Случайная горизонтальная линия, отображаемая на линейном графике d3?

#d3.js

#d3.js

Вопрос:

Я строю данные в виде линейного графика, и по какой-то причине через одну часть графика проходят случайные горизонтальные линии:

график

Я строю свои данные следующим образом:

 const timeConv = d3.timeParse("%Y-%m-%dT%H:%M:%S.%f");
const width = 960;
const height = 500;
const margin = 5;
const padding = 5;
const adj = 30;

/* adding svg */
const svg = d3.select("#chart").append("svg")
    .attr("preserveAspectRatio", "none")
    .attr("viewBox", "-"
            adj   " -"
            adj   " "
            (width   adj * 3)   " "
            (height   adj * 3))
    .attr("height", "100%")
    .style("padding", padding)
    .style("margin", margin)

/* sanitizing data */
const dataset = d3.json("formattedStats.json")
dataset.then(function(data) {
/* scaling */
    const xScale = d3.scaleTime().range([0, width]);
    const yScale = d3.scaleLinear().rangeRound([height, 0]);
    xScale.domain(d3.extent(data, d => timeConv(d.dateCreated)));
    yScale.domain([
        0,
        d3.max(data, d => d.balance)
    ]);

    const yaxis = d3.axisLeft()
        .ticks(20)
        .scale(yScale);

    const xaxis = d3.axisBottom()
        .ticks(d3.timeDay.filter(d => d3.timeDay.count(0, d) % 3 === 0))
        .tickFormat(d3.timeFormat('%b %d'))
        .scale(xScale);

    svg.append("g")
        .attr("class", "axis")
        .attr("transform", "translate(0,"   height   ")")
        .call(xaxis);

    svg.append("g")
        .attr("class", "axis")
        .attr("transform", "translate(0, 0)")
        .call(yaxis);


    const line = d3.line()
        .x((d) => xScale(timeConv(d.dateCreated)))
        .y((d) => yScale(d.balance));

    svg.append("path")
      .attr("d", line(data))
      .attr("stroke", "black")

});
  

И мои данные выглядят следующим образом:

 [
   {
      "balance":1433,
      "dateCreated":"2020-07-23T19:03:38.627"
   },
   {
      "balance":1426,
      "dateCreated":"2020-07-23T19:01:50.766"
   },
   {
      "balance":1449,
      "dateCreated":"2020-07-23T06:58:56.856"
   },
   {
      "balance":1465,
      "dateCreated":"2020-07-23T06:45:02.957"
   },
   {
      "balance":1476,
      "dateCreated":"2020-07-23T06:38:27.707"
   },
   {
      "balance":1483,
      "dateCreated":"2020-07-23T06:09:21.723"
   },
   {
      "balance":1489,
      "dateCreated":"2020-07-23T06:07:10.662"
   },
   {
      "balance":1506,
      "dateCreated":"2020-07-23T06:07:01.501"
   },
   {
      "balance":1515,
      "dateCreated":"2020-07-23T04:06:49.871"
   },
   {
      "balance":1531,
      "dateCreated":"2020-07-23T03:47:41.251"
   },
   {
      "balance":1542,
      "dateCreated":"2020-07-23T03:04:08.571"
   },
   {
      "balance":1558,
      "dateCreated":"2020-07-23T02:27:07.284"
   },
   {
      "balance":1575,
      "dateCreated":"2020-07-23T02:21:03.609"
   },
   {
      "balance":1591,
      "dateCreated":"2020-07-23T02:14:47.54"
   },
   {
      "balance":1596,
      "dateCreated":"2020-07-23T02:13:51.064"
   },
   {
      "balance":1612,
      "dateCreated":"2020-07-23T02:13:35.578"
   },
   {
      "balance":1620,
      "dateCreated":"2020-07-23T01:49:01.64"
   },
   {
      "balance":1606,
      "dateCreated":"2020-07-23T01:05:31.986"
   },
   {
      "balance":1639,
      "dateCreated":"2020-07-23T00:13:31.93"
   },
   {
      "balance":1656,
      "dateCreated":"2020-07-23T00:05:29.045"
   },
   {
      "balance":1672,
      "dateCreated":"2020-07-22T23:53:33.355"
   },
   {
      "balance":1679,
      "dateCreated":"2020-07-22T23:45:19.324"
   },
   {
      "balance":1702,
      "dateCreated":"2020-07-22T08:06:04.961"
   },
   {
      "balance":1709,
      "dateCreated":"2020-07-22T07:41:31.159"
   },
   {
      "balance":949,
      "dateCreated":"2020-07-22T06:11:06.519"
   },
   {
      "balance":915,
      "dateCreated":"2020-07-22T04:11:45.495"
   },
   {
      "balance":932,
      "dateCreated":"2020-07-22T03:31:21.528"
   },
   {
      "balance":981,
      "dateCreated":"2020-07-22T02:09:29.896"
   },
   {
      "balance":965,
      "dateCreated":"2020-07-22T02:08:44.348"
   },
   {
      "balance":859,
      "dateCreated":"2020-07-21T23:16:21.725"
   },
   {
      "balance":837,
      "dateCreated":"2020-07-21T22:11:51.734"
   },
   {
      "balance":853,
      "dateCreated":"2020-07-21T21:51:33.269"
   },
   {
      "balance":869,
      "dateCreated":"2020-07-21T21:25:00.833"
   },
   {
      "balance":862,
      "dateCreated":"2020-07-21T21:17:35.604"
   },
   {
      "balance":839,
      "dateCreated":"2020-07-21T20:30:21.715"
   },
   {
      "balance":856,
      "dateCreated":"2020-07-21T07:51:15.532"
   },
   {
      "balance":899,
      "dateCreated":"2020-07-21T07:10:07.262"
   },
   {
      "balance":915,
      "dateCreated":"2020-07-21T05:37:19.123"
   },
   {
      "balance":910,
      "dateCreated":"2020-07-21T05:33:59.065"
   },
   {
      "balance":883,
      "dateCreated":"2020-07-21T05:24:11.467"
   },
   {
      "balance":871,
      "dateCreated":"2020-07-21T03:21:38.474"
   },
   {
      "balance":888,
      "dateCreated":"2020-07-21T03:10:32.186"
   },
   {
      "balance":891,
      "dateCreated":"2020-07-21T03:05:09.042"
   },
   {
      "balance":861,
      "dateCreated":"2020-07-21T02:05:56.146"
   },
   {
      "balance":878,
      "dateCreated":"2020-07-21T01:43:27.761"
   },
   {
      "balance":901,
      "dateCreated":"2020-07-21T01:34:25.554"
   },
   {
      "balance":907,
      "dateCreated":"2020-07-20T23:18:39.558"
   },
   {
      "balance":924,
      "dateCreated":"2020-07-20T22:59:25.504"
   },
   {
      "balance":940,
      "dateCreated":"2020-07-20T21:01:51.96"
   },
   {
      "balance":879,
      "dateCreated":"2020-07-20T20:48:54.406"
   },
   {
      "balance":857,
      "dateCreated":"2020-07-20T19:56:13.648"
   },
   {
      "balance":890,
      "dateCreated":"2020-07-20T19:50:26.716"
   },
   {
      "balance":906,
      "dateCreated":"2020-07-20T19:00:18.921"
   },
   {
      "balance":882,
      "dateCreated":"2020-07-20T07:46:33.574"
   },
   {
      "balance":896,
      "dateCreated":"2020-07-20T07:07:40.55"
   },
   {
      "balance":879,
      "dateCreated":"2020-07-20T07:04:25.858"
   },
   {
      "balance":906,
      "dateCreated":"2020-07-20T06:52:07.748"
   },
   {
      "balance":922,
      "dateCreated":"2020-07-20T06:42:51.575"
   },
   {
      "balance":927,
      "dateCreated":"2020-07-20T06:42:31.973"
   },
   {
      "balance":934.26,
      "dateCreated":"2020-07-20T06:16:09.036"
   },
   {
      "balance":902,
      "dateCreated":"2020-07-20T05:31:56.692"
   },
   {
      "balance":923,
      "dateCreated":"2020-07-20T05:31:47.108"
   },
   {
      "balance":894,
      "dateCreated":"2020-07-20T05:22:20.871"
   },
   {
      "balance":867,
      "dateCreated":"2020-07-20T04:00:32.576"
   },
   {
      "balance":883,
      "dateCreated":"2020-07-20T04:00:26.06"
   },
   {
      "balance":900,
      "dateCreated":"2020-07-20T02:14:11.529"
   },
   {
      "balance":916,
      "dateCreated":"2020-07-20T01:38:55.908"
   },
   {
      "balance":933,
      "dateCreated":"2020-07-20T01:23:53.772"
   },
   {
      "balance":949,
      "dateCreated":"2020-07-20T01:23:45.458"
   },
   {
      "balance":956,
      "dateCreated":"2020-07-19T23:33:45.224"
   },
   {
      "balance":962,
      "dateCreated":"2020-07-19T23:08:56.22"
   },
   {
      "balance":979,
      "dateCreated":"2020-07-19T23:08:38.623"
   },
   {
      "balance":880,
      "dateCreated":"2020-07-19T23:06:48.195"
   },
   {
      "balance":894,
      "dateCreated":"2020-07-19T22:12:00.778"
   },
   {
      "balance":877,
      "dateCreated":"2020-07-19T21:57:13.62"
   },
   {
      "balance":910,
      "dateCreated":"2020-07-19T21:33:02.45"
   },
   {
      "balance":925,
      "dateCreated":"2020-07-19T21:25:22.116"
   },
   {
      "balance":949,
      "dateCreated":"2020-07-19T21:20:51.796"
   },
   {
      "balance":965,
      "dateCreated":"2020-07-19T20:59:27.897"
   },
   {
      "balance":982,
      "dateCreated":"2020-07-19T07:47:45.451"
   },
   {
      "balance":822,
      "dateCreated":"2020-07-19T07:44:31.419"
   },
   {
      "balance":879,
      "dateCreated":"2020-07-19T07:34:22.508"
   },
   {
      "balance":797,
      "dateCreated":"2020-07-19T06:46:47.993"
   },
   {
      "balance":814,
      "dateCreated":"2020-07-19T06:46:07.785"
   },
   {
      "balance":820,
      "dateCreated":"2020-07-19T06:36:24.427"
   },
   {
      "balance":827,
      "dateCreated":"2020-07-19T06:20:59.223"
   },
   {
      "balance":861,
      "dateCreated":"2020-07-19T06:19:46.962"
   },
   {
      "balance":823,
      "dateCreated":"2020-07-19T06:08:21.955"
   },
   {
      "balance":840,
      "dateCreated":"2020-07-19T06:07:30.056"
   },
   {
      "balance":851,
      "dateCreated":"2020-07-19T06:05:20.705"
   },
   {
      "balance":849,
      "dateCreated":"2020-07-19T05:39:32.269"
   },
   {
      "balance":866.29,
      "dateCreated":"2020-07-19T05:26:06.534"
   },
   {
      "balance":825,
      "dateCreated":"2020-07-19T05:13:44.842"
   },
   {
      "balance":836,
      "dateCreated":"2020-07-19T05:11:43.612"
   },
   {
      "balance":852,
      "dateCreated":"2020-07-19T05:04:52.876"
   },
   {
      "balance":858,
      "dateCreated":"2020-07-19T05:04:27.291"
   },
   {
      "balance":874.54,
      "dateCreated":"2020-07-19T05:04:12.409"
   },
   {
      "balance":843,
      "dateCreated":"2020-07-19T04:57:22.911"
   },
   {
      "balance":859,
      "dateCreated":"2020-07-19T04:52:21.601"
   },
   {
      "balance":875.24,
      "dateCreated":"2020-07-19T04:50:29"
   },
   {
      "balance":847,
      "dateCreated":"2020-07-19T04:45:57.354"
   },
   {
      "balance":880,
      "dateCreated":"2020-07-19T04:28:35.598"
   },
   {
      "balance":897,
      "dateCreated":"2020-07-19T04:17:26.469"
   },
   {
      "balance":913,
      "dateCreated":"2020-07-18T07:16:47.016"
   },
   {
      "balance":947,
      "dateCreated":"2020-07-18T06:37:00.094"
   },
   {
      "balance":930,
      "dateCreated":"2020-07-18T06:31:42.495"
   },
   {
      "balance":952,
      "dateCreated":"2020-07-17T09:08:22.177"
   },
   {
      "balance":939.94,
      "dateCreated":"2020-07-17T08:49:21.978"
   },
   {
      "balance":918,
      "dateCreated":"2020-07-17T08:34:31.417"
   },
   {
      "balance":929,
      "dateCreated":"2020-07-17T08:34:01.094"
   },
   {
      "balance":935,
      "dateCreated":"2020-07-16T07:08:20.004"
   },
   {
      "balance":951,
      "dateCreated":"2020-07-16T07:07:46.132"
   },
   {
      "balance":968,
      "dateCreated":"2020-07-14T04:39:32.887"
   },
   {
      "balance":984,
      "dateCreated":"2020-07-14T04:39:15.779"
   },
   {
      "balance":1000,
      "dateCreated":"2020-07-14T02:03:00.87"
   },
   {
      "balance":1017,
      "dateCreated":"2020-07-14T01:31:32.207"
   },
   {
      "balance":1033,
      "dateCreated":"2020-07-14T01:31:19.978"
   },
   {
      "balance":1040,
      "dateCreated":"2020-07-13T23:23:29.921"
   },
   {
      "balance":1095.59,
      "dateCreated":"2020-07-13T23:18:21.912"
   },
   {
      "balance":1072,
      "dateCreated":"2020-07-13T22:37:24.883"
   },
   {
      "balance":1088,
      "dateCreated":"2020-07-13T21:00:57.88"
   },
   {
      "balance":1091,
      "dateCreated":"2020-07-13T20:10:58.344"
   },
   {
      "balance":1093.04,
      "dateCreated":"2020-07-13T20:10:39.9"
   },
   {
      "balance":1055,
      "dateCreated":"2020-07-13T19:20:51.553"
   },
   {
      "balance":1071,
      "dateCreated":"2020-07-13T19:09:34.993"
   },
   {
      "balance":1071,
      "dateCreated":"2020-07-13T19:09:12.291"
   },
   {
      "balance":1088.47,
      "dateCreated":"2020-07-13T08:34:06.731"
   },
   {
      "balance":1020.97,
      "dateCreated":"2020-07-13T08:24:09.093"
   },
   {
      "balance":999,
      "dateCreated":"2020-07-13T08:12:13.226"
   },
   {
      "balance":1015,
      "dateCreated":"2020-07-13T07:49:26.818"
   },
   {
      "balance":1032,
      "dateCreated":"2020-07-13T07:40:00.178"
   },
   {
      "balance":1114,
      "dateCreated":"2020-07-12T23:23:32.335"
   },
   {
      "balance":1154,
      "dateCreated":"2020-07-12T21:01:59.128"
   },
   {
      "balance":1169.97,
      "dateCreated":"2020-07-12T14:39:57.463"
   },
   {
      "balance":1156,
      "dateCreated":"2020-07-12T14:01:02.792"
   },
   {
      "balance":1172,
      "dateCreated":"2020-07-12T13:55:36.566"
   },
   {
      "balance":1177,
      "dateCreated":"2020-07-12T13:55:19.394"
   },
   {
      "balance":1156,
      "dateCreated":"2020-07-12T08:24:33.968"
   },
   {
      "balance":1121,
      "dateCreated":"2020-07-12T08:08:41.735"
   },
   {
      "balance":1089,
      "dateCreated":"2020-07-12T06:48:28.84"
   },
   {
      "balance":1106,
      "dateCreated":"2020-07-12T05:40:55.865"
   },
   {
      "balance":1036,
      "dateCreated":"2020-07-11T22:45:14.995"
   },
   {
      "balance":1012,
      "dateCreated":"2020-07-11T21:52:56.498"
   },
   {
      "balance":1028,
      "dateCreated":"2020-07-11T21:36:53.419"
   },
   {
      "balance":1043,
      "dateCreated":"2020-07-11T09:20:19.116"
   },
   {
      "balance":1037,
      "dateCreated":"2020-07-11T08:27:01.816"
   },
   {
      "balance":1043,
      "dateCreated":"2020-07-11T08:26:45.696"
   },
   {
      "balance":1066,
      "dateCreated":"2020-07-11T08:26:30.808"
   },
   {
      "balance":1070,
      "dateCreated":"2020-07-11T08:08:32.191"
   },
   {
      "balance":1081.18,
      "dateCreated":"2020-07-11T08:04:44.88"
   },
   {
      "balance":1049,
      "dateCreated":"2020-07-11T06:59:57.157"
   },
   {
      "balance":1066,
      "dateCreated":"2020-07-11T06:29:55.306"
   },
   {
      "balance":1082,
      "dateCreated":"2020-07-11T06:29:37.378"
   },
   {
      "balance":1089,
      "dateCreated":"2020-07-10T07:20:38.373"
   },
   {
      "balance":1120,
      "dateCreated":"2020-07-10T07:04:02.663"
   },
   {
      "balance":1131,
      "dateCreated":"2020-07-10T07:02:00.364"
   },
   {
      "balance":1148,
      "dateCreated":"2020-07-10T05:50:07.739"
   },
   {
      "balance":1164,
      "dateCreated":"2020-07-10T05:24:33.478"
   },
   {
      "balance":1108,
      "dateCreated":"2020-07-10T05:23:31.012"
   },
   {
      "balance":1083,
      "dateCreated":"2020-07-10T04:10:02.153"
   },
   {
      "balance":1099,
      "dateCreated":"2020-07-10T04:09:37.055"
   },
   {
      "balance":1114,
      "dateCreated":"2020-07-10T02:40:05.837"
   },
   {
      "balance":1095,
      "dateCreated":"2020-07-10T02:13:02.745"
   },
   {
      "balance":1106.16,
      "dateCreated":"2020-07-10T02:10:33.916668"
   },
   {
      "balance":1108,
      "dateCreated":"2020-07-10T01:43:12.406"
   },
   {
      "balance":1092,
      "dateCreated":"2020-07-10T01:39:59.102"
   },
   {
      "balance":1113,
      "dateCreated":"2020-07-10T01:35:38.467"
   },
   {
      "balance":1087,
      "dateCreated":"2020-07-10T01:14:38.311"
   },
   {
      "balance":1103,
      "dateCreated":"2020-07-10T00:50:09.294"
   },
   {
      "balance":1153,
      "dateCreated":"2020-07-10T00:35:48.635"
   },
   {
      "balance":1136,
      "dateCreated":"2020-07-10T00:13:15.698"
   },
   {
      "balance":1169,
      "dateCreated":"2020-07-09T23:42:45.742"
   },
   {
      "balance":1180,
      "dateCreated":"2020-07-09T23:41:51.207"
   },
   {
      "balance":1186,
      "dateCreated":"2020-07-09T20:29:33.056"
   },
   {
      "balance":1219,
      "dateCreated":"2020-07-09T19:34:09.69"
   },
   {
      "balance":1235,
      "dateCreated":"2020-07-09T19:18:24.581"
   },
   {
      "balance":1236,
      "dateCreated":"2020-07-09T19:11:14.349"
   },
   {
      "balance":1252,
      "dateCreated":"2020-07-09T17:13:40.924"
   },
   {
      "balance":1268,
      "dateCreated":"2020-07-09T06:47:22.183"
   },
   {
      "balance":1284,
      "dateCreated":"2020-07-08T17:42:38.056"
   },
   {
      "balance":1301,
      "dateCreated":"2020-07-08T17:42:28.833"
   },
   {
      "balance":1306.58,
      "dateCreated":"2020-07-08T08:49:25.341"
   },
   {
      "balance":1285.58,
      "dateCreated":"2020-07-08T08:32:08.722"
   },
   {
      "balance":1275,
      "dateCreated":"2020-07-08T08:29:17.285"
   },
   {
      "balance":1282,
      "dateCreated":"2020-07-08T08:29:09.891"
   },
   {
      "balance":1285,
      "dateCreated":"2020-07-08T08:22:57.768"
   },
   {
      "balance":1290,
      "dateCreated":"2020-07-08T08:20:55.432"
   },
   {
      "balance":1294,
      "dateCreated":"2020-07-08T07:06:29.286"
   },
   {
      "balance":1300,
      "dateCreated":"2020-07-08T06:47:13.151"
   },
   {
      "balance":1291,
      "dateCreated":"2020-07-08T06:44:23.775"
   },
   {
      "balance":1270,
      "dateCreated":"2020-07-08T05:46:22.013"
   },
   {
      "balance":1287,
      "dateCreated":"2020-07-08T05:45:47.899"
   },
   {
      "balance":1149,
      "dateCreated":"2020-07-07T11:19:38.463"
   },
   {
      "balance":1129.93,
      "dateCreated":"2020-07-07T08:29:41.744"
   },
   {
      "balance":1107,
      "dateCreated":"2020-07-07T07:48:21.005"
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   }
]
  

Кто-нибудь знает, почему это может происходить? Спасибо!

Ответ №1:

Такого рода ошибки (когда график / линия диаграммы / прямоугольник / контур / окружность в основном правильны, но с одной или двумя ошибочными точками) обычно можно отнести к одной из двух проблем:

  • Ошибки в данных
  • Ошибки при анализе данных

В вашем случае данные в порядке, но при их анализе не учитывается крайний случай, когда у вашего времени нет миллисекунд, сравните:

 const timeConv = d3.timeParse("%Y-%m-%dT%H:%M:%S.%f");
console.log(timeConv("2020-07-19T04:50:29"));
console.log(timeConv("2020-07-19T04:52:21.601"));  
 <script src="https://cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min.js"></script>  

В вашем случае для одной точки данных d3.timeParse возвращает нулевое значение в вашем случае для одной точки данных, что приводит к неправильному масштабированию значения x для пути.

На ум приходят два решения: исправить данные, чтобы эта точка была отформатирована должным образом, или создать второй анализатор времени для учета этого крайнего случая:

 .x((d) => xScale(timeConv(d.dateCreated) || timeConvEdgeCase(d.dateCreated)))
  

Это кажется более сложным, чем обеспечение единообразия форматированных данных, но в зависимости от вашего источника данных, это может потребоваться сделать встроенным или при загрузке данных в браузере в любом случае.

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const timeConv = d3.timeParse("%Y-%m-%dT%H:%M:%S.%f");
const timeConvEdge = d3.timeParse("%Y-%m-%dT%H:%M:%S");
const width = 960;
const height = 500;
const margin = 5;
const padding = 5;
const adj = 30;

/* adding svg */
const svg = d3.select("#chart").append("svg")
    .attr("preserveAspectRatio", "none")
    .attr("viewBox", "-"
            adj   " -"
            adj   " "
            (width   adj * 3)   " "
            (height   adj * 3))
    .attr("height", "100%")
    .style("padding", padding)
    .style("margin", margin)

/* scaling */
    const xScale = d3.scaleTime().range([0, width]);
    const yScale = d3.scaleLinear().rangeRound([height, 0]);
    xScale.domain(d3.extent(data, d => timeConv(d.dateCreated) || timeConvEdge(d.dateCreated)));
    yScale.domain([
        0,
        d3.max(data, d => d.balance)
    ]);

    const yaxis = d3.axisLeft()
        .ticks(20)
        .scale(yScale);

    const xaxis = d3.axisBottom()
        .ticks(d3.timeDay.filter(d => d3.timeDay.count(0, d) % 3 === 0))
        .tickFormat(d3.timeFormat('%b %d'))
        .scale(xScale);

    svg.append("g")
        .attr("class", "axis")
        .attr("transform", "translate(0,"   height   ")")
        .call(xaxis);

    svg.append("g")
        .attr("class", "axis")
        .attr("transform", "translate(0, 0)")
        .call(yaxis);


    const line = d3.line()
        .x((d) => xScale(timeConv(d.dateCreated) || timeConvEdge(d.dateCreated)))
        .y((d) => yScale(d.balance));

    svg.append("path")
      .attr("d", line(data))
      .attr("stroke", "black")  
 path {
  fill: none;
}  
 <script src="https://cdnjs.cloudflare.com/ajax/libs/d3/5.7.0/d3.min.js"></script>
<div id="chart">