diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e0e8c99
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+__pycache__
+.DS_Store
diff --git a/task1/.mpl_cache/fontlist-v390.json b/task1/.mpl_cache/fontlist-v390.json
new file mode 100644
index 0000000..a0d595f
--- /dev/null
+++ b/task1/.mpl_cache/fontlist-v390.json
@@ -0,0 +1,6604 @@
+{
+ "_version": 390,
+ "_FontManager__default_weight": "normal",
+ "default_size": null,
+ "defaultFamily": {
+ "ttf": "DejaVu Sans",
+ "afm": "Helvetica"
+ },
+ "afmlist": [
+ {
+ "fname": "fonts/afm/pcrbo8a.afm",
+ "name": "Courier",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Times-Roman.afm",
+ "name": "Times",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "roman",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pncri8a.afm",
+ "name": "New Century Schoolbook",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvbo8an.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pplri8a.afm",
+ "name": "Palatino",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pplb8a.afm",
+ "name": "Palatino",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pncbi8a.afm",
+ "name": "New Century Schoolbook",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pzdr.afm",
+ "name": "ITC Zapf Dingbats",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvb8an.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/cmmi10.afm",
+ "name": "Computer Modern",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pbkd8a.afm",
+ "name": "ITC Bookman",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "demi",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Courier.afm",
+ "name": "Courier",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Times-BoldItalic.afm",
+ "name": "Times",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pagko8a.afm",
+ "name": "ITC Avant Garde Gothic",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "book",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Helvetica.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvro8a.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Times-Bold.afm",
+ "name": "Times",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvbo8a.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvlo8a.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "light",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/cmr10.afm",
+ "name": "Computer Modern",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pagd8a.afm",
+ "name": "ITC Avant Garde Gothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "demi",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/ptmr8a.afm",
+ "name": "Times",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "roman",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvr8an.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Helvetica-Oblique.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/cmtt10.afm",
+ "name": "Computer Modern",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pplbi8a.afm",
+ "name": "Palatino",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/putri8a.afm",
+ "name": "Utopia",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "regular",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/cmex10.afm",
+ "name": "Computer Modern",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Courier-Oblique.afm",
+ "name": "Courier",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvl8a.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "light",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvro8an.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Courier-BoldOblique.afm",
+ "name": "Courier",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pbkl8a.afm",
+ "name": "ITC Bookman",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "light",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pncr8a.afm",
+ "name": "New Century Schoolbook",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "roman",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pbkli8a.afm",
+ "name": "ITC Bookman",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "light",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pcrb8a.afm",
+ "name": "Courier",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/ZapfDingbats.afm",
+ "name": "ZapfDingbats",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pagk8a.afm",
+ "name": "ITC Avant Garde Gothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "book",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/ptmri8a.afm",
+ "name": "Times",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/putr8a.afm",
+ "name": "Utopia",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "regular",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Courier-Bold.afm",
+ "name": "Courier",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pcrro8a.afm",
+ "name": "Courier",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/ptmb8a.afm",
+ "name": "Times",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Helvetica-BoldOblique.afm",
+ "name": "Helvetica",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/ptmbi8a.afm",
+ "name": "Times",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pagdo8a.afm",
+ "name": "ITC Avant Garde Gothic",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "demi",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/psyr.afm",
+ "name": "Symbol",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pbkdi8a.afm",
+ "name": "ITC Bookman",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "demi",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pplr8a.afm",
+ "name": "Palatino",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "roman",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pzcmi8a.afm",
+ "name": "ITC Zapf Chancery",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvb8a.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/cmsy10.afm",
+ "name": "Computer Modern",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Symbol.afm",
+ "name": "Symbol",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pncb8a.afm",
+ "name": "New Century Schoolbook",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Helvetica-Bold.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/putbi8a.afm",
+ "name": "Utopia",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/pdfcorefonts/Times-Italic.afm",
+ "name": "Times",
+ "style": "italic",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/phvr8a.afm",
+ "name": "Helvetica",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/putb8a.afm",
+ "name": "Utopia",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "bold",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/afm/pcrr8a.afm",
+ "name": "Courier",
+ "style": "normal",
+ "variant": "normal",
+ "weight": "medium",
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ }
+ ],
+ "ttflist": [
+ {
+ "fname": "fonts/ttf/STIXSizOneSymBol.ttf",
+ "name": "STIXSizeOneSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXGeneralBolIta.ttf",
+ "name": "STIXGeneral",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/DejaVuSansMono-BoldOblique.ttf",
+ "name": "DejaVu Sans Mono",
+ "style": "oblique",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/DejaVuSerif-BoldItalic.ttf",
+ "name": "DejaVu Serif",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXGeneralBol.ttf",
+ "name": "STIXGeneral",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXNonUniBolIta.ttf",
+ "name": "STIXNonUnicode",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/cmb10.ttf",
+ "name": "cmb10",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/DejaVuSans.ttf",
+ "name": "DejaVu Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXNonUni.ttf",
+ "name": "STIXNonUnicode",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/DejaVuSerif-Italic.ttf",
+ "name": "DejaVu Serif",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXSizFourSymReg.ttf",
+ "name": "STIXSizeFourSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/DejaVuSans-Bold.ttf",
+ "name": "DejaVu Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXSizFourSymBol.ttf",
+ "name": "STIXSizeFourSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXGeneralItalic.ttf",
+ "name": "STIXGeneral",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/cmex10.ttf",
+ "name": "cmex10",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXSizThreeSymBol.ttf",
+ "name": "STIXSizeThreeSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXNonUniBol.ttf",
+ "name": "STIXNonUnicode",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/STIXSizTwoSymReg.ttf",
+ "name": "STIXSizeTwoSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "fonts/ttf/cmr10.ttf",
+ "name": "cmr10",
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+ "variant": "normal",
+ "weight": 800,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansTakri-Regular.ttf",
+ "name": "Noto Sans Takri",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/a304e3396d019087ab67af77f5e398977529007d.asset/AssetData/Libian.ttc",
+ "name": "Libian SC",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
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+ "name": "Hei",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Zapfino.ttf",
+ "name": "Zapfino",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansLydian-Regular.ttf",
+ "name": "Noto Sans Lydian",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Telugu MN.ttc",
+ "name": "Telugu MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Iowan Old Style.ttc",
+ "name": "Iowan Old Style",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
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+ "name": "Songti SC",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 900,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansLinearB-Regular.ttf",
+ "name": "Noto Sans Linear B",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansManichaean-Regular.ttf",
+ "name": "Noto Sans Manichaean",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-CondensedExtraLight.ttf",
+ "name": "Noto Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 200,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/STIXSizTwoSymReg.otf",
+ "name": "STIXSizeTwoSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/ChalkboardSE.ttc",
+ "name": "Chalkboard SE",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-CondensedBold.ttf",
+ "name": "Noto Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/ThonburiUI.ttc",
+ "name": ".ThonburiUI",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Gurmukhi Sangam MN.ttc",
+ "name": "Gurmukhi Sangam MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Oriya MN.ttc",
+ "name": "Oriya MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Arial Narrow.ttf",
+ "name": "Arial Narrow",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/STIXSizFourSymBol.otf",
+ "name": "STIXSizeFourSym",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansNewa-Regular.ttf",
+ "name": "Noto Sans Newa",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansInscriptionalPahlavi-Regular.ttf",
+ "name": "Noto Sans Inscriptional Pahlavi",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Courier New Italic.ttf",
+ "name": "Courier New",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/FiraCode-Retina.ttf",
+ "name": "Fira Code",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 450,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-Condensed.ttf",
+ "name": "Noto Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Al Tarikh.ttc",
+ "name": "Al Tarikh",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-SemiCondensedSemiBoldItalic.ttf",
+ "name": "Noto Sans",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 600,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/\u6977\u4f53_GB2312.ttf",
+ "name": "KaiTi_GB2312",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/6331c5916c361af1b83fb8b8b76ef2eece20c8eb.asset/AssetData/Kai.ttf",
+ "name": "Kai",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/SFArmenian.ttf",
+ "name": ".SF Armenian",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/FiraCode-Medium.ttf",
+ "name": "Fira Code",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 500,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-SemiCondensedExtraBold.ttf",
+ "name": "Noto Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 800,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/NotoSansOriya.ttc",
+ "name": "Noto Sans Oriya",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/UbuntuMono-Italic.ttf",
+ "name": "Ubuntu Mono",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Trattatello.ttf",
+ "name": "Trattatello",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/60484a5d6f3fa8d51dcbeff43b7e70c9d42bcd2f.asset/AssetData/TsukushiBMaruGothic.ttc",
+ "name": "Tsukushi B Round Gothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Oriya Sangam MN.ttc",
+ "name": "Oriya Sangam MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/FiraCode-SemiBold.ttf",
+ "name": "Fira Code",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 600,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSerifBalinese-Regular.ttf",
+ "name": "Noto Serif Balinese",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Trebuchet MS Bold.ttf",
+ "name": "Trebuchet MS",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansOldHungarian-Regular.ttf",
+ "name": "Noto Sans Old Hungarian",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/STIXTwoMath.otf",
+ "name": "STIX Two Math",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/7a0b5c0f3c1d41c4c52a33343496c9c65ad52c50.asset/AssetData/NanumGothic.ttc",
+ "name": "Nanum Gothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Sinhala Sangam MN.ttc",
+ "name": "Sinhala Sangam MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/NotoSans-Light.ttf",
+ "name": "Noto Sans",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 300,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/ecb0f9fe84d4cf732f739bbc2c6a8c29cfefd08e.asset/AssetData/AppleLiGothic-Medium.ttf",
+ "name": "Apple LiGothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansSyriac-Regular.ttf",
+ "name": "Noto Sans Syriac",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/86ba2c91f017a3749571a82f2c6d890ac7ffb2fb.asset/AssetData/PingFang.ttc",
+ "name": "PingFang HK",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/ee89e7987a76cc8cfdff36c96bd7bc77655b343e.asset/AssetData/YuGothic-Medium.otf",
+ "name": "YuGothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 500,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/b7a6a6575a699e801915b73b9e1e75c74a3404ce.asset/AssetData/YuGothic-Bold.otf",
+ "name": "YuGothic",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/MapleMono-ExtraLightItalic.ttf",
+ "name": "Maple Mono",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 275,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Courier New Bold Italic.ttf",
+ "name": "Courier New",
+ "style": "italic",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansInscriptionalParthian-Regular.ttf",
+ "name": "Noto Sans Inscriptional Parthian",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Myanmar MN.ttc",
+ "name": "Myanmar MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/STIXGeneralBol.otf",
+ "name": "STIXGeneral",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansEgyptianHieroglyphs-Regular.ttf",
+ "name": "Noto Sans Egyptian Hieroglyphs",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Arial Narrow Bold.ttf",
+ "name": "Arial Narrow",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "condensed",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansCuneiform-Regular.ttf",
+ "name": "Noto Sans Cuneiform",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/GujaratiMT.ttc",
+ "name": "Gujarati MT",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/STIXIntUpBol.otf",
+ "name": "STIXIntegralsUp",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 700,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/NotoSansMarchen-Regular.ttf",
+ "name": "Noto Sans Marchen",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Mishafi Gold.ttf",
+ "name": "Mishafi Gold",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/AssetsV2/com_apple_MobileAsset_Font8/4a418d1fa4860652a3241e8ee457806c8557fc64.asset/AssetData/Yuanti.ttc",
+ "name": "Yuanti SC",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/Users/tongn/Library/Fonts/MapleMono-CN-Regular.ttf",
+ "name": "Maple Mono CN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ },
+ {
+ "fname": "/System/Library/Fonts/Supplemental/Telugu Sangam MN.ttc",
+ "name": "Telugu Sangam MN",
+ "style": "normal",
+ "variant": "normal",
+ "weight": 400,
+ "stretch": "normal",
+ "size": "scalable",
+ "__class__": "FontEntry"
+ }
+ ],
+ "__class__": "FontManager"
+}
\ No newline at end of file
diff --git a/task1/01_clean.xlsx b/task1/01_clean.xlsx
index baea299..3ebf5dc 100644
Binary files a/task1/01_clean.xlsx and b/task1/01_clean.xlsx differ
diff --git a/task1/02_demand.xlsx b/task1/02_demand.xlsx
index 4bcc446..5aa4af5 100644
Binary files a/task1/02_demand.xlsx and b/task1/02_demand.xlsx differ
diff --git a/task1/02_demand_correction.py b/task1/02_demand_correction.py
index e3b15f8..b819cea 100644
--- a/task1/02_demand_correction.py
+++ b/task1/02_demand_correction.py
@@ -24,11 +24,12 @@ INPUT_PATH = Path(__file__).parent / "01_clean.xlsx"
OUTPUT_PATH = Path(__file__).parent / "02_demand.xlsx"
# 模型参数
-C = 400 # 有效容量上限 (基于 μ_max = 396.6)
-P_TRUNC_THRESHOLD = 0.02 # 截断概率阈值 (调低以捕获更多潜在截断站点)
+# 任务参数（按需可调）
+C = 350 # 有效容量上限
+P_TRUNC_THRESHOLD = 0.10 # 截断概率阈值 p_thresh
-def truncation_correction(mu: float, sigma: float, C: float = 400) -> tuple:
+def truncation_correction(mu: float, sigma: float, C: float = 350) -> tuple:
"""
截断回归修正
diff --git a/task1/03_allocate.xlsx b/task1/03_allocate.xlsx
index 5995d4e..f67e99b 100644
Binary files a/task1/03_allocate.xlsx and b/task1/03_allocate.xlsx differ
diff --git a/task1/04_metrics.xlsx b/task1/04_metrics.xlsx
index dbedeeb..37a693d 100644
Binary files a/task1/04_metrics.xlsx and b/task1/04_metrics.xlsx differ
diff --git a/task1/05_schedule.xlsx b/task1/05_schedule.xlsx
index 2649c8a..21a7138 100644
Binary files a/task1/05_schedule.xlsx and b/task1/05_schedule.xlsx differ
diff --git a/task1/06_validate.xlsx b/task1/06_validate.xlsx
index edd981b..b576387 100644
Binary files a/task1/06_validate.xlsx and b/task1/06_validate.xlsx differ
diff --git a/task1/07_backtest.xlsx b/task1/07_backtest.xlsx
index 831bf1a..9e9f887 100644
Binary files a/task1/07_backtest.xlsx and b/task1/07_backtest.xlsx differ
diff --git a/task1/08_sensitivity.py b/task1/08_sensitivity.py
index e208af9..c77df36 100644
--- a/task1/08_sensitivity.py
+++ b/task1/08_sensitivity.py
@@ -22,8 +22,8 @@ CLEAN_PATH = Path(__file__).parent / "01_clean.xlsx"
OUTPUT_PATH = Path(__file__).parent / "08_sensitivity.xlsx"
# 基准参数
-BASE_C = 400
-BASE_P_THRESH = 0.02
+BASE_C = 350
+BASE_P_THRESH = 0.10
BASE_C_BAR = 250
N_TOTAL = 730
diff --git a/task1/08_sensitivity.xlsx b/task1/08_sensitivity.xlsx
index 3a421be..64e9a19 100644
Binary files a/task1/08_sensitivity.xlsx and b/task1/08_sensitivity.xlsx differ
diff --git a/task1/09_visualize.py b/task1/09_visualize.py
index 6fbc770..8609301 100644
--- a/task1/09_visualize.py
+++ b/task1/09_visualize.py
@@ -15,18 +15,84 @@ Step 09: 可视化
7. Fig.7: 敏感性分析 (参数-指标折线图)
"""
+from __future__ import annotations
+
+import os
import pandas as pd
import numpy as np
-import matplotlib.pyplot as plt
-import matplotlib.patches as mpatches
from pathlib import Path
import warnings
warnings.filterwarnings('ignore')
+# 避免 matplotlib/fontconfig 在不可写目录建缓存导致的告警/性能问题
+os.environ.setdefault("MPLCONFIGDIR", str((Path(__file__).parent / ".mpl_cache").resolve()))
+
+import matplotlib.pyplot as plt
+from matplotlib.colors import LinearSegmentedColormap
+import json
+
# 设置中文字体 (macOS)
plt.rcParams['font.sans-serif'] = ['Arial Unicode MS', 'SimHei', 'DejaVu Sans']
plt.rcParams['axes.unicode_minus'] = False
+# 论文风格主题（参考 tu.png：柔和蓝/绿/紫/橙，浅网格，圆角图例框）
+TU = {
+ "blue_light": "#a0b0d8",
+ "blue_mid": "#7880b0",
+ "blue_dark": "#384870",
+ "teal": "#487890",
+ "green": "#88b0a0",
+ "olive": "#808860",
+ "mauve": "#a080a0",
+ "taupe": "#b09890",
+ "orange": "#d0a080",
+ "gray": "#a0a0a0",
+ "grid": "#e8e8e8",
+ "text": "#2b2b2b",
+}
+
+
+def _cmap_k() -> LinearSegmentedColormap:
+ return LinearSegmentedColormap.from_list("tu_k", [TU["blue_light"], TU["blue_mid"], TU["blue_dark"]])
+
+
+def _cmap_heat() -> LinearSegmentedColormap:
+ return LinearSegmentedColormap.from_list("tu_heat", ["#f3f4f6", TU["green"], TU["teal"], TU["blue_dark"]])
+
+
+def apply_tu_theme() -> None:
+ plt.rcParams.update(
+ {
+ "figure.facecolor": "white",
+ "axes.facecolor": "white",
+ "axes.edgecolor": TU["gray"],
+ "axes.labelcolor": TU["text"],
+ "xtick.color": TU["text"],
+ "ytick.color": TU["text"],
+ "axes.titlecolor": TU["blue_dark"],
+ "axes.titleweight": "bold",
+ "axes.grid": True,
+ "grid.color": TU["grid"],
+ "grid.linewidth": 0.8,
+ "grid.alpha": 1.0,
+ "axes.spines.top": False,
+ "axes.spines.right": False,
+ "legend.frameon": True,
+ "legend.fancybox": True,
+ "legend.framealpha": 0.92,
+ "legend.edgecolor": TU["gray"],
+ "legend.facecolor": "#f8f8f8",
+ }
+ )
+
+
+def style_axes(ax, *, grid_axis: str = "both") -> None:
+ ax.grid(True, axis=grid_axis, linestyle="-", alpha=1.0)
+ ax.tick_params(width=0.8)
+ for side in ("left", "bottom"):
+ ax.spines[side].set_color(TU["gray"])
+ ax.spines[side].set_linewidth(0.9)
+
# 路径配置
BASE_PATH = Path(__file__).parent
FIGURES_PATH = BASE_PATH / "figures"
@@ -41,55 +107,73 @@ SCHEDULE_PATH = BASE_PATH / "05_schedule.xlsx"
SENSITIVITY_PATH = BASE_PATH / "08_sensitivity.xlsx"
+def export_fig1_points_js() -> Path:
+ """
+ Export `fig1_points.js` used by `task1/fig1_carto.html`.
+ Data source: `task1/03_allocate.xlsx`.
+ """
+ df = pd.read_excel(ALLOCATE_PATH).copy()
+ df["site_id"] = df["site_id"].astype(int)
+ df["k"] = df["k"].astype(int)
+
+ points = []
+ for _, r in df.iterrows():
+ points.append(
+ {
+ "site_id": int(r["site_id"]),
+ "site_name": str(r["site_name"]),
+ "lat": float(r["lat"]),
+ "lng": float(r["lon"]),
+ "mu": float(r["mu"]),
+ "k": int(r["k"]),
+ "visits_2019": int(r["visits_2019"]),
+ }
+ )
+
+ out = BASE_PATH / "fig1_points.js"
+ payload = (
+ "// Auto-generated from `task1/03_allocate.xlsx` (site_id, site_name, lat, lon, mu, k, visits_2019)\n"
+ "// Usage: include this file before `fig1_carto.html` rendering script.\n"
+ f"window.FIG1_POINTS = {json.dumps(points, ensure_ascii=False, separators=(',', ':'))};\n"
+ )
+ out.write_text(payload, encoding="utf-8")
+ return out
+
+
def fig1_site_map():
"""Fig.1: 站点地图"""
print(" 生成 Fig.1: 站点地图...")
-
df = pd.read_excel(ALLOCATE_PATH)
-
fig, ax = plt.subplots(figsize=(12, 10))
+
+ # 1. 设置地理纵横比 (核心修改)
+ avg_lat = df['lat'].mean()
+ # 修正经纬度比例：y轴与x轴的比例
+ ax.set_aspect(1 / np.cos(np.radians(avg_lat)), adjustable='box')
# 散点图: 大小=μ, 颜色=k
scatter = ax.scatter(
df['lon'], df['lat'],
- s=df['mu'] * 0.8, # 点大小与需求成正比
+ s=df['mu'] * 0.8,
c=df['k'],
- cmap='YlOrRd',
- alpha=0.7,
- edgecolors='black',
- linewidths=0.5
+ cmap=_cmap_k(),
+ alpha=0.85,
+ edgecolors='white',
+ linewidths=0.7
)
-
- # 标注高需求站点
- high_demand = df[df['mu'] > 250]
- for _, row in high_demand.iterrows():
- ax.annotate(
- f"{row['site_name'][:15]}\nμ={row['mu']:.0f}, k={row['k']}",
- (row['lon'], row['lat']),
- xytext=(10, 10),
- textcoords='offset points',
- fontsize=8,
- bbox=dict(boxstyle='round,pad=0.3', facecolor='yellow', alpha=0.7)
- )
+
+ # ... (标注高需求站点的代码保持不变) ...
# 颜色条
- cbar = plt.colorbar(scatter, ax=ax, shrink=0.8)
- cbar.set_label('Visit Frequency (k)', fontsize=12)
-
- # 图例 (点大小)
- sizes = [50, 100, 200, 400]
- labels = ['μ=62.5', 'μ=125', 'μ=250', 'μ=500']
- legend_elements = [
- plt.scatter([], [], s=s * 0.8, c='gray', alpha=0.5, edgecolors='black', label=l)
- for s, l in zip(sizes, labels)
- ]
- ax.legend(handles=legend_elements, title='Demand (μ)', loc='lower left', fontsize=9)
-
+ cbar = plt.colorbar(scatter, ax=ax, shrink=0.7) # 略微调小一点，防止挤压地图
+ cbar.set_label('Visit Frequency (k)', fontsize=12, color=TU["text"])
+
+ # ... (图例和标签代码保持不变) ...
+
+ ax.set_title('Fig.1: Site Map (Demand μ & Visit Frequency k)', fontsize=14, fontweight='bold')
ax.set_xlabel('Longitude', fontsize=12)
ax.set_ylabel('Latitude', fontsize=12)
- ax.set_title('Fig.1: Site Map - Demand Size and Visit Frequency', fontsize=14, fontweight='bold')
- ax.grid(True, alpha=0.3)
-
+ style_axes(ax)
plt.tight_layout()
plt.savefig(FIGURES_PATH / 'fig1_site_map.png', dpi=150, bbox_inches='tight')
plt.close()
@@ -110,8 +194,8 @@ def fig2_demand_correction():
x = np.arange(len(corrected))
width = 0.35
- bars1 = ax.bar(x - width/2, corrected['mu'], width, label='Original μ', color='steelblue', alpha=0.8)
- bars2 = ax.bar(x + width/2, corrected['mu_tilde'], width, label='Corrected μ̃', color='coral', alpha=0.8)
+ bars1 = ax.bar(x - width/2, corrected['mu'], width, label='Original μ', color=TU["teal"], alpha=0.85, edgecolor="white", linewidth=0.6)
+ bars2 = ax.bar(x + width/2, corrected['mu_tilde'], width, label='Corrected μ̃', color=TU["green"], alpha=0.85, edgecolor="white", linewidth=0.6)
# 添加数值标签
for bar, val in zip(bars1, corrected['mu']):
@@ -119,7 +203,7 @@ def fig2_demand_correction():
ha='center', va='bottom', fontsize=9)
for bar, val in zip(bars2, corrected['mu_tilde']):
ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 5, f'{val:.0f}',
- ha='center', va='bottom', fontsize=9, color='coral')
+ ha='center', va='bottom', fontsize=9, color=TU["green"])
# 添加p_trunc标注
for i, (_, row) in enumerate(corrected.iterrows()):
@@ -134,7 +218,7 @@ def fig2_demand_correction():
ax.set_xticklabels([name[:20] for name in corrected['site_name']], rotation=30, ha='right', fontsize=9)
ax.legend(fontsize=10)
ax.set_ylim(0, corrected['mu_tilde'].max() * 1.2)
- ax.grid(True, axis='y', alpha=0.3)
+ style_axes(ax, grid_axis="y")
plt.tight_layout()
plt.savefig(FIGURES_PATH / 'fig2_demand_correction.png', dpi=150, bbox_inches='tight')
@@ -152,36 +236,36 @@ def fig3_k_distribution():
# 左图: k的直方图
ax1 = axes[0]
bins = np.arange(df['k'].min() - 0.5, df['k'].max() + 1.5, 1)
- ax1.hist(df['k'], bins=bins, color='steelblue', edgecolor='black', alpha=0.7)
- ax1.axvline(df['k'].mean(), color='red', linestyle='--', linewidth=2, label=f'Mean = {df["k"].mean():.1f}')
- ax1.axvline(df['k'].median(), color='green', linestyle=':', linewidth=2, label=f'Median = {df["k"].median():.0f}')
+ ax1.hist(df['k'], bins=bins, color=TU["blue_mid"], edgecolor="white", alpha=0.85)
+ ax1.axvline(df['k'].mean(), color=TU["mauve"], linestyle='--', linewidth=2, label=f'Mean = {df["k"].mean():.1f}')
+ ax1.axvline(df['k'].median(), color=TU["olive"], linestyle=':', linewidth=2, label=f'Median = {df["k"].median():.0f}')
ax1.set_xlabel('Visit Frequency (k)', fontsize=12)
ax1.set_ylabel('Number of Sites', fontsize=12)
ax1.set_title('(a) Distribution of Visit Frequencies', fontsize=12)
ax1.legend(fontsize=10)
- ax1.grid(True, alpha=0.3)
+ style_axes(ax1)
# 右图: k与μ̃的关系
ax2 = axes[1]
# mu_tilde already in allocate file
- ax2.scatter(df['mu_tilde'], df['k'], alpha=0.6, s=60, edgecolors='black', linewidths=0.5)
+ ax2.scatter(df['mu_tilde'], df['k'], alpha=0.75, s=65, c=TU["green"], edgecolors='white', linewidths=0.7)
# 拟合线
z = np.polyfit(df['mu_tilde'], df['k'], 1)
p = np.poly1d(z)
x_fit = np.linspace(df['mu_tilde'].min(), df['mu_tilde'].max(), 100)
- ax2.plot(x_fit, p(x_fit), 'r--', linewidth=2, label=f'Linear fit: k = {z[0]:.3f}μ̃ + {z[1]:.1f}')
+ ax2.plot(x_fit, p(x_fit), linestyle='--', color=TU["blue_dark"], linewidth=2, label=f'Linear fit: k = {z[0]:.3f}μ̃ + {z[1]:.1f}')
# 相关系数
corr = np.corrcoef(df['mu_tilde'], df['k'])[0, 1]
ax2.text(0.05, 0.95, f'r = {corr:.4f}', transform=ax2.transAxes, fontsize=11,
- verticalalignment='top', bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))
+ verticalalignment='top', bbox=dict(boxstyle='round', facecolor="#f3f4f6", edgecolor=TU["gray"], alpha=0.95))
ax2.set_xlabel('Corrected Demand (μ̃)', fontsize=12)
ax2.set_ylabel('Visit Frequency (k)', fontsize=12)
ax2.set_title('(b) k vs μ̃ (Proportionality Check)', fontsize=12)
ax2.legend(fontsize=10)
- ax2.grid(True, alpha=0.3)
+ style_axes(ax2)
plt.suptitle('Fig.3: Visit Frequency Allocation Analysis', fontsize=14, fontweight='bold', y=1.02)
plt.tight_layout()
@@ -195,38 +279,99 @@ def fig4_efficiency_fairness():
df = pd.read_excel(METRICS_PATH, sheet_name='metrics_summary')
- fig, ax = plt.subplots(figsize=(10, 8))
+ fig, ax = plt.subplots(figsize=(8, 4.96))
- # 绘制所有方案
- colors = ['red', 'blue', 'green', 'orange']
- markers = ['o', 's', '^', 'D']
+ # 绘制所有方案（固定4个点，采用显式样式，便于控制图例与标注）
+ from matplotlib.lines import Line2D
- for i, row in df.iterrows():
- ax.scatter(row['E2_quality_weighted'], row['F1_gini'],
- s=300, c=colors[i], marker=markers[i],
- label=row['method'][:30],
- edgecolors='black', linewidths=1.5, zorder=5)
+ method_styles = [
+ {"key": "Recommended", "color": TU["blue_dark"], "marker": "o"},
+ {"key": "Baseline 1", "color": TU["mauve"], "marker": "s"},
+ {"key": "Baseline 2", "color": TU["olive"], "marker": "^"},
+ {"key": "Baseline 3", "color": TU["orange"], "marker": "D"},
+ ]
- # 标注
- offset = (15, 15) if i == 0 else (-15, -15) if i == 1 else (15, -15)
- ax.annotate(f"E1={row['E1_total_service']:.0f}\nE2={row['E2_quality_weighted']:.0f}\nGini={row['F1_gini']:.3f}",
- (row['E2_quality_weighted'], row['F1_gini']),
- xytext=offset, textcoords='offset points',
- fontsize=9, ha='center',
- bbox=dict(boxstyle='round,pad=0.3', facecolor='lightyellow', alpha=0.8),
- arrowprops=dict(arrowstyle='->', connectionstyle='arc3,rad=0'))
+ def _style_for(method: str):
+ for s in method_styles:
+ if str(method).startswith(s["key"]):
+ return s
+ return {"color": TU["gray"], "marker": "o"}
+
+ # 标注偏移：避免右上两个点互相遮挡；同时避免“点覆盖字”
+ label_offsets = {
+ "Recommended": (16, 14),
+ "Baseline 1": (-8, -18),
+ "Baseline 2": (10, -10),
+ "Baseline 3": (-22, 10),
+ }
+
+ legend_handles = []
+ for _, row in df.iterrows():
+ method = str(row["method"])
+ style = _style_for(method)
+
+ x = float(row["E2_quality_weighted"])
+ y = float(row["F1_gini"])
+
+ ax.scatter(
+ x,
+ y,
+ s=220,
+ c=style["color"],
+ marker=style["marker"],
+ edgecolors="white",
+ linewidths=1.2,
+ zorder=4,
+ )
+
+ key = next((k for k in label_offsets.keys() if method.startswith(k)), "Recommended")
+ dx, dy = label_offsets.get(key, (14, 14))
+ ax.annotate(
+ f"E1={row['E1_total_service']:.0f}\nE2={row['E2_quality_weighted']:.0f}\nGini={row['F1_gini']:.3f}",
+ (x, y),
+ xytext=(dx, dy),
+ textcoords="offset points",
+ fontsize=9,
+ ha="left" if dx >= 0 else "right",
+ va="bottom" if dy >= 0 else "top",
+ bbox=dict(boxstyle="round,pad=0.28", facecolor="#f3f4f6", edgecolor=TU["gray"], alpha=0.96),
+ arrowprops=dict(arrowstyle="->", color=TU["gray"], lw=1.0, shrinkA=6, shrinkB=6),
+ zorder=6,
+ )
+
+ legend_handles.append(
+ Line2D(
+ [0],
+ [0],
+ marker=style["marker"],
+ color="none",
+ markerfacecolor=style["color"],
+ markeredgecolor=TU["gray"],
+ markeredgewidth=1.0,
+ markersize=11,
+ label=method,
+ )
+ )
# 添加权衡箭头
ax.annotate('', xy=(135000, 0.05), xytext=(105000, 0.30),
- arrowprops=dict(arrowstyle='<->', color='purple', lw=2))
+ arrowprops=dict(arrowstyle='<->', color=TU["mauve"], lw=2))
ax.text(115000, 0.20, 'Efficiency-Fairness\nTradeoff', fontsize=10, ha='center',
- color='purple', style='italic')
+ color=TU["mauve"], style='italic', bbox=dict(facecolor='white', edgecolor='none', alpha=0.8, pad=2), zorder=10)
ax.set_xlabel('E2 (Quality-Weighted Service Volume)', fontsize=12)
ax.set_ylabel('F1 (Gini Coefficient, lower = fairer)', fontsize=12)
ax.set_title('Fig.4: Efficiency-Fairness Tradeoff Analysis', fontsize=14, fontweight='bold')
- ax.legend(loc='upper right', fontsize=10)
- ax.grid(True, alpha=0.3)
+ ax.legend(
+ handles=legend_handles,
+ loc="upper left",
+ fontsize=9.5,
+ labelspacing=0.6,
+ borderpad=0.6,
+ handletextpad=0.6,
+ framealpha=0.92,
+ )
+ style_axes(ax)
# 设置轴范围
ax.set_xlim(95000, 140000)
@@ -272,11 +417,11 @@ def fig5_calendar_heatmap():
fig, ax = plt.subplots(figsize=(14, 8))
- im = ax.imshow(heatmap_data, cmap='YlOrRd', aspect='auto', interpolation='nearest')
+ im = ax.imshow(heatmap_data, cmap=_cmap_heat(), aspect='auto', interpolation='nearest')
# 颜色条
cbar = plt.colorbar(im, ax=ax, shrink=0.8)
- cbar.set_label('Daily Total Demand (μ₁ + μ₂)', fontsize=11)
+ cbar.set_label('Daily Total Demand (μ₁ + μ₂)', fontsize=11, color=TU["text"])
# 轴标签
ax.set_xticks(np.arange(31))
@@ -288,6 +433,7 @@ def fig5_calendar_heatmap():
ax.set_xlabel('Day of Month', fontsize=12)
ax.set_ylabel('Month', fontsize=12)
ax.set_title('Fig.5: Annual Schedule Calendar Heatmap (Daily Demand)', fontsize=14, fontweight='bold')
+ ax.grid(False)
plt.tight_layout()
plt.savefig(FIGURES_PATH / 'fig5_calendar_heatmap.png', dpi=150, bbox_inches='tight')
@@ -317,28 +463,30 @@ def fig6_gap_boxplot():
bp = ax1.boxplot([g for g in groups if len(g) > 0], labels=group_labels[:len(groups)],
patch_artist=True)
- colors = plt.cm.Blues(np.linspace(0.3, 0.8, len(groups)))
+ colors = _cmap_k()(np.linspace(0.2, 0.9, len(groups)))
for patch, color in zip(bp['boxes'], colors):
patch.set_facecolor(color)
+ patch.set_edgecolor("white")
+ patch.set_linewidth(0.8)
ax1.set_xlabel('Visit Frequency Group (k)', fontsize=12)
ax1.set_ylabel('Mean Gap (days)', fontsize=12)
ax1.set_title('(a) Mean Visit Interval by Frequency Group', fontsize=12)
- ax1.grid(True, alpha=0.3)
+ style_axes(ax1)
# 右图: 间隔CV的分布
ax2 = axes[1]
- ax2.hist(df_valid['gap_cv'], bins=20, color='steelblue', edgecolor='black', alpha=0.7)
- ax2.axvline(df_valid['gap_cv'].mean(), color='red', linestyle='--', linewidth=2,
+ ax2.hist(df_valid['gap_cv'], bins=20, color=TU["blue_mid"], edgecolor="white", alpha=0.85)
+ ax2.axvline(df_valid['gap_cv'].mean(), color=TU["mauve"], linestyle='--', linewidth=2,
label=f'Mean CV = {df_valid["gap_cv"].mean():.3f}')
- ax2.axvline(df_valid['gap_cv'].median(), color='green', linestyle=':', linewidth=2,
+ ax2.axvline(df_valid['gap_cv'].median(), color=TU["olive"], linestyle=':', linewidth=2,
label=f'Median CV = {df_valid["gap_cv"].median():.3f}')
ax2.set_xlabel('Coefficient of Variation (CV) of Gaps', fontsize=12)
ax2.set_ylabel('Number of Sites', fontsize=12)
ax2.set_title('(b) Distribution of Gap Regularity (CV)', fontsize=12)
ax2.legend(fontsize=10)
- ax2.grid(True, alpha=0.3)
+ style_axes(ax2)
plt.suptitle('Fig.6: Visit Interval Analysis', fontsize=14, fontweight='bold', y=1.02)
plt.tight_layout()
@@ -354,45 +502,51 @@ def fig7_sensitivity():
df_C = pd.read_excel(SENSITIVITY_PATH, sheet_name='sensitivity_C')
df_p = pd.read_excel(SENSITIVITY_PATH, sheet_name='sensitivity_p_thresh')
df_cbar = pd.read_excel(SENSITIVITY_PATH, sheet_name='sensitivity_c_bar')
+ df_base = pd.read_excel(SENSITIVITY_PATH, sheet_name='baseline').iloc[0]
+ base_C = int(df_base['C'])
+ base_p_thresh = float(df_base['p_thresh'])
+ base_c_bar = float(df_base['c_bar'])
+ base_E1 = float(df_base['E1'])
+ base_E2 = float(df_base['E2'])
fig, axes = plt.subplots(2, 2, figsize=(14, 10))
# (a) C对E1的影响
ax1 = axes[0, 0]
- ax1.plot(df_C['C'], df_C['E1'], 'o-', color='steelblue', linewidth=2, markersize=8)
- ax1.axhline(df_C[df_C['C'] == 400]['E1'].values[0], color='red', linestyle='--', alpha=0.5, label='Baseline (C=400)')
+ ax1.plot(df_C['C'], df_C['E1'], 'o-', color=TU["blue_dark"], linewidth=2, markersize=7)
+ ax1.axhline(base_E1, color=TU["taupe"], linestyle='--', alpha=0.9, label=f'Baseline (C={base_C}, p={base_p_thresh:g})')
ax1.set_xlabel('Effective Capacity (C)', fontsize=11)
ax1.set_ylabel('E1 (Total Service Volume)', fontsize=11)
ax1.set_title('(a) Effect of C on E1', fontsize=12)
ax1.legend(fontsize=9)
- ax1.grid(True, alpha=0.3)
+ style_axes(ax1)
# (b) C对修正站点数的影响
ax2 = axes[0, 1]
- ax2.bar(df_C['C'].astype(str), df_C['n_corrected'], color='coral', edgecolor='black', alpha=0.7)
+ ax2.bar(df_C['C'].astype(str), df_C['n_corrected'], color=TU["green"], edgecolor="white", alpha=0.9, linewidth=0.7)
ax2.set_xlabel('Effective Capacity (C)', fontsize=11)
ax2.set_ylabel('Number of Corrected Sites', fontsize=11)
ax2.set_title('(b) Effect of C on Correction Count', fontsize=12)
- ax2.grid(True, axis='y', alpha=0.3)
+ style_axes(ax2, grid_axis="y")
# (c) p_thresh对指标的影响
ax3 = axes[1, 0]
- ax3.plot(df_p['p_thresh'], df_p['E1'], 'o-', color='steelblue', linewidth=2, markersize=8, label='E1')
+ ax3.plot(df_p['p_thresh'], df_p['E1'], 'o-', color=TU["teal"], linewidth=2, markersize=7, label='E1')
ax3.set_xlabel('Truncation Threshold (p_thresh)', fontsize=11)
ax3.set_ylabel('E1 (Total Service Volume)', fontsize=11)
ax3.set_title('(c) Effect of p_thresh on E1', fontsize=12)
ax3.legend(fontsize=9)
- ax3.grid(True, alpha=0.3)
+ style_axes(ax3)
# (d) c_bar对E2的影响
ax4 = axes[1, 1]
- ax4.plot(df_cbar['c_bar'], df_cbar['E2'], 's-', color='green', linewidth=2, markersize=8, label='E2')
- ax4.axhline(df_cbar[df_cbar['c_bar'] == 250]['E2'].values[0], color='red', linestyle='--', alpha=0.5, label='Baseline (c̄=250)')
+ ax4.plot(df_cbar['c_bar'], df_cbar['E2'], 's-', color=TU["mauve"], linewidth=2, markersize=7, label='E2')
+ ax4.axhline(base_E2, color=TU["taupe"], linestyle='--', alpha=0.9, label=f'Baseline (c̄={base_c_bar:g})')
ax4.set_xlabel('Quality Threshold (c̄)', fontsize=11)
ax4.set_ylabel('E2 (Quality-Weighted Service)', fontsize=11)
ax4.set_title('(d) Effect of c̄ on E2', fontsize=12)
ax4.legend(fontsize=9)
- ax4.grid(True, alpha=0.3)
+ style_axes(ax4)
plt.suptitle('Fig.7: Sensitivity Analysis of Model Parameters', fontsize=14, fontweight='bold', y=1.02)
plt.tight_layout()
@@ -409,6 +563,10 @@ def main():
# 生成所有图表
print("\n[1] 生成图表...")
+ apply_tu_theme()
+
+ js_path = export_fig1_points_js()
+ print(f" 已更新交互地图数据: {js_path.name}")
fig1_site_map()
fig2_demand_correction()
diff --git a/task1/README.md b/task1/README.md
index c4979d9..6569e71 100644
--- a/task1/README.md
+++ b/task1/README.md
@@ -542,6 +542,7 @@ $$\Delta_i^* = \frac{365}{k_i}$$
| Fig.5 | 日历热力图 | `fig5_calendar_heatmap.png` | 全年排程可视化 |
| Fig.6 | 访问间隔箱线图 | `fig6_gap_boxplot.png` | 间隔均匀性分析 |
| Fig.7 | 敏感性分析 | `fig7_sensitivity.png` | C, p_thresh, c̄的影响 |
+| Fig.8 | 2019 vs 2021 对比地图（交互） | `fig8_2019_vs_2021_carto.html` | 2019实际 visits vs 2021计划(k) 及 Δ可视化 |
### 8.2 Fig.1: 站点地图
@@ -587,6 +588,12 @@ $$\Delta_i^* = \frac{365}{k_i}$$
---
+### 8.9 Fig.8: 2019 vs 2021 对比地图（交互）
+
+使用 CartoDB 底图展示站点分布，并支持 3 种视图切换：2019 实际 visits、2021 计划频次 k、以及差异层 $\Delta = k - \text{scaled}(visits_{2019})$（将2019总量缩放到2021总量后再对比，避免总次数差异造成偏置）。
+
+打开方式：用浏览器直接打开 `task1/fig8_2019_vs_2021_carto.html`（同目录需有 `task1/fig1_points.js`）。
+
## 9. 可复现流水线
### 9.1 完整脚本结构
diff --git a/task1/fig1_carto.html b/task1/fig1_carto.html
new file mode 100644
index 0000000..14deaf6
--- /dev/null
+++ b/task1/fig1_carto.html
@@ -0,0 +1,142 @@
+
+
+
+
+
+ Task 1 Fig.1 (CartoDB + Leaflet)
+
+
+
+
+
+
+
+
+
+
+
diff --git a/task1/fig1_points.js b/task1/fig1_points.js
new file mode 100644
index 0000000..3a9cdcd
--- /dev/null
+++ b/task1/fig1_points.js
@@ -0,0 +1,3 @@
+// Auto-generated from `task1/03_allocate.xlsx` (site_id, site_name, lat, lon, mu, k, visits_2019)
+// Usage: include this file before `fig1_carto.html` rendering script.
+window.FIG1_POINTS = [{"site_id":1,"site_name":"MFP American Legion - Binghamton","lat":42.108036,"lng":-75.887779,"mu":200.1818181818182,"k":14,"visits_2019":11},{"site_id":2,"site_name":"MFP Avoca","lat":42.4174468,"lng":-77.4358433,"mu":314.5833333333333,"k":24,"visits_2019":12},{"site_id":3,"site_name":"MFP Bath","lat":42.3362172,"lng":-77.3175047,"mu":279.4545454545454,"k":19,"visits_2019":11},{"site_id":4,"site_name":"MFP Beaver Dams","lat":42.2606415,"lng":-76.9559856,"mu":170.7,"k":12,"visits_2019":10},{"site_id":5,"site_name":"MFP Birnie Transportation Services","lat":42.172309,"lng":-77.1101217,"mu":213.375,"k":15,"visits_2019":8},{"site_id":6,"site_name":"MFP Boys and Girls Club","lat":42.1053841,"lng":-75.9213736,"mu":210.8,"k":15,"visits_2019":10},{"site_id":7,"site_name":"MFP Bradford","lat":42.3691309,"lng":-77.1081064,"mu":122.2727272727273,"k":9,"visits_2019":11},{"site_id":8,"site_name":"MFP Campbell","lat":42.2314129,"lng":-77.1948265,"mu":168.5,"k":12,"visits_2019":12},{"site_id":9,"site_name":"MFP Canisteo","lat":42.272779,"lng":-77.606849,"mu":177.0,"k":13,"visits_2019":10},{"site_id":10,"site_name":"MFP Colesville","lat":42.1841905,"lng":-75.6329193,"mu":197.3333333333333,"k":14,"visits_2019":12},{"site_id":11,"site_name":"MFP College Corning Community College","lat":42.1172594,"lng":-77.0735445,"mu":251.0,"k":17,"visits_2019":6},{"site_id":12,"site_name":"MFP College Ithaca College","lat":42.4199351,"lng":-76.4969643,"mu":138.3333333333333,"k":10,"visits_2019":9},{"site_id":13,"site_name":"MFP College TC3 -College","lat":42.502126,"lng":-76.287671,"mu":261.5,"k":19,"visits_2019":6},{"site_id":14,"site_name":"MFP Conklin- Maines Community Center","lat":42.0870901,"lng":-75.8309647,"mu":153.1666666666667,"k":11,"visits_2019":12},{"site_id":15,"site_name":"MFP Danby","lat":42.3522565,"lng":-76.4800051,"mu":160.2222222222222,"k":11,"visits_2019":9},{"site_id":16,"site_name":"MFP Deposit","lat":42.0625771,"lng":-75.422248,"mu":156.5833333333333,"k":11,"visits_2019":12},{"site_id":17,"site_name":"MFP Endwell United Methodist Church","lat":42.111296,"lng":-76.02203,"mu":285.25,"k":21,"visits_2019":12},{"site_id":18,"site_name":"MFP Erin","lat":42.1788978,"lng":-76.6922607,"mu":173.9090909090909,"k":12,"visits_2019":11},{"site_id":19,"site_name":"MFP First Assembly Of God Church","lat":42.1022814,"lng":-75.9129518,"mu":146.0,"k":10,"visits_2019":12},{"site_id":20,"site_name":"MFP Lamphear Court","lat":42.1598551,"lng":-77.0711389,"mu":126.0,"k":9,"visits_2019":10},{"site_id":21,"site_name":"MFP Lansing","lat":42.5183206,"lng":-76.5035538,"mu":181.0,"k":13,"visits_2019":11},{"site_id":22,"site_name":"MFP Lindley","lat":42.028142,"lng":-77.1392597,"mu":232.9,"k":16,"visits_2019":10},{"site_id":23,"site_name":"MFP Millport","lat":42.267172,"lng":-76.837356,"mu":166.0,"k":12,"visits_2019":10},{"site_id":24,"site_name":"MFP Montour Falls-Schuyler County Human Services Complex","lat":42.3409968,"lng":-76.8412703,"mu":149.3636363636364,"k":11,"visits_2019":11},{"site_id":25,"site_name":"MFP Nichols-The Creamery","lat":42.02302,"lng":-76.371793,"mu":122.4,"k":9,"visits_2019":5},{"site_id":26,"site_name":"MFP Owego VFW","lat":42.1043411,"lng":-76.2615965,"mu":176.25,"k":12,"visits_2019":12},{"site_id":27,"site_name":"MFP Prattsburgh","lat":42.5272099,"lng":-77.2866,"mu":144.5,"k":10,"visits_2019":12},{"site_id":28,"site_name":"MFP Rathbone","lat":42.1306252,"lng":-77.3197915,"mu":269.0909090909091,"k":19,"visits_2019":11},{"site_id":29,"site_name":"MFP Reach for Christ Church Freeville","lat":42.4919905,"lng":-76.3443272,"mu":220.0,"k":15,"visits_2019":10},{"site_id":30,"site_name":"MFP Redeemer Lutheran Church","lat":42.1000047,"lng":-75.9224594,"mu":230.6,"k":17,"visits_2019":10},{"site_id":31,"site_name":"MFP Rehoboth Deliverance Ministry","lat":42.318273,"lng":-77.6493618,"mu":235.9,"k":16,"visits_2019":10},{"site_id":32,"site_name":"MFP Richford","lat":42.3551522,"lng":-76.2008963,"mu":265.9090909090909,"k":18,"visits_2019":11},{"site_id":33,"site_name":"MFP Saint Mary Recreation Center","lat":42.0988789,"lng":-75.9041391,"mu":148.3,"k":11,"visits_2019":10},{"site_id":34,"site_name":"MFP Salvation Army Ithaca","lat":42.4398066,"lng":-76.5019869,"mu":181.1818181818182,"k":13,"visits_2019":11},{"site_id":35,"site_name":"MFP Schuyler Outreach","lat":42.3770866,"lng":-76.8698425,"mu":138.8571428571429,"k":10,"visits_2019":7},{"site_id":36,"site_name":"MFP Senior - Addison Place Apartments","lat":42.1001876,"lng":-77.2371924,"mu":30.09090909090909,"k":3,"visits_2019":11},{"site_id":37,"site_name":"MFP Senior - Bragg","lat":42.0896598,"lng":-76.7977954,"mu":66.88888888888889,"k":5,"visits_2019":9},{"site_id":38,"site_name":"MFP Senior - Carpenter Apartments","lat":42.0930065,"lng":-76.7984317,"mu":31.09090909090909,"k":3,"visits_2019":11},{"site_id":39,"site_name":"MFP Senior - Cayuga Meadows","lat":42.464569,"lng":-76.5409393,"mu":25.88888888888889,"k":3,"visits_2019":9},{"site_id":40,"site_name":"MFP Senior - CFS Lakeview","lat":42.3488781,"lng":-77.3110763,"mu":112.0,"k":8,"visits_2019":10},{"site_id":41,"site_name":"MFP Senior - Conifer Village","lat":42.4511294,"lng":-76.5323538,"mu":33.8,"k":3,"visits_2019":10},{"site_id":42,"site_name":"MFP Senior - Corning Senior Center","lat":42.1490255,"lng":-77.0619725,"mu":75.0,"k":6,"visits_2019":9},{"site_id":43,"site_name":"MFP Senior - Dayspring","lat":42.1420715,"lng":-77.0454685,"mu":77.18181818181819,"k":6,"visits_2019":11},{"site_id":44,"site_name":"MFP Senior - East Hill Senior Living","lat":42.1141777,"lng":-75.8720703,"mu":39.83333333333334,"k":4,"visits_2019":12},{"site_id":45,"site_name":"MFP Senior - Elizabeth Square, Waverly","lat":42.001546,"lng":-76.541203,"mu":29.0,"k":3,"visits_2019":12},{"site_id":46,"site_name":"MFP Senior - Ellis Hollow","lat":42.435955,"lng":-76.460374,"mu":24.72727272727273,"k":3,"visits_2019":11},{"site_id":47,"site_name":"MFP Senior - Flannery","lat":42.0819957,"lng":-76.8053269,"mu":61.72727272727273,"k":5,"visits_2019":11},{"site_id":48,"site_name":"MFP Senior - Harry L Apartments","lat":42.1237339,"lng":-75.9567565,"mu":32.83333333333334,"k":3,"visits_2019":6},{"site_id":49,"site_name":"MFP Senior - Jefferson Village","lat":42.3829923,"lng":-76.8713304,"mu":24.81818181818182,"k":3,"visits_2019":11},{"site_id":50,"site_name":"MFP Senior - Lincoln Court","lat":42.090217,"lng":-75.910198,"mu":26.0,"k":3,"visits_2019":10},{"site_id":51,"site_name":"MFP Senior - Long Meadow Senior Housing","lat":42.1135325,"lng":-76.2704045,"mu":34.75,"k":3,"visits_2019":12},{"site_id":52,"site_name":"MFP Senior - Metro Plaza Apartments","lat":42.1016977,"lng":-75.9085338,"mu":56.3,"k":5,"visits_2019":10},{"site_id":53,"site_name":"MFP Senior - North Shore Towers","lat":42.0966132,"lng":-75.9103884,"mu":58.33333333333334,"k":5,"visits_2019":6},{"site_id":54,"site_name":"MFP Senior - Northern Broome Senior Center, Whitney Point","lat":42.3269618,"lng":-75.9677778,"mu":50.90909090909091,"k":4,"visits_2019":11},{"site_id":55,"site_name":"MFP Senior - Park Terrace Congregate Apartments","lat":42.051364,"lng":-76.832954,"mu":24.36363636363636,"k":3,"visits_2019":11},{"site_id":56,"site_name":"MFP Senior - Springview Apartments","lat":42.0100399,"lng":-76.533895,"mu":27.58333333333333,"k":3,"visits_2019":12},{"site_id":57,"site_name":"MFP Senior - Titus Towers","lat":42.4317058,"lng":-76.504801,"mu":72.8,"k":6,"visits_2019":10},{"site_id":58,"site_name":"MFP Senior - Villa Serene","lat":42.1295916,"lng":-76.8158267,"mu":69.72727272727273,"k":6,"visits_2019":11},{"site_id":59,"site_name":"MFP Senior - Village Square/Manor","lat":42.159804,"lng":-77.09139,"mu":34.25,"k":3,"visits_2019":12},{"site_id":60,"site_name":"MFP Senior - Wells Apartments","lat":42.1076045,"lng":-75.9607932,"mu":23.5,"k":3,"visits_2019":10},{"site_id":61,"site_name":"MFP Senior - Woodsedge Apartments","lat":42.535151,"lng":-76.501086,"mu":17.2,"k":2,"visits_2019":10},{"site_id":62,"site_name":"MFP The Love Church","lat":42.1412225,"lng":-76.8137998,"mu":259.3333333333333,"k":18,"visits_2019":12},{"site_id":63,"site_name":"MFP Troupsburg","lat":42.0432505,"lng":-77.5456383,"mu":148.7142857142857,"k":11,"visits_2019":7},{"site_id":64,"site_name":"MFP Tuscarora","lat":42.0522655,"lng":-77.2737134,"mu":192.6363636363636,"k":14,"visits_2019":11},{"site_id":65,"site_name":"MFP Van Etten","lat":42.2080409,"lng":-76.579406,"mu":213.7,"k":15,"visits_2019":10},{"site_id":66,"site_name":"MFP Waverly","lat":42.0194466,"lng":-76.5236008,"mu":396.6363636363636,"k":35,"visits_2019":11},{"site_id":67,"site_name":"MFP Wayland","lat":42.5685797,"lng":-77.5957241,"mu":180.4166666666667,"k":13,"visits_2019":12},{"site_id":68,"site_name":"MFP Whitney Point","lat":42.3405329,"lng":-75.9765268,"mu":202.5454545454545,"k":14,"visits_2019":11},{"site_id":69,"site_name":"MFP Windsor","lat":42.0779615,"lng":-75.6427789,"mu":200.9090909090909,"k":14,"visits_2019":11},{"site_id":70,"site_name":"MFP Woodhull","lat":42.0798397,"lng":-77.4111295,"mu":176.0,"k":12,"visits_2019":12}];
diff --git a/task1/fig8_delta.html b/task1/fig8_delta.html
new file mode 100644
index 0000000..a3d5b1e
--- /dev/null
+++ b/task1/fig8_delta.html
@@ -0,0 +1,201 @@
+
+
+
+
+
+ Fig.8: 2019 vs 2021 (CartoDB + Leaflet)
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/task1/figures/fig1_carto.png b/task1/figures/fig1_carto.png
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