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    "# Pushkin as a Traveller\n",
    "\n",
    "Pushkin grew up in Moscow and St. Petersburg. In 1819 he was exiled, at the age of nineteen, to a small town called Kishinev and then he was moved to his family estate in Ekaterinoslav. He remained in exile for nearly seven years until 1826 when Tsar Nicholas came to power. Below you can see a map of his travels throughout Russia.\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/pushkin/O.Kiprensky_-_A.S.Pushkin.jpg\" alt=\"Portrait of A.S. Pushkin\" width=\"300\"></img>\n",
    "\n",
    "[Original version](https://www.rgo.ru/ru/article/pushkin-puteshestvennik-linii-zhizni-linii-na-karte) of the graph that you can see below.\n",
    "\n",
    "Also, see the [short journey through his biography](https://pushkinland.ru/2018/english/push1.php).\n",
    "\n",
    "Some data was collected from other sources, such as:\n",
    "\n",
    "- [https://en.wikipedia.org/wiki/Alexander_Pushkin](https://en.wikipedia.org/wiki/Alexander_Pushkin)\n",
    "- [http://hronika.su/pushkin-a-s](http://hronika.su/pushkin-a-s)"
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    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot\n",
    "%use lets-plot-gt(gt=\"[30,)\")"
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    "@file:DependsOn(\"org.geotools:gt-shapefile:[30,)\")\n",
    "@file:DependsOn(\"org.geotools:gt-cql:[30,)\")"
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   "source": [
    "import org.geotools.data.shapefile.ShapefileDataStoreFactory\n",
    "import org.geotools.data.simple.SimpleFeatureCollection\n",
    "import java.net.URL\n",
    "\n",
    "import org.geotools.filter.text.cql2.CQL"
   ]
  },
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    "val factory = ShapefileDataStoreFactory()\n",
    "\n",
    "val worldFeatures : SimpleFeatureCollection = with(\"naturalearth_lowres\") {\n",
    "    val url = \"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/shp/${this}/${this}.shp\"\n",
    "    factory.createDataStore(URL(url)).featureSource.features\n",
    "}\n",
    "val currentZone = worldFeatures.subCollection(CQL.toFilter(\"continent = 'Europe' OR continent = 'Asia' or continent = 'Africa'\"))"
   ]
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    "fun <T> appendStayTime(placesDf: DataFrame<T>, movesDf: DataFrame<T>): DataFrame<T> {\n",
    "    fun cityNameToYears(name: String): String {\n",
    "        val departureYears: List<Int> = movesDf.sortBy(\"year\").filter { it[\"departure\"] == name }[\"year\"].toList() as List<Int>\n",
    "        val rawArrivalYears: List<Int> = movesDf.sortBy(\"year\").filter { it[\"arrival\"] == name }[\"year\"].toList() as List<Int>\n",
    "        val arrivalYears: List<Int> = if (!departureYears.isEmpty() && departureYears.min() < rawArrivalYears.min()) {\n",
    "            listOf(departureYears.min()) + rawArrivalYears\n",
    "        } else {\n",
    "            rawArrivalYears\n",
    "        }\n",
    "        val allYearRanges: List<Pair<Int, Int>> = arrivalYears.map { arrivalYear ->\n",
    "            val departureYear = if (departureYears.isEmpty()) {\n",
    "                arrivalYear\n",
    "            } else {\n",
    "                departureYears.firstOrNull { it >= arrivalYear } ?: arrivalYear\n",
    "            }\n",
    "            Pair(arrivalYear, departureYear)\n",
    "        }.sortedByDescending { it.second - it.first }\n",
    "        val yearRanges: MutableList<Pair<Int, Int>> = mutableListOf()\n",
    "        for (yearRange in allYearRanges) {\n",
    "            val outerRange = yearRanges.firstOrNull { bigYearRange: Pair<Int, Int> -> bigYearRange.first <= yearRange.first && yearRange.second <= bigYearRange.second }\n",
    "            if (outerRange == null) yearRanges.add(yearRange)\n",
    "        }\n",
    "        return yearRanges.sortedBy { it.first }.map { yearRange ->\n",
    "            if (yearRange.first == yearRange.second) {\n",
    "                yearRange.first.toString()\n",
    "            } else {\n",
    "                \"${yearRange.first}-${yearRange.second}\"\n",
    "            }\n",
    "        }.joinToString(\", \")\n",
    "    }\n",
    "    return placesDf.add(\"years\") { cityNameToYears(it[\"name\"] as String) }\n",
    "}"
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    "val citySize = 3\n",
    "val bigCitySize = 6\n",
    "val bigCities = listOf(\"Moscow\", \"Petersburg\")\n",
    "\n",
    "val rawPlacesDf = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/pushkin/places.csv\")\n",
    "\n",
    "val rawMovesDf = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/pushkin/moves.csv\")\n",
    "\n",
    "val movesDf = rawMovesDf.join(rawPlacesDf) { \"departure\" match \"name\" }\n",
    "    .rename(\"longitude\" to \"from_lon\").rename(\"latitude\" to \"from_lat\")\n",
    "    .join(rawPlacesDf) { \"arrival\" match \"name\" }\n",
    "    .rename(\"longitude\" to \"to_lon\").rename(\"latitude\" to \"to_lat\")\n",
    "    .add(\"size_start\") { if (it[\"departure\"] in bigCities) { bigCitySize } else { citySize } }\n",
    "    .add(\"size_end\") { if (it[\"arrival\"] in bigCities) { bigCitySize } else { citySize } }\n",
    "\n",
    "val placesDf = appendStayTime(rawPlacesDf, rawMovesDf)\n",
    "    .add(\"size\") { if (it[\"name\"] in bigCities) { bigCitySize } else { citySize } }\n",
    "\n",
    "val moscowDf = rawPlacesDf.filter { it[\"name\"] in bigCities }\n",
    "val labelsDf1 = rawPlacesDf.filter { it[\"name\"] in listOf(\"Nizhny Novgorod\", \"Novocherkassk\", \"Orenburg\", \"Stavropol\", \"Tiflis\", \"Vladikavkaz\") }\n",
    "val labelsDf2 = rawPlacesDf.filter { it[\"name\"] in listOf(\"Chișinău\", \"Erzurum\", \"Kiev\", \"Pskov\", \"Simferopol\", \"Uralsk\", \"Vitebsk\", \"Oryol\", \"Ekaterinoslav\") }"
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       "\"size_end\":[6.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,6.0,6.0,3.0,6.0,6.0,3.0,6.0,6.0,6.0],\n",
       "\"from_lat\":[55.751244,59.93863,55.187222,50.431782,48.450001,47.414101,45.0428,44.1497667,44.04861,45.0428,45.04484,44.957813,46.469391,47.00367,46.469391,51.50551,55.187222,57.061332,57.8136,55.751244,52.929697,47.414101,45.0428,44.1497667,43.03667,41.716667,40.60199,55.751244,55.004477,55.751244,56.32753,55.78874,54.32824,51.776272,51.23333,55.004477,59.93863,47.00367,50.431782,47.00367,46.469391,55.751244,59.93863,55.751244,54.728958,55.751244,55.751244,54.728958,59.93863,55.751244],\n",
       "\"size_start\":[6.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,6.0,6.0,6.0,3.0,6.0,6.0,3.0,6.0,6.0]\n",
       "},\n",
       "\"size\":0.75,\n",
       "\"arrow\":{\n",
       "\"name\":\"arrow\",\n",
       "\"angle\":14.0,\n",
       "\"length\":10.0,\n",
       "\"type\":\"closed\"\n",
       "},\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"curve\",\n",
       "\"curvature\":-0.15\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"longitude\",\n",
       "\"y\":\"latitude\",\n",
       "\"size\":\"size\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"size\":[3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0],\n",
       "\"latitude\":[39.90861,55.004477,55.187222,43.03667,44.1497667,44.04861,45.04484,48.450001,55.78874,40.60199,50.431782,47.00367,55.751244,57.061332,56.32753,47.414101,46.469391,51.776272,52.929697,59.93863,54.728958,57.8136,57.022162,54.32824,44.957813,45.0428,41.716667,51.23333,51.50551],\n",
       "\"name\":[\"Erzurum\",\"Boldino\",\"Vitebsk\",\"Vladikavkaz\",\"Georgiyevsk\",\"Goryachie Vody\",\"Ekaterinodar\",\"Ekaterinoslav\",\"Kazan\",\"Kars\",\"Kiev\",\"Chișinău\",\"Moscow\",\"Mikhaylovskoye\",\"Nizhny Novgorod\",\"Novocherkassk\",\"Odessa\",\"Orenburg\",\"Oryol\",\"Petersburg\",\"Polotnyany Zavod\",\"Pskov\",\"Svyatogorskij monastery\",\"Simbirsk\",\"Simferopol\",\"Stavropol\",\"Tiflis\",\"Uralsk\",\"Chernihiv\"],\n",
       "\"years\":[\"1829\",\"1830, 1833\",\"1820, 1824\",\"1829\",\"1820, 1829\",\"1820\",\"1820\",\"1820\",\"1833\",\"1829\",\"1820, 1821\",\"1820-1821\",\"1811, 1826-1827, 1828-1829, 1830, 1833, 1834, 1836\",\"1824-1826\",\"1833\",\"1820, 1829\",\"1820, 1821, 1823-1824\",\"1833\",\"1829\",\"1811-1820, 1827-1828, 1833-1836\",\"1830, 1834\",\"1826\",\"1837\",\"1833\",\"1820\",\"1820, 1829\",\"1829\",\"1833\",\"1824\"],\n",
       "\"longitude\":[41.27694,45.30885,30.205116,44.66778,43.4577689,43.05944,38.97603,34.983334,49.12214,43.09495,30.516382,28.907089,37.618423,28.919346,44.000717,40.110401,30.740883,55.099594,36.098689,30.31413,35.971598,28.3496,28.920945,48.38657,34.109547,41.9734,44.783333,51.36667,31.28487]\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"point\",\n",
       "\"fill\":\"white\",\n",
       "\"tooltips\":{\n",
       "\"title\":\"@name\",\n",
       "\"lines\":[\"Visited in @years\"]\n",
       "}\n",
       "},{\n",
       "\"nudge_y\":0.75,\n",
       "\"mapping\":{\n",
       "\"x\":\"longitude\",\n",
       "\"y\":\"latitude\",\n",
       "\"label\":\"name\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"latitude\":[55.751244,59.93863],\n",
       "\"name\":[\"Moscow\",\"Petersburg\"],\n",
       "\"longitude\":[37.618423,30.31413]\n",
       "},\n",
       "\"size\":8.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"text\",\n",
       "\"fontface\":\"bold\",\n",
       "\"hjust\":0.0\n",
       "},{\n",
       "\"nudge_y\":0.5,\n",
       "\"nudge_x\":0.25,\n",
       "\"mapping\":{\n",
       "\"x\":\"longitude\",\n",
       "\"y\":\"latitude\",\n",
       "\"label\":\"name\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"latitude\":[43.03667,56.32753,47.414101,51.776272,45.0428,41.716667],\n",
       "\"name\":[\"Vladikavkaz\",\"Nizhny Novgorod\",\"Novocherkassk\",\"Orenburg\",\"Stavropol\",\"Tiflis\"],\n",
       "\"longitude\":[44.66778,44.000717,40.110401,55.099594,41.9734,44.783333]\n",
       "},\n",
       "\"size\":6.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"text\",\n",
       "\"hjust\":0.0\n",
       "},{\n",
       "\"nudge_y\":-0.1,\n",
       "\"nudge_x\":-0.35,\n",
       "\"mapping\":{\n",
       "\"x\":\"longitude\",\n",
       "\"y\":\"latitude\",\n",
       "\"label\":\"name\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"latitude\":[39.90861,55.187222,48.450001,50.431782,47.00367,52.929697,57.8136,44.957813,51.23333],\n",
       "\"name\":[\"Erzurum\",\"Vitebsk\",\"Ekaterinoslav\",\"Kiev\",\"Chișinău\",\"Oryol\",\"Pskov\",\"Simferopol\",\"Uralsk\"],\n",
       "\"longitude\":[41.27694,30.205116,34.983334,30.516382,28.907089,36.098689,28.3496,34.109547,51.36667]\n",
       "},\n",
       "\"size\":6.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"text\",\n",
       "\"hjust\":1.0\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"plot_title\":{\n",
       "\"size\":20.0,\n",
       "\"margin\":[20.0,0.0,0.0,0.0],\n",
       "\"blank\":false\n",
       "},\n",
       "\"legend_title\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"legend_position\":[1.0,1.0],\n",
       "\"legend_justification\":[1.0,1.0]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"A46scr\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val xmin = 24.0\n",
    "val xmax = 64.0\n",
    "val ymin = 38.0\n",
    "val ymax = 62.0\n",
    "\n",
    "letsPlot() +\n",
    "    geomRect(xmin = xmin, xmax = xmax, ymin = ymin, ymax = ymax, size = 0, fill = \"#eef8ff\") +\n",
    "    geomMap(data = currentZone.toSpatialDataset(), size = 0.1, color = \"#636363\", fill = \"#fcfffc\") +\n",
    "    geomCurve(data = movesDf.toMap(), curvature = -.15, size = .75,\n",
    "              arrow = arrow(type = \"closed\", length = 10, angle = 14))\n",
    "        { x = \"from_lon\"; y = \"from_lat\"; xend = \"to_lon\"; yend = \"to_lat\"; color = \"path\";\n",
    "          sizeStart = \"size_start\"; sizeEnd = \"size_end\" } + // It is necessary for the arrows not to overlap the points\n",
    "    geomPoint(data = placesDf.toMap(), shape = 21, fill = \"white\",\n",
    "              tooltips = layerTooltips().title(\"@name\").line(\"Visited in @years\"))\n",
    "        { x = \"longitude\"; y = \"latitude\"; size = \"size\" } +\n",
    "    geomText(data = moscowDf.toMap(), size = 8, fontface = \"bold\", hjust = 0, nudgeY = 0.75)\n",
    "        { x = \"longitude\"; y = \"latitude\"; label = \"name\" } +\n",
    "    geomText(data = labelsDf1.toMap(), size = 6, hjust = 0, nudgeX = 0.25, nudgeY = 0.5)\n",
    "        { x = \"longitude\"; y = \"latitude\"; label = \"name\" } +\n",
    "    geomText(data = labelsDf2.toMap(), size = 6, hjust = 1, nudgeX = -0.35, nudgeY = -0.1)\n",
    "        { x = \"longitude\"; y = \"latitude\"; label = \"name\" } +\n",
    "    scaleColorManual(values = listOf(\"#addd8e\", \"#e34a33\", \"#8856a7\", \"#2c7fb8\",\n",
    "                                     \"#1c9099\", \"#006d2c\", \"#fec44f\", \"#636363\")) +\n",
    "    scaleSizeIdentity(guide = \"none\") +\n",
    "    coordMap(xlim = xmin to xmax, ylim = ymin to ymax) +\n",
    "    ggsize(800, 800) +\n",
    "    ggtitle(\"Alexander Pushkin's Trips\") +\n",
    "    themeVoid() +\n",
    "    theme(plotTitle = elementText(size = 20, margin = listOf(20, 0, 0, 0)), legendTitle = elementBlank())\n",
    "        .legendPosition(1, 1)\n",
    "        .legendJustification(1, 1)"
   ]
  }
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