0))]).collect();\n",
    "\n",
    "println!(\"{:?}\",df);\n",
    "let group= df?.group_by([\"cast_income\"])?.select([\"cast_income\"]).count()?;\n",
    "println!(\"{:?}\",group);\n",
    "\n",
    "let min= group.clone().column(\"cast_income\")?.min::<i32>().unwrap().unwrap();\n",
    "let max= group.clone().column(\"cast_income\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let minY= group.clone().column(\"cast_income_count\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxY= group.clone().column(\"cast_income_count\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let ndarray = group.clone().to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "\n",
    "evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Count icome\", (\"sans-serif\", 10.0))\n",
    "        .build_cartesian_2d(min..max, minY..maxY)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x * 1000))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "    let result = ndarray\n",
    "                .rows()\n",
    "                .into_iter()\n",
    "                .map(|row|(row[0], row[1] ));\n",
    "\n",
    " chart.draw_series(\n",
    "        Histogram::vertical(&chart)\n",
    "            .style(RED.mix(0.5).filled())\n",
    "             .margin(0)\n",
    "            .data(result))?;\n",
    "\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "c9933654-7f6e-4273-a1fc-67c2d4905129",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape: (2_000, 3)\n",
      "┌─────────────┬──────────┬─────────┐\n",
      "│ cast_income ┆ cast_age ┆ default │\n",
      "│ ---         ┆ ---      ┆ ---     │\n",
      "│ i32         ┆ i32      ┆ i64     │\n",
      "╞═════════════╪══════════╪═════════╡\n",
      "│ 66155       ┆ 59       ┆ 0       │\n",
      "│ 34415       ┆ 48       ┆ 0       │\n",
      "│ 57317       ┆ 63       ┆ 0       │\n",
      "│ 42709       ┆ 45       ┆ 0       │\n",
      "│ 66952       ┆ 18       ┆ 1       │\n",
      "│ …           ┆ …        ┆ …       │\n",
      "│ 59221       ┆ 48       ┆ 0       │\n",
      "│ 69516       ┆ 23       ┆ 0       │\n",
      "│ 44311       ┆ 28       ┆ 1       │\n",
      "│ 43756       ┆ 63       ┆ 0       │\n",
      "│ 69436       ┆ 56       ┆ 0       │\n",
      "└─────────────┴──────────┴─────────┘\n"
     ]
    },
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       "</svg>\n",
       "</div>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "\n",
    "let df= data_frame_polars.clone().lazy()\n",
    "    .select([col(\"income\").cast(DataType::Int32).alias(\"cast_income\"),\n",
    "             col(\"age\").cast(DataType::Int32).alias(\"cast_age\"),col(\"default\")])\n",
    "    .with_columns([col(\"cast_income\").fill_null(lit(0)),col(\"cast_age\").fill_null(lit(0)),col(\"default\").fill_null(lit(0))]).collect().unwrap();\n",
    "\n",
    "println!(\"{:?}\",df);\n",
    "// let group= df?.group_by([\"cast_income\",\"cast_age\"])?.select([\"cast_income\",\"cast_age\"]).count()?;\n",
    "// println!(\"{:?}\",group);\n",
    "\n",
    "let minX= df.clone().column(\"cast_age\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxX= df.clone().column(\"cast_age\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let minY= df.clone().column(\"cast_income\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxY= df.clone().column(\"cast_income\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let ndarray = df.clone().to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Scatter agexloanxdefault\", (\"sans-serif\", 10.0))\n",
    "        .build_cartesian_2d(minX..maxX, minY..maxY)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "\n",
    " chart.draw_series(\n",
    "    ndarray\n",
    "                .rows()\n",
    "                .into_iter()\n",
    "                .map(|point| {\n",
    "                        \n",
    "                    let mut color = &BLUE;\n",
    "                    if(point[2] == 1){\n",
    "                        color = &RED;\n",
    "                    }\n",
    "                    \n",
    "                    Circle::new((point[1],point[0]), 5, color)\n",
    "                }\n",
    "     ));\n",
    "\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6fbe5c30-8352-4a43-b966-3c88c508061a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape: (3, 5)\n",
      "┌──────────┬──────────────┬────────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age        ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---        ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64        ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪════════════╪═════════════╪═════════╡\n",
      "│ 16       ┆ 50501.726689 ┆ -28.218361 ┆ 3977.287432 ┆ 0       │\n",
      "│ 22       ┆ 32197.620701 ┆ -52.42328  ┆ 4244.057136 ┆ 0       │\n",
      "│ 27       ┆ 63287.038908 ┆ -36.496976 ┆ 9595.286289 ┆ 0       │\n",
      "└──────────┴──────────────┴────────────┴─────────────┴─────────┘\n",
      "shape: (1_994, 5)\n",
      "┌──────────┬──────────────┬───────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age       ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---       ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64       ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═══════════╪═════════════╪═════════╡\n",
      "│ 1        ┆ 66155.925095 ┆ 59.017015 ┆ 8106.532131 ┆ 0       │\n",
      "│ 2        ┆ 34415.153966 ┆ 48.117153 ┆ 6564.745018 ┆ 0       │\n",
      "│ 3        ┆ 57317.170063 ┆ 63.108049 ┆ 8020.953296 ┆ 0       │\n",
      "│ 4        ┆ 42709.534201 ┆ 45.751972 ┆ 6103.64226  ┆ 0       │\n",
      "│ 5        ┆ 66952.688845 ┆ 18.584336 ┆ 8770.099235 ┆ 1       │\n",
      "│ …        ┆ …            ┆ …         ┆ …           ┆ …       │\n",
      "│ 1996     ┆ 59221.044874 ┆ 48.518179 ┆ 1926.729397 ┆ 0       │\n",
      "│ 1997     ┆ 69516.127573 ┆ 23.162104 ┆ 3503.176156 ┆ 0       │\n",
      "│ 1998     ┆ 44311.449262 ┆ 28.017167 ┆ 5522.786693 ┆ 1       │\n",
      "│ 1999     ┆ 43756.056605 ┆ 63.971796 ┆ 1622.722598 ┆ 0       │\n",
      "│ 2000     ┆ 69436.579552 ┆ 56.152617 ┆ 7378.833599 ┆ 0       │\n",
      "└──────────┴──────────────┴───────────┴─────────────┴─────────┘\n",
      "40.92770044906149\n",
      "Ok(shape: (3, 5)\n",
      "┌──────────┬──────────────┬─────────┬─────────────┬─────────┐\n",
      "│ clientid ┆ income       ┆ age     ┆ loan        ┆ default │\n",
      "│ ---      ┆ ---          ┆ ---     ┆ ---         ┆ ---     │\n",
      "│ i64      ┆ f64          ┆ f64     ┆ f64         ┆ i64     │\n",
      "╞══════════╪══════════════╪═════════╪═════════════╪═════════╡\n",
      "│ 16       ┆ 50501.726689 ┆ 40.9277 ┆ 3977.287432 ┆ 0       │\n",
      "│ 22       ┆ 32197.620701 ┆ 40.9277 ┆ 4244.057136 ┆ 0       │\n",
      "│ 27       ┆ 63287.038908 ┆ 40.9277 ┆ 9595.286289 ┆ 0       │\n",
      "└──────────┴──────────────┴─────────┴─────────────┴─────────┘)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "()"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "//Sanitize data\n",
    "\n",
    "//filter negative values\n",
    "let mut negative_values= data_frame_polars.clone().lazy()\n",
    "    .filter(col(\"age\").lt_eq(0)).collect().unwrap();\n",
    "// drop col    \n",
    "// df.drop_in_place(\"age\");\n",
    "println!(\"{:?}\",negative_values);\n",
    "//Drop values if negative\n",
    "let df= data_frame_polars.clone().lazy()\n",
    "    .filter(col(\"age\").gt_eq(0)).collect().unwrap();\n",
    "\n",
    "println!(\"{:?}\",df);\n",
    "\n",
    "//mean of col\n",
    "\n",
    "{\n",
    "let mean_age = df.column(\"age\").unwrap().f64().unwrap().mean().unwrap();\n",
    "println!(\"{:?}\",mean_age);\n",
    "fn fill_negative_values(series: &Series,value:f64) -> Series {\n",
    "    \n",
    "    series.f64()\n",
    "        .unwrap()\n",
    "        .into_iter()\n",
    "        .map(|v: Option<f64>| {\n",
    "            let val = v.clone().unwrap();\n",
    "            if val < 0.0 {\n",
    "                \n",
    "                return Some(value);\n",
    "            }\n",
    "            return v;\n",
    "                \n",
    "        })\n",
    "       .collect::<Float64Chunked>()\n",
    "    \n",
    "    .into_series()\n",
    "\n",
    "}\n",
    "\n",
    "let fill_values = negative_values.apply(\"age\",|s|fill_negative_values(s,mean_age));\n",
    "println!(\"{:?}\",fill_values);\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "1b59f130-40ad-4b3b-afac-61e5edf9f9b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[66155.9250950813, 59.017015066929204, 8106.53213128514],\n",
      " [34415.1539658196, 48.11715310486029, 6564.745017677379],\n",
      " [57317.1700630337, 63.10804949188599, 8020.953296386469],\n",
      " [42709.534200839706, 45.751972352154596, 6103.642260140699],\n",
      " [66952.68884534019, 18.5843359269202, 8770.09923520439],\n",
      " ...,\n",
      " [59221.0448742844, 48.5181794138625, 1926.7293969037698],\n",
      " [69516.1275728606, 23.162104470655304, 3503.1761563262603],\n",
      " [44311.449262313494, 28.0171668957919, 5522.786693255141],\n",
      " [43756.0566049069, 63.971795841120205, 1622.72259832146],\n",
      " [69436.57955154781, 56.1526170284487, 7378.833598730591]]\n",
      "[0, 0, 0, 0, 1, ..., 0, 0, 1, 0, 0]\n",
      "||x||_2 = [[1.4539339314851303, 1.3334155763331506, 1.2028194204846896],\n",
      " [-0.7621755455355362, 0.5379303486644134, 0.6964269502960208],\n",
      " [0.8368207330749313, 1.6319842611717685, 1.1747114688630165],\n",
      " [-0.18307006098430073, 0.36531657097702286, 0.5449799947864358],\n",
      " [1.50956319426216, -1.6174106894374727, 1.4207648047234485],\n",
      " ...,\n",
      " [0.9697474031640506, 0.567197738088969, -0.8269066969034014],\n",
      " [1.6885399694225658, -1.2833195546230738, -0.30913043481176666],\n",
      " [-0.07122592415923615, -0.9289911739476325, 0.3542008121470556],\n",
      " [-0.11000289421248606, 1.6950215238141477, -0.9267562496266769],\n",
      " [1.6829860046750933, 1.1243683119087078, 0.9638103807796683]], shape=[2000, 3], strides=[1, 2000], layout=Ff (0xa), const ndim=2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "()"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "//Previsores e Classes\n",
    "\n",
    "let data_frame_polars = CsvReader::from_path(\"./db/credit_data.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "\n",
    "let x_credit = data_frame_polars.clone().lazy()\n",
    "    .select([col(\"*\").exclude([\"default\",\"clientid\"])])\n",
    "    .with_columns([col(\"age\").fill_null(lit(0))]).collect().unwrap();\n",
    "\n",
    "let y_credit = data_frame_polars.clone().lazy()\n",
    "    .select([col(\"default\")]).collect().unwrap();\n",
    "\n",
    "let ndarray_x = x_credit.clone().to_ndarray::<Float64Type>(IndexOrder::Fortran).unwrap();\n",
    "let ndarray_y = y_credit.clone().to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "let ndarray_y_flatten = Array::from_iter(ndarray_y.iter().cloned());\n",
    "println!(\"{}\",ndarray_x);\n",
    "println!(\"{}\",ndarray_y_flatten);\n",
    "// {\n",
    "// //get position in 2d array\n",
    "// let get_index = ndarray_x.slice(s![.., 0]);\n",
    "// let min_income_element = *get_index.iter().min_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "// let max_income_element = *get_index.iter().max_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "\n",
    "// let get_index = ndarray_x.slice(s![.., 1]);\n",
    "// let min_age_element = *get_index.iter().min_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "// let max_age_element = *get_index.iter().max_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "    \n",
    "\n",
    "// let get_index = ndarray_x.slice(s![.., 2]);\n",
    "// let min_debit_element = *get_index.iter().min_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "// let max_debit_element = *get_index.iter().max_by(|a, b| a.total_cmp(b)).unwrap();\n",
    "\n",
    "    \n",
    "// println!(\"{} {} {}\",min_income_element,min_age_element,min_debit_element);\n",
    "// println!(\"{} {} {}\",max_income_element,max_age_element,max_debit_element);\n",
    "\n",
    "// // Standardisation -> Padrinizacao\n",
    "// // x = x - avg(x) / detour(x)\n",
    "// //\n",
    "// // Normalization -> Normalizacao\n",
    "// // x = x - min(x) / max(x) - min(x)\n",
    "\n",
    "\n",
    "// // fn l1_norm_nd1(x: ArrayView1<f64>) -> f64 {\n",
    "// //     x.fold(0., |acc, elem| acc + elem.abs())\n",
    "// // }\n",
    "\n",
    "    \n",
    "// // fn l2_norm_nd1(x: ArrayView1<f64>) -> f64 {\n",
    "// //     x.dot(&x).sqrt()\n",
    "// // }\n",
    "\n",
    "// // fn normalize_nd1(mut x: Array1<f64>) -> Array1<f64> {\n",
    "// //     let norm = l2_norm_nd1(x.view());\n",
    "// //     x.mapv_inplace(|e| e/norm);\n",
    "// //     x\n",
    "// // }\n",
    "\n",
    "    \n",
    "// }\n",
    "\n",
    "{\n",
    "//load dataset linda\n",
    "let interpolate = Array1::from(vec![1.,1.,1.,1.]);\n",
    "let dataset = Dataset::new(ndarray_x, interpolate);\n",
    "    \n",
    "// let scaler = NormScaler::l1();\n",
    "// let dataset = scaler.transform(dataset);\n",
    "let scaler = LinearScaler::standard().fit(&dataset).unwrap();\n",
    "let dataset = scaler.transform(dataset);\n",
    "    \n",
    "println!(\"||x||_2 = {:?}\", dataset.records);\n",
    "\n",
    "    \n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "6eacebdb-93a7-4741-b751-3d6b67e4ac8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "shape: (32_562, 15)\n",
      "┌──────┬──────────────────┬─────────┬────────────┬───┬──────┬────────────┬────────────────┬────────┐\n",
      "│ age  ┆  employer        ┆  loan   ┆  education ┆ … ┆ non2 ┆  work_time ┆ country        ┆ income │\n",
      "│ ---  ┆ ---              ┆ ---     ┆ ---        ┆   ┆ ---  ┆ ---        ┆ ---            ┆ ---    │\n",
      "│ i64  ┆ str              ┆ str     ┆ str        ┆   ┆ str  ┆ str        ┆ str            ┆ str    │\n",
      "╞══════╪══════════════════╪═════════╪════════════╪═══╪══════╪════════════╪════════════════╪════════╡\n",
      "│ 39   ┆  State-gov       ┆  77516  ┆  Bachelors ┆ … ┆  0   ┆  40        ┆  United-States ┆  <=50K │\n",
      "│ 50   ┆ Self-emp-not-inc ┆  83311  ┆  Bachelors ┆ … ┆  0   ┆  13        ┆  United-States ┆  <=50K │\n",
      "│ 38   ┆  Private         ┆  215646 ┆  HS-grad   ┆ … ┆  0   ┆  40        ┆  United-States ┆  <=50K │\n",
      "│ 53   ┆  Private         ┆  234721 ┆  11th      ┆ … ┆  0   ┆  40        ┆  United-States ┆  <=50K │\n",
      "│ 28   ┆  Private         ┆  338409 ┆  Bachelors ┆ … ┆  0   ┆  40        ┆  Cuba          ┆  <=50K │\n",
      "│ …    ┆ …                ┆ …       ┆ …          ┆ … ┆ …    ┆ …          ┆ …              ┆ …      │\n",
      "│ 40   ┆  Private         ┆  154374 ┆  HS-grad   ┆ … ┆  0   ┆  40        ┆  United-States ┆  >50K  │\n",
      "│ 58   ┆  Private         ┆  151910 ┆  HS-grad   ┆ … ┆  0   ┆  40        ┆  United-States ┆  <=50K │\n",
      "│ 22   ┆  Private         ┆  201490 ┆  HS-grad   ┆ … ┆  0   ┆  20        ┆  United-States ┆  <=50K │\n",
      "│ 52   ┆  Self-emp-inc    ┆  287927 ┆  HS-grad   ┆ … ┆  0   ┆  40        ┆  United-States ┆  >50K  │\n",
      "│ null ┆ null             ┆ null    ┆ null       ┆ … ┆ null ┆ null       ┆ null           ┆ null   │\n",
      "└──────┴──────────────────┴─────────┴────────────┴───┴──────┴────────────┴────────────────┴────────┘\n",
      "shape: (2, 2)\n",
      "┌────────┬──────────────┐\n",
      "│ income ┆ income_count │\n",
      "│ ---    ┆ ---          │\n",
      "│ str    ┆ u32          │\n",
      "╞════════╪══════════════╡\n",
      "│  <=50K ┆ 24720        │\n",
      "│  >50K  ┆ 7841         │\n",
      "└────────┴──────────────┘\n",
      "[[24720],\n",
      " [7841]], shape=[2, 1], strides=[1, 2], layout=CFcf (0xf), const ndim=2\n"
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       "<text x=\"634\" y=\"450\" dy=\"0.76em\" text-anchor=\"middle\" font-family=\"sans-serif\" font-size=\"9.67741935483871\" opacity=\"1\" fill=\"#000000\">\n",
       "4\n",
       "</text>\n",
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       "</svg>\n",
       "</div>"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let df = CsvReader::from_path(\"./db/census.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "println!(\"{}\",df.clone());\n",
    "\n",
    "// println!(\"{}\",data_frame_polars.clone().null_count());\n",
    "\n",
    "let df= df.clone().lazy();\n",
    "let group= df.clone().filter(col(\"income\").is_not_null()).collect()?.group_by([\"income\"])?.select([\"income\"]).count()?;\n",
    "println!(\"{:?}\",group);\n",
    "\n",
    "let ndarray = group.clone().select([\"income_count\"])?.to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "println!(\"{:?}\",ndarray);\n",
    "\n",
    "let minY= group.clone().column(\"income_count\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxY= group.clone().column(\"income_count\")?.max::<i32>().unwrap().unwrap();\n",
    "\n",
    "let figure = evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Count icome\", (\"sans-serif\", 10.0))\n",
    "        .build_cartesian_2d(0i32..4i32, minY..maxY)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "\n",
    "    \n",
    " chart.draw_series(\n",
    "        Histogram::vertical(&chart)\n",
    "            .style(RED.mix(0.5).filled())\n",
    "             .margin(0)\n",
    "            .data(ndarray\n",
    "                    .indexed_iter()\n",
    "                    .map(|((row, col), value)| (row as i32*3,*value))\n",
    "                 )\n",
    "                 )?;\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\");\n",
    "\n",
    "figure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "d2ec845a-7875-4598-925e-75ad682061c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape: (73, 2)\n",
      "┌─────┬───────────┐\n",
      "│ age ┆ age_count │\n",
      "│ --- ┆ ---       │\n",
      "│ i64 ┆ u32       │\n",
      "╞═════╪═══════════╡\n",
      "│ 24  ┆ 798       │\n",
      "│ 21  ┆ 720       │\n",
      "│ 30  ┆ 861       │\n",
      "│ 18  ┆ 550       │\n",
      "│ 27  ┆ 835       │\n",
      "│ …   ┆ …         │\n",
      "│ 80  ┆ 22        │\n",
      "│ 71  ┆ 72        │\n",
      "│ 68  ┆ 120       │\n",
      "│ 74  ┆ 51        │\n",
      "│ 83  ┆ 6         │\n",
      "└─────┴───────────┘\n"
     ]
    },
    {
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       "<rect x=\"374\" y=\"269\" width=\"6\" height=\"171\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"204\" y=\"51\" width=\"5\" height=\"389\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"262\" y=\"40\" width=\"6\" height=\"400\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"563\" y=\"439\" width=\"6\" height=\"1\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"380\" y=\"273\" width=\"6\" height=\"167\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
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       "<rect x=\"209\" y=\"36\" width=\"6\" height=\"404\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"245\" y=\"27\" width=\"6\" height=\"413\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"416\" y=\"333\" width=\"5\" height=\"107\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "<rect x=\"274\" y=\"60\" width=\"6\" height=\"380\" opacity=\"0.5\" fill=\"#FF0000\" stroke=\"none\"/>\n",
       "</svg>\n",
       "</div>"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "//age\n",
    "\n",
    "let df = CsvReader::from_path(\"./db/census.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "\n",
    "let df= df.clone().lazy();\n",
    "\n",
    "let group= df.clone().filter(col(\"age\").is_not_null()).collect()?.group_by([\"age\"])?.select([\"age\"]).count()?;\n",
    "println!(\"{:?}\",group);\n",
    "let ndarray = group.clone().to_ndarray::<Int32Type>(IndexOrder::Fortran).unwrap();\n",
    "\n",
    "let minY= group.clone().column(\"age_count\")?.min::<i32>().unwrap().unwrap();\n",
    "let maxY= group.clone().column(\"age_count\")?.max::<i32>().unwrap().unwrap();\n",
    "let figure = evcxr_figure((640, 480), |root| {\n",
    "    \n",
    " let mut chart = ChartBuilder::on(&root)\n",
    "        .x_label_area_size(35)\n",
    "        .y_label_area_size(40)\n",
    "        .margin(5)\n",
    "        .caption(\"Count age\", (\"sans-serif\", 10.0))\n",
    "        .build_cartesian_2d(0i32..100i32, minY..maxY)?;  \n",
    "    \n",
    " chart.configure_mesh()\n",
    "        .x_label_formatter(&|x| format!(\"{}\", *x))\n",
    "        .y_label_formatter(&|y| format!(\"{}\", *y))\n",
    "        .draw()?;\n",
    "\n",
    "\n",
    "    \n",
    " chart.draw_series(\n",
    "        Histogram::vertical(&chart)\n",
    "            .style(RED.mix(0.5).filled())\n",
    "             .margin(0)\n",
    "         .data(ndarray\n",
    "                .rows()\n",
    "                .into_iter()\n",
    "                .map(|row|(row[0], row[1]))))?;\n",
    "    \n",
    "    Ok(())\n",
    "}).style(\"width:100%\");\n",
    "\n",
    "figure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ee20243f-82ee-48af-8509-9193f44f933a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape: (32_562, 15)\n",
      "┌──────┬─────────────┬────────────┬────────────┬───┬────────────┬────────────┬────────────┬────────┐\n",
      "│ age  ┆ workclass   ┆ final-weig ┆ education  ┆ … ┆ capital-lo ┆ hour-per-w ┆ native-cou ┆ income │\n",
      "│ ---  ┆ ---         ┆ ht         ┆ ---        ┆   ┆ ss         ┆ eek        ┆ ntry       ┆ ---    │\n",
      "│ i64  ┆ str         ┆ ---        ┆ str        ┆   ┆ ---        ┆ ---        ┆ ---        ┆ str    │\n",
      "│      ┆             ┆ str        ┆            ┆   ┆ str        ┆ str        ┆ str        ┆        │\n",
      "╞══════╪═════════════╪════════════╪════════════╪═══╪════════════╪════════════╪════════════╪════════╡\n",
      "│ 39   ┆  State-gov  ┆  77516     ┆  Bachelors ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 50   ┆ Self-emp-no ┆  83311     ┆  Bachelors ┆ … ┆  0         ┆  13        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆ t-inc       ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 38   ┆  Private    ┆  215646    ┆  HS-grad   ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 53   ┆  Private    ┆  234721    ┆  11th      ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 28   ┆  Private    ┆  338409    ┆  Bachelors ┆ … ┆  0         ┆  40        ┆  Cuba      ┆  <=50K │\n",
      "│ …    ┆ …           ┆ …          ┆ …          ┆ … ┆ …          ┆ …          ┆ …          ┆ …      │\n",
      "│ 40   ┆  Private    ┆  154374    ┆  HS-grad   ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  >50K  │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 58   ┆  Private    ┆  151910    ┆  HS-grad   ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 22   ┆  Private    ┆  201490    ┆  HS-grad   ┆ … ┆  0         ┆  20        ┆ United-Sta ┆  <=50K │\n",
      "│      ┆             ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ 52   ┆ Self-emp-in ┆  287927    ┆  HS-grad   ┆ … ┆  0         ┆  40        ┆ United-Sta ┆  >50K  │\n",
      "│      ┆ c           ┆            ┆            ┆   ┆            ┆            ┆ tes        ┆        │\n",
      "│ null ┆ null        ┆ null       ┆ null       ┆ … ┆ null       ┆ null       ┆ null       ┆ null   │\n",
      "└──────┴─────────────┴────────────┴────────────┴───┴────────────┴────────────┴────────────┴────────┘\n",
      "samples 32561\n",
      "size 6512\n",
      "X_train [[0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 0.0, 0.0, 0.0],\n",
      " ...,\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0]], shape=[26049, 22144], strides=[22144, 1], layout=Cc (0x5), const ndim=2\n",
      "X_train [[0.0, 0.0, 0.0, 0.0, 1.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 1.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 1.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " ...,\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0],\n",
      " [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 1.0, 0.0, 0.0]], shape=[6512, 22144], strides=[22144, 1], layout=Cc (0x5), const ndim=2\n",
      "y_train [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 0.0, 1.0, 0.0], shape=[26049], strides=[1], layout=CFcf (0xf), const ndim=1\n",
      "y_train [0.0, 1.0, 0.0, 0.0, 0.0, ..., 0.0, 1.0, 0.0, 0.0, 1.0], shape=[6512], strides=[1], layout=CFcf (0xf), const ndim=1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "()"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "//Label encoder, categorical Data\n",
    "\n",
    "let df = CsvReader::from_path(\"./db/census.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "println!(\"{:?}\",df);\n",
    "\n",
    "let df= df.clone().lazy();\n",
    "\n",
    "let x_census = df.clone().select([\n",
    "        col(\"*\").exclude([\"income\"])\n",
    "    // .cast(DataType::Categorical(None,CategoricalOrdering::Physical)),\n",
    "        // col(\"education\"),\n",
    "    // .cast(DataType::Categorical(None,CategoricalOrdering::Physical)),\n",
    "        // col(\"native-country\")\n",
    "    // .cast(DataType::Categorical(None,CategoricalOrdering::Physical))\n",
    "\n",
    "    ])\n",
    "    // .with_columns([\n",
    "    //     col(\"workclass\").to_physical(),\n",
    "    //     col(\"education\").to_physical(),\n",
    "    //     col(\"native-country\").to_physical()\n",
    "\n",
    "    // ])\n",
    "    .drop_nulls(None) .collect();\n",
    "\n",
    "\n",
    "let y_census = df.clone().filter(col(\"income\").is_not_null())\n",
    "    .select([col(\"income\").cast(DataType::Categorical(None,CategoricalOrdering::Physical))\n",
    "            ])\n",
    "    .with_columns([col(\"income\").to_physical()])\n",
    "    .drop_nulls(None)\n",
    "    .collect();\n",
    "\n",
    "\n",
    "let dummies_x = x_census?.clone().to_dummies(None, false).unwrap();\n",
    "\n",
    "{\n",
    "let ndarray_x = dummies_x.clone().to_ndarray::<Float32Type>(IndexOrder::Fortran).unwrap();\n",
    "let ndarray_y = y_census?.clone().to_ndarray::<Float32Type>(IndexOrder::Fortran).unwrap();\n",
    "let ndarray_y = Array::from_iter(ndarray_y.iter().cloned());\n",
    "\n",
    "// let interpolate = Array1::from(vec![0.,1.,0.]);\n",
    "// let dataset = Dataset::new(ndarray_x, interpolate);\n",
    "\n",
    "// let scaler = LinearScaler::standard().fit(&dataset).unwrap();\n",
    "// let dataset_x = scaler.transform(dataset);\n",
    "// println!(\"{:?}\",ndarray_x);\n",
    "\n",
    "\n",
    "let n_samples = ndarray_x.shape()[0];\n",
    "println!(\"samples {:?}\",n_samples);\n",
    "let test_size = 0.2; // 20% para teste\n",
    "let test_size = (test_size * n_samples as f64).round() as usize;\n",
    "println!(\"size {:?}\",test_size);\n",
    "\n",
    "let X_train = ndarray_x.slice(s![..n_samples - test_size, ..]).to_owned();\n",
    "println!(\"X_train {:?}\",X_train);\n",
    "\n",
    "let X_test = ndarray_x.slice(s![n_samples - test_size.., ..]).to_owned();\n",
    "println!(\"X_train {:?}\",X_test);\n",
    "\n",
    "\n",
    "let y_train = ndarray_y.slice(s![..n_samples - test_size]).to_owned();\n",
    "println!(\"y_train {:?}\",y_train);\n",
    "\n",
    "let y_test = ndarray_y.slice(s![n_samples - test_size..]).to_owned();\n",
    "println!(\"y_train {:?}\",y_test);\n",
    "\n",
    "    \n",
    "    \n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b223abd8-045d-43af-8aaf-673a00ac0301",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Ok(shape: (32_561, 14)\n",
      "┌─────┬───────────┬────────────┬───────────┬───┬────────────┬────────────┬────────────┬────────────┐\n",
      "│ age ┆ workclass ┆ final-weig ┆ education ┆ … ┆ capital-ga ┆ capital-lo ┆ hour-per-w ┆ native-cou │\n",
      "│ --- ┆ ---       ┆ ht         ┆ ---       ┆   ┆ in         ┆ ss         ┆ eek        ┆ ntry       │\n",
      "│ i64 ┆ u32       ┆ ---        ┆ u32       ┆   ┆ ---        ┆ ---        ┆ ---        ┆ ---        │\n",
      "│     ┆           ┆ u32        ┆           ┆   ┆ u32        ┆ u32        ┆ u32        ┆ u32        │\n",
      "╞═════╪═══════════╪════════════╪═══════════╪═══╪════════════╪════════════╪════════════╪════════════╡\n",
      "│ 39  ┆ 0         ┆ 0          ┆ 0         ┆ … ┆ 0          ┆ 0          ┆ 0          ┆ 0          │\n",
      "│ 50  ┆ 1         ┆ 1          ┆ 0         ┆ … ┆ 1          ┆ 0          ┆ 1          ┆ 0          │\n",
      "│ 38  ┆ 2         ┆ 2          ┆ 1         ┆ … ┆ 1          ┆ 0          ┆ 0          ┆ 0          │\n",
      "│ 53  ┆ 2         ┆ 3          ┆ 2         ┆ … ┆ 1          ┆ 0          ┆ 0          ┆ 0          │\n",
      "│ 28  ┆ 2         ┆ 4          ┆ 0         ┆ … ┆ 1          ┆ 0          ┆ 0          ┆ 1          │\n",
      "│ …   ┆ …         ┆ …          ┆ …         ┆ … ┆ …          ┆ …          ┆ …          ┆ …          │\n",
      "│ 27  ┆ 2         ┆ 21647      ┆ 6         ┆ … ┆ 1          ┆ 0          ┆ 14         ┆ 0          │\n",
      "│ 40  ┆ 2         ┆ 629        ┆ 1         ┆ … ┆ 1          ┆ 0          ┆ 0          ┆ 0          │\n",
      "│ 58  ┆ 2         ┆ 19507      ┆ 1         ┆ … ┆ 1          ┆ 0          ┆ 0          ┆ 0          │\n",
      "│ 22  ┆ 2         ┆ 17888      ┆ 1         ┆ … ┆ 1          ┆ 0          ┆ 9          ┆ 0          │\n",
      "│ 52  ┆ 6         ┆ 14492      ┆ 1         ┆ … ┆ 7          ┆ 0          ┆ 0          ┆ 0          │\n",
      "└─────┴───────────┴────────────┴───────────┴───┴────────────┴────────────┴────────────┴────────────┘)\n",
      "train DatasetBase { records: [[39.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 0.0, 0.0, 0.0],\n",
      " [50.0, 1.0, 1.0, 0.0, 0.0, ..., 0.0, 1.0, 0.0, 1.0, 0.0],\n",
      " [38.0, 2.0, 2.0, 1.0, 1.0, ..., 0.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [53.0, 2.0, 3.0, 2.0, 2.0, ..., 0.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [28.0, 2.0, 4.0, 0.0, 0.0, ..., 1.0, 1.0, 0.0, 0.0, 1.0],\n",
      " ...,\n",
      " [21.0, 2.0, 4842.0, 5.0, 5.0, ..., 1.0, 1.0, 0.0, 82.0, 4.0],\n",
      " [35.0, 2.0, 320.0, 5.0, 5.0, ..., 0.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [31.0, 1.0, 1878.0, 15.0, 15.0, ..., 1.0, 1.0, 0.0, 4.0, 4.0],\n",
      " [39.0, 6.0, 882.0, 3.0, 3.0, ..., 0.0, 1.0, 0.0, 8.0, 0.0],\n",
      " [30.0, 2.0, 12937.0, 0.0, 0.0, ..., 0.0, 1.0, 0.0, 16.0, 0.0]], shape=[22793, 14], strides=[14, 1], layout=Cc (0x5), const ndim=2, targets: [0.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 0.0, 0.0, 1.0, 0.0], shape=[22793], strides=[1], layout=CFcf (0xf), const ndim=1, weights: [], shape=[0], strides=[0], layout=CFcf (0xf), const ndim=1, feature_names: [\"feature-0\", \"feature-1\", \"feature-2\", \"feature-3\", \"feature-4\", \"feature-5\", \"feature-6\", \"feature-7\", \"feature-8\", \"feature-9\", \"feature-10\", \"feature-11\", \"feature-12\", \"feature-13\"] }\n",
      "test DatasetBase { records: [[39.0, 2.0, 16594.0, 1.0, 1.0, ..., 0.0, 1.0, 5.0, 0.0, 0.0],\n",
      " [19.0, 2.0, 16595.0, 5.0, 5.0, ..., 1.0, 1.0, 0.0, 9.0, 0.0],\n",
      " [25.0, 5.0, 16596.0, 1.0, 1.0, ..., 0.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [57.0, 1.0, 16597.0, 1.0, 1.0, ..., 0.0, 1.0, 0.0, 8.0, 0.0],\n",
      " [21.0, 2.0, 6264.0, 5.0, 5.0, ..., 1.0, 1.0, 0.0, 9.0, 6.0],\n",
      " ...,\n",
      " [27.0, 2.0, 21647.0, 6.0, 6.0, ..., 1.0, 1.0, 0.0, 14.0, 0.0],\n",
      " [40.0, 2.0, 629.0, 1.0, 1.0, ..., 0.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [58.0, 2.0, 19507.0, 1.0, 1.0, ..., 1.0, 1.0, 0.0, 0.0, 0.0],\n",
      " [22.0, 2.0, 17888.0, 1.0, 1.0, ..., 0.0, 1.0, 0.0, 9.0, 0.0],\n",
      " [52.0, 6.0, 14492.0, 1.0, 1.0, ..., 1.0, 7.0, 0.0, 0.0, 0.0]], shape=[9768, 14], strides=[14, 1], layout=Cc (0x5), const ndim=2, targets: [1.0, 0.0, 0.0, 0.0, 0.0, ..., 0.0, 1.0, 0.0, 0.0, 1.0], shape=[9768], strides=[1], layout=CFcf (0xf), const ndim=1, weights: [], shape=[0], strides=[0], layout=CFcf (0xf), const ndim=1, feature_names: [\"feature-0\", \"feature-1\", \"feature-2\", \"feature-3\", \"feature-4\", \"feature-5\", \"feature-6\", \"feature-7\", \"feature-8\", \"feature-9\", \"feature-10\", \"feature-11\", \"feature-12\", \"feature-13\"] }\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "()"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Same abordage using Linfa\n",
    "let df = CsvReader::from_path(\"./db/census.csv\").unwrap()\n",
    "    .has_header(true)\n",
    "    .finish().unwrap();\n",
    "\n",
    "let df= df.clone().lazy();\n",
    "\n",
    "\n",
    "\n",
    "let x_census = df.clone().select([col(\"*\").exclude([\"income\"])])\n",
    "    .with_columns([\n",
    "        col(\"workclass\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"final-weight\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"education\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"marital-status\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"occupation\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"relationship\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"race\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"sex\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"hour-per-week\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"capital-loss\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"capital-gain\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "        col(\"education-num\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),\n",
    "\n",
    "\n",
    "        col(\"native-country\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),        \n",
    "    ])\n",
    "    .drop_nulls(None).collect();\n",
    "        println!(\"train {:?}\",x_census);\n",
    "\n",
    "\n",
    "let y_census = df.clone().filter(col(\"income\").is_not_null())\n",
    "    .select([col(\"income\") ])\n",
    "    .with_columns([\n",
    "        col(\"income\").cast(DataType::Categorical(None,CategoricalOrdering::Physical)).to_physical(),      \n",
    "\n",
    "    ])\n",
    "    .drop_nulls(None)\n",
    "    .collect();\n",
    "\n",
    "\n",
    "// let dummies_x = x_census?.clone().to_dummies(None, false).unwrap();\n",
    "\n",
    "{\n",
    "\n",
    "let ndarray_x = x_census?.clone().to_ndarray::<Float32Type>(IndexOrder::C).unwrap();\n",
    "let ndarray_y = y_census?.clone().to_ndarray::<Float32Type>(IndexOrder::C).unwrap();\n",
    "let ndarray_y = Array::from_iter(ndarray_y.iter().cloned());\n",
    "\n",
    "    let ds = Dataset::new(ndarray_x, ndarray_y);\n",
    "    {\n",
    "    let (train, test) = ds.split_with_ratio(0.7);\n",
    "    println!(\"train {:?}\",train);\n",
    "    println!(\"test {:?}\",test);\n",
    "    }\n",
    "}"
   ]
  }
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