diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..dd55a68
Binary files /dev/null and b/.DS_Store differ
diff --git a/your-project/.DS_Store b/your-project/.DS_Store
new file mode 100644
index 0000000..7193c97
Binary files /dev/null and b/your-project/.DS_Store differ
diff --git a/your-project/README.md b/your-project/README.md
index 0c5c97c..9a3b246 100644
--- a/your-project/README.md
+++ b/your-project/README.md
@@ -1,50 +1,14 @@
-
+Content:
-# Title of My Project
-*[Your Name]*
+> code:
+ >font: some code I had to implement in order to be able to plot the arrows for the waves graphs.
+ >huricanes_analysis.ipynb (source kaggle)
+ >waves_analysis.ipynb: here I basically change the name of the file loaded depending on which wave I want to work on (source: Hydrographic Institute, Portuguese Agency for Environment (APA)).
-*[Your Cohort, Campus & Date]*
+> data sets:
+ >atlantic_Tsunami source events.csv
+ >FLE0114.TXT & FLE0214.TXT: these are just two example files from the buoy data (the data was given I was not allowed to share). Each file represents a month (FLEMMYY, M for month, Y for year). In the waves_analysis.ipynb, the first cell, in comment, explains what is each columns in this FLEMMYY.TXT files.
-## Content
-- [Project Description](#project-description)
-- [Hypotheses / Questions](#hypotheses-/-questions)
-- [Dataset](#dataset)
-- [Workflow](#workflow)
-- [Organization](#organization)
-- [Links](#links)
+> report.pdf
-
-
-## Project Description
-Write a short description of your project: 3-5 sentences about what your project is about, why you chose this topic (if relevant), and what you are trying to show.
-
-
-
-## Hypotheses / Questions
-What are the questions you would like to answer with your project? Write your hypotheses here.
-
-
-
-## Dataset
-Where did you get your data? What dataset did you use or did you build your own datset? If so, did you use an API? Did you scrape a web? Provide links to the data if available.
-
-[Dataset]()
-
-
-
-## Workflow
-Outline the workflow you used in your project. What were the steps you went through?
-
-
-
-## Organization
-How did you organize yourself? Did you use any tools?
-
-
-
-## Links
-Include the links to your repository, slides and trello. Feel free to include any other links associated to your project.
-
-[Repository](https://github.com/)
-[Slides](https://slides.com/)
-[Trello](https://trello.com/en)
\ No newline at end of file
+> slide.pptx
\ No newline at end of file
diff --git a/your-project/code/font.ipynb b/your-project/code/font.ipynb
new file mode 100644
index 0000000..6898ab8
--- /dev/null
+++ b/your-project/code/font.ipynb
@@ -0,0 +1,243 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Bold.ttf DejaVu Sans Mono\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-Bold.ttf DejaVu Serif\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif.ttf DejaVu Serif\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-BoldItalic.ttf DejaVu Serif\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Oblique.ttf DejaVu Sans Mono\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono.ttf DejaVu Sans Mono\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-Bold.ttf DejaVu Sans\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-BoldOblique.ttf DejaVu Sans\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSerif-Italic.ttf DejaVu Serif\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans.ttf DejaVu Sans\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-BoldOblique.ttf DejaVu Sans Mono\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneralBol.ttf STIXGeneral\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/STIXGeneral.ttf STIXGeneral\n",
+ "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSans-Oblique.ttf DejaVu Sans\n",
+ "/Library/Fonts/AdobeSongStd-Light.otf Adobe Song Std\n",
+ "/System/Library/Fonts/SFCompactDisplay-Semibold.otf .SF Compact Display\n",
+ "/Library/Fonts/KozMinPr6N-Regular.otf Kozuka Mincho Pr6N\n",
+ "/System/Library/Assets/com_apple_MobileAsset_Font4/c1eaff3ada787e1beb4a74fedfcc40df66cba7e0.asset/AssetData/STFANGSO.ttf STFangsong\n",
+ "/Library/Fonts/KozGoPr6N-Regular.otf Kozuka Gothic Pr6N\n",
+ "/Library/Fonts/Microsoft/Calibri.ttf Calibri\n",
+ "/Library/Fonts/AdobeHeitiStd-Regular.otf Adobe Heiti Std\n",
+ "/Library/Fonts/AdobeKaitiStd-Regular.otf Adobe Kaiti Std\n",
+ "/Library/Fonts/Microsoft/Cambria Math.ttf Cambria Math\n",
+ "/Library/Fonts/KozGoPro-ExtraLight.otf Kozuka Gothic Pro\n",
+ "/Library/Fonts/KozMinPro-Regular.otf Kozuka Mincho Pro\n",
+ "/Library/Fonts/Microsoft/MS PGothic.ttf MS PGothic\n",
+ "/System/Library/Fonts/SFCompactDisplay-Black.otf .SF Compact Display\n",
+ "/Library/Fonts/KozGoPr6N-ExtraLight.otf Kozuka Gothic Pr6N\n",
+ "/System/Library/Fonts/SFCompactText-Semibold.otf .SF Compact Text\n",
+ "/Library/Fonts/STIXGeneral.otf STIXGeneral\n",
+ "/Library/Fonts/KozMinPro-Heavy.otf Kozuka Mincho Pro\n",
+ "/System/Library/Fonts/PingFang.ttc PingFang HK\n",
+ "/Library/Fonts/KozMinPro-Light.otf Kozuka Mincho Pro\n",
+ "/Library/Fonts/AppleGothic.ttf AppleGothic\n",
+ "/Library/Fonts/Microsoft/MS Gothic.ttf MS Gothic\n",
+ "/System/Library/Assets/com_apple_MobileAsset_Font4/8d69c72f04dcc2dfc086aa401dbab7f8ec55d0bb.asset/AssetData/Kaiti.ttc Kaiti SC\n",
+ "/Library/Fonts/Microsoft/MS PMincho.ttf MS PMincho\n",
+ "/System/Library/Fonts/SFCompactDisplay-Thin.otf .SF Compact Display\n",
+ "/Library/Fonts/KozMinPr6N-Bold.otf Kozuka Mincho Pr6N\n",
+ "/System/Library/Fonts/Hiragino Sans GB.ttc Hiragino Sans GB\n",
+ "/System/Library/Fonts/STHeiti Medium.ttc Heiti TC\n",
+ "/Library/Fonts/Microsoft/MingLiU.ttf MingLiU\n",
+ "/System/Library/Fonts/SFCompactRounded-Light.otf .SF Compact Rounded\n",
+ "/System/Library/Fonts/ヒラギノ角ゴシック W5.ttc Hiragino Sans\n",
+ "/Library/Fonts/Microsoft/mingliu_hkscs.ttf MingLiU_HKSCS\n",
+ "/Library/Fonts/KozGoPro-Regular.otf Kozuka Gothic Pro\n",
+ "/System/Library/Fonts/SFCompactText-Light.otf .SF Compact Text\n",
+ "/Library/Fonts/AdobeFangsongStd-Regular.otf Adobe Fangsong Std\n",
+ "/Library/Fonts/KozGoPro-Heavy.otf Kozuka Gothic Pro\n",
+ "/System/Library/Fonts/SFCompactRounded-Semibold.otf .SF Compact Rounded\n",
+ "/Library/Fonts/AdobeMyungjoStd-Medium.otf Adobe Myungjo Std\n",
+ "/Library/Fonts/KozGoPro-Bold.otf Kozuka Gothic Pro\n",
+ "/System/Library/Fonts/LastResort.otf .LastResort\n",
+ "/System/Library/Fonts/SFCompactRounded-Thin.otf .SF Compact Rounded\n",
+ "/System/Library/Fonts/Apple Symbols.ttf Apple Symbols\n",
+ "/System/Library/Fonts/ヒラギノ角ゴシック W2.ttc Hiragino Sans\n",
+ "/System/Library/Fonts/SFCompactRounded-Ultralight.otf .SF Compact Rounded\n",
+ "/Library/Fonts/KozMinPr6N-ExtraLight.otf Kozuka Mincho Pr6N\n",
+ "/System/Library/Fonts/SFCompactRounded-Medium.otf .SF Compact Rounded\n",
+ "/Library/Fonts/KozGoPr6N-Light.otf Kozuka Gothic Pr6N\n",
+ "/Library/Fonts/KozGoPro-Medium.otf Kozuka Gothic Pro\n",
+ "/System/Library/Fonts/AquaKana.ttc .Aqua Kana\n",
+ "/Library/Fonts/AdobeGothicStd-Bold.otf Adobe Gothic Std\n",
+ "/System/Library/Fonts/LucidaGrande.ttc Lucida Grande\n",
+ "/System/Library/Fonts/SFNSDisplay.ttf System Font\n",
+ "/System/Library/Fonts/SFCompactText-Regular.otf .SF Compact Text\n",
+ "/Library/Fonts/KozGoPr6N-Heavy.otf Kozuka Gothic Pr6N\n",
+ "/Library/Fonts/Microsoft/Calibri Italic.ttf Calibri\n",
+ "/System/Library/Assets/com_apple_MobileAsset_Font4/32ee1600791572d4fc4b5664c1253d7073def14b.asset/AssetData/STHEITI.ttf STHeiti\n",
+ "/System/Library/Fonts/SFCompactText-Bold.otf .SF Compact Text\n",
+ "/Library/Fonts/Microsoft/Calibri Bold.ttf Calibri\n",
+ "/Library/Fonts/KozGoPr6N-Bold.otf Kozuka Gothic Pr6N\n",
+ "/System/Library/Fonts/SFCompactDisplay-Medium.otf .SF Compact Display\n",
+ "/System/Library/Fonts/SFCompactRounded-Black.otf .SF Compact Rounded\n",
+ "/System/Library/Fonts/ヒラギノ角ゴシック W1.ttc Hiragino Sans\n",
+ "/System/Library/Fonts/SFCompactRounded-Heavy.otf .SF Compact Rounded\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "cmap subtable is reported as having zero length: platformID 1, platEncID 0, format 0 offset 20. Skipping table.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/System/Library/Fonts/SFCompactDisplay-Regular.otf .SF Compact Display\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "cmap subtable is reported as having zero length: platformID 1, platEncID 0, format 0 offset 20. Skipping table.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/System/Library/Fonts/SFCompactDisplay-Ultralight.otf .SF Compact Display\n",
+ "/Library/Fonts/Microsoft/Lucida Sans Unicode.ttf Lucida Sans Unicode\n",
+ "/Library/Fonts/AdobeMingStd-Light.otf Adobe Ming Std\n",
+ "/System/Library/Fonts/SFCompactText-Medium.otf .SF Compact Text\n",
+ "/Library/Fonts/AdobeFanHeitiStd-Bold.otf Adobe Fan Heiti Std\n",
+ "/System/Library/Fonts/ヒラギノ丸ゴ ProN W4.ttc Hiragino Maru Gothic Pro\n",
+ "/Library/Fonts/Microsoft/Calibri Bold Italic.ttf Calibri\n",
+ "/Library/Fonts/Microsoft/SimHei.ttf SimHei\n",
+ "/System/Library/Fonts/Menlo.ttc Menlo\n",
+ "/Library/Fonts/KozMinPro-Bold.otf Kozuka Mincho Pro\n",
+ "/Library/Fonts/KozGoPro-Light.otf Kozuka Gothic Pro\n",
+ "/Library/Fonts/AppleMyungjo.ttf AppleMyungjo\n"
+ ]
+ },
+ {
+ "ename": "AssertionError",
+ "evalue": "corrupt cmap table format 12 (data length: 31520, header length: 31520)",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/fontTools/ttLib/ttFont.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, tag)\u001b[0m\n\u001b[1;32m 371\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 372\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtables\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtag\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 373\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mKeyError\u001b[0m: 'cmap'",
+ "\nDuring handling of the above exception, another exception occurred:\n",
+ "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfont\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfont_info\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mchar_in_font\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muni_char\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTTFont\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfont\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfontNumber\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 18\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfont\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfont\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36mchar_in_font\u001b[0;34m(Unicode_char, font)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mchar_in_font\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mUnicode_char\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfont\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cmap'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtables\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misUnicode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mord\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mUnicode_char\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/fontTools/ttLib/ttFont.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, tag)\u001b[0m\n\u001b[1;32m 389\u001b[0m \u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Decompiling '%s' table\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtag\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 390\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 391\u001b[0;31m \u001b[0mtable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecompile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 392\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 393\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mignoreDecompileErrors\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/fontTools/ttLib/tables/_c_m_a_p.py\u001b[0m in \u001b[0;36mdecompile\u001b[0;34m(self, data, ttFont)\u001b[0m\n\u001b[1;32m 94\u001b[0m \u001b[0;31m# any other data gets decompiled only when an attribute of the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 95\u001b[0m \u001b[0;31m# subtable is referenced.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 96\u001b[0;31m \u001b[0mtable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecompileHeader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0moffset\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0moffset\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlength\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mttFont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 97\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0moffset\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mseenOffsets\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 98\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;31m# Mark as decompiled\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/fontTools/ttLib/tables/_c_m_a_p.py\u001b[0m in \u001b[0;36mdecompileHeader\u001b[0;34m(self, data, ttFont)\u001b[0m\n\u001b[1;32m 919\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdecompileHeader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mttFont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 920\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreserved\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlength\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlanguage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnGroups\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstruct\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munpack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\">HHLLL\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m16\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 921\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m16\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mnGroups\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlength\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"corrupt cmap table format %d (data length: %d, header length: %d)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlength\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 922\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 923\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreserved\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mreserved\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mAssertionError\u001b[0m: corrupt cmap table format 12 (data length: 31520, header length: 31520)"
+ ]
+ }
+ ],
+ "source": [
+ "from fontTools.ttLib import TTFont\n",
+ "import matplotlib.font_manager as mfm\n",
+ "\n",
+ "def char_in_font(Unicode_char, font):\n",
+ " for cmap in font['cmap'].tables:\n",
+ " if cmap.isUnicode():\n",
+ " if ord(Unicode_char) in cmap.cmap:\n",
+ " return True\n",
+ " return False\n",
+ "\n",
+ "uni_char = u\"\\u2198\"\n",
+ "# or uni_char = u\"\\u2739\"\n",
+ "\n",
+ "font_info = [(f.fname, f.name) for f in mfm.fontManager.ttflist]\n",
+ "\n",
+ "for i, font in enumerate(font_info):\n",
+ " if char_in_font(uni_char, TTFont(font[0], fontNumber=0)):\n",
+ " print(font[0], font[1])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Bold.ttf DejaVu Sans Mono"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "findfont: Font family ['OpenSymbol'] not found. Falling back to DejaVu Sans.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.font_manager as mfm\n",
+ "\n",
+ "font_path = '/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Bold.ttf DejaVu Sans Mono'\n",
+ "prop = mfm.FontProperties(family='OpenSymbol')\n",
+ "plt.text(0.5, 0.5, s=uni_char, fontproperties=prop, fontsize=20)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/code/huricanes_analysis.ipynb b/your-project/code/huricanes_analysis.ipynb
new file mode 100644
index 0000000..df7f23b
--- /dev/null
+++ b/your-project/code/huricanes_analysis.ipynb
@@ -0,0 +1,1222 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#import libraries\n",
+ "import pandas as pd\n",
+ "from datetime import datetime\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "%matplotlib inline\n",
+ "sns.set_style(\"whitegrid\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Maximum Wind | \n",
+ " Minimum Pressure | \n",
+ " High Wind NE | \n",
+ " High Wind SE | \n",
+ " High Wind SW | \n",
+ " High Wind NW | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 0 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 94.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 600 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 95.4W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1200 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 96.0W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1800 | \n",
+ " HU | \n",
+ " 28.1N | \n",
+ " 96.5W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 2100 | \n",
+ " HU | \n",
+ " 28.2N | \n",
+ " 96.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " index | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Maximum Wind | \n",
+ " Minimum Pressure | \n",
+ " High Wind NE | \n",
+ " High Wind SE | \n",
+ " High Wind SW | \n",
+ " High Wind NW | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 0 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 94.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 600 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 95.4W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 2 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1200 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 96.0W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 3 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1800 | \n",
+ " HU | \n",
+ " 28.1N | \n",
+ " 96.5W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 4 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 2100 | \n",
+ " HU | \n",
+ " 28.2N | \n",
+ " 96.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Max_Wind | \n",
+ " Minimum Pressure | \n",
+ " Wind_NE | \n",
+ " Wind_SE | \n",
+ " Wind_SW | \n",
+ " Wind_NW | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 0 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 94.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 600 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 95.4W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1200 | \n",
+ " HU | \n",
+ " 28.0N | \n",
+ " 96.0W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 1800 | \n",
+ " HU | \n",
+ " 28.1N | \n",
+ " 96.5W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " UNNAMED | \n",
+ " 1851-06-25 | \n",
+ " 2100 | \n",
+ " HU | \n",
+ " 28.2N | \n",
+ " 96.8W | \n",
+ " 80 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " -999 | \n",
+ " 25 | \n",
+ " 6 | \n",
+ " 1851 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Max_Wind | \n",
+ " Minimum Pressure | \n",
+ " Wind_NE | \n",
+ " Wind_SE | \n",
+ " Wind_SW | \n",
+ " Wind_NW | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 48450 | \n",
+ " UNNAMED | \n",
+ " 2013-12-03 | \n",
+ " 1800 | \n",
+ " EX | \n",
+ " 34.3N | \n",
+ " 27.7W | \n",
+ " 50 | \n",
+ " 1002 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 3 | \n",
+ " 12 | \n",
+ " 2013 | \n",
+ "
\n",
+ " \n",
+ " | 48451 | \n",
+ " UNNAMED | \n",
+ " 2013-12-04 | \n",
+ " 0 | \n",
+ " EX | \n",
+ " 33.9N | \n",
+ " 27.8W | \n",
+ " 55 | \n",
+ " 1000 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 2013 | \n",
+ "
\n",
+ " \n",
+ " | 48452 | \n",
+ " UNNAMED | \n",
+ " 2013-12-04 | \n",
+ " 600 | \n",
+ " EX | \n",
+ " 33.1N | \n",
+ " 28.9W | \n",
+ " 55 | \n",
+ " 997 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 2013 | \n",
+ "
\n",
+ " \n",
+ " | 48453 | \n",
+ " UNNAMED | \n",
+ " 2013-12-04 | \n",
+ " 1200 | \n",
+ " EX | \n",
+ " 32.2N | \n",
+ " 28.5W | \n",
+ " 50 | \n",
+ " 995 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 2013 | \n",
+ "
\n",
+ " \n",
+ " | 48454 | \n",
+ " UNNAMED | \n",
+ " 2013-12-04 | \n",
+ " 1800 | \n",
+ " EX | \n",
+ " 31.9N | \n",
+ " 27.9W | \n",
+ " 50 | \n",
+ " 995 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " 12 | \n",
+ " 2013 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Max_Wind | \n",
+ " Minimum Pressure | \n",
+ " Wind_NE | \n",
+ " Wind_SE | \n",
+ " Wind_SW | \n",
+ " Wind_NW | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 48466 | \n",
+ " ARTHUR | \n",
+ " 2014-06-28 | \n",
+ " 1800 | \n",
+ " LO | \n",
+ " 32.0N | \n",
+ " 78.2W | \n",
+ " 20 | \n",
+ " 1017 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 28 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48470 | \n",
+ " ARTHUR | \n",
+ " 2014-06-29 | \n",
+ " 1800 | \n",
+ " LO | \n",
+ " 29.7N | \n",
+ " 77.2W | \n",
+ " 25 | \n",
+ " 1015 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 29 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48469 | \n",
+ " ARTHUR | \n",
+ " 2014-06-29 | \n",
+ " 1200 | \n",
+ " LO | \n",
+ " 30.0N | \n",
+ " 77.2W | \n",
+ " 20 | \n",
+ " 1016 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 29 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48467 | \n",
+ " ARTHUR | \n",
+ " 2014-06-29 | \n",
+ " 0 | \n",
+ " LO | \n",
+ " 31.2N | \n",
+ " 77.8W | \n",
+ " 20 | \n",
+ " 1017 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 29 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48468 | \n",
+ " ARTHUR | \n",
+ " 2014-06-29 | \n",
+ " 600 | \n",
+ " LO | \n",
+ " 30.5N | \n",
+ " 77.4W | \n",
+ " 20 | \n",
+ " 1017 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 29 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48471 | \n",
+ " ARTHUR | \n",
+ " 2014-06-30 | \n",
+ " 0 | \n",
+ " LO | \n",
+ " 29.5N | \n",
+ " 77.5W | \n",
+ " 25 | \n",
+ " 1014 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 30 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48472 | \n",
+ " ARTHUR | \n",
+ " 2014-06-30 | \n",
+ " 600 | \n",
+ " LO | \n",
+ " 29.2N | \n",
+ " 78.0W | \n",
+ " 25 | \n",
+ " 1013 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 30 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48473 | \n",
+ " ARTHUR | \n",
+ " 2014-06-30 | \n",
+ " 1200 | \n",
+ " LO | \n",
+ " 28.7N | \n",
+ " 78.4W | \n",
+ " 25 | \n",
+ " 1011 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 30 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ " | 48474 | \n",
+ " ARTHUR | \n",
+ " 2014-06-30 | \n",
+ " 1800 | \n",
+ " LO | \n",
+ " 28.1N | \n",
+ " 78.7W | \n",
+ " 30 | \n",
+ " 1010 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 30 | \n",
+ " 6 | \n",
+ " 2014 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Name | \n",
+ " Date | \n",
+ " Time | \n",
+ " Status | \n",
+ " Latitude | \n",
+ " Longitude | \n",
+ " Max_Wind | \n",
+ " Minimum Pressure | \n",
+ " Wind_NE | \n",
+ " Wind_SE | \n",
+ " Wind_SW | \n",
+ " Wind_NW | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 43104 | \n",
+ " ALEX | \n",
+ " 2004-07-31 | \n",
+ " 1800 | \n",
+ " TD | \n",
+ " 30.3N | \n",
+ " 78.3W | \n",
+ " 25 | \n",
+ " 1010 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 31 | \n",
+ " 7 | \n",
+ " 2004 | \n",
+ "
\n",
+ " \n",
+ " | 43105 | \n",
+ " ALEX | \n",
+ " 2004-08-01 | \n",
+ " 0 | \n",
+ " TD | \n",
+ " 31.0N | \n",
+ " 78.8W | \n",
+ " 25 | \n",
+ " 1009 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2004 | \n",
+ "
\n",
+ " \n",
+ " | 43106 | \n",
+ " ALEX | \n",
+ " 2004-08-01 | \n",
+ " 600 | \n",
+ " TD | \n",
+ " 31.5N | \n",
+ " 79.0W | \n",
+ " 25 | \n",
+ " 1009 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2004 | \n",
+ "
\n",
+ " \n",
+ " | 43107 | \n",
+ " ALEX | \n",
+ " 2004-08-01 | \n",
+ " 1200 | \n",
+ " TD | \n",
+ " 31.6N | \n",
+ " 79.1W | \n",
+ " 30 | \n",
+ " 1009 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2004 | \n",
+ "
\n",
+ " \n",
+ " | 43108 | \n",
+ " ALEX | \n",
+ " 2004-08-01 | \n",
+ " 1800 | \n",
+ " TS | \n",
+ " 31.6N | \n",
+ " 79.2W | \n",
+ " 35 | \n",
+ " 1009 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 8 | \n",
+ " 2004 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#plotting\n",
+ "plt.rcParams.update({'font.size': 20})\n",
+ "f, axes = plt.subplots(1, 3, figsize=(25, 7), sharey=True)\n",
+ "f.subplots_adjust(hspace=0.2, wspace=0.05)\n",
+ "\n",
+ "\n",
+ "sns.scatterplot(x=\"day\", y=\"Max_Wind\", data=hurricane10_2004, size='Minimum Pressure', sizes=(200, 300), legend=False, ax=axes[0]).set_title('October 2007')\n",
+ "sns.scatterplot(x=\"day\", y=\"Max_Wind\", data=hurricane11_2004, size='Minimum Pressure', sizes=(200, 300), legend=False, ax=axes[1]).set_title('November 2007')\n",
+ "sns.scatterplot(x=\"day\", y=\"Max_Wind\", data=hurricane12_2004, size='Minimum Pressure', sizes=(200, 300), legend=False, ax=axes[2]).set_title('December 2007')\n",
+ "\n",
+ "\n",
+ "for ax in f.get_axes():\n",
+ " ax.label_outer()\n",
+ " #ax.set_xlabel('days of the month')\n",
+ " ax.set_ylabel('Hurricanes: wind (in knots)')\n",
+ " ax.set_xticks([0,4,8,12,16,20,24,28,31])\n",
+ " #ax.set_ylim([1,9])\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/code/waves_analysis.ipynb b/your-project/code/waves_analysis.ipynb
new file mode 100644
index 0000000..c1cb8f7
--- /dev/null
+++ b/your-project/code/waves_analysis.ipynb
@@ -0,0 +1,563 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\n1. Os dados est„o agrupados por anos, e dentro de cada ano, por meses; os ficheiros tÍm extens„o TXT.\\n\\tExemplo de nome de ficheiro: FEEmmaa.TXT, em que:\\n \\tFEE - nome da estaÁ„o (Leixıes: FLE, Faro:FFA);\\n\\t\\tmm - identificador do mÍs; \\n\\t\\taa - identificador do ano; \\n \\n2. Para cada grupo data-hora (hora,min,dia,mes,ano) s„o apresentados os seguintes par‚metros(-1:cÛdigo erro ou par‚metro inexistente):\\n\\t\\n\\t2.1) Calculados pelo mÈtodo espectral:\\n\\t Hm0 - altura significativa (m);\\n\\t T02 - perÌodo mÈdio (s);\\n\\t Tp- perÌodo de pico (s);\\n\\t Thtp - direcÁ„o mÈdia associada ao perÌodo de pico (∞);\\n\\t Sprtp - dispers„o no perÌodo de pico (∞);\\n\\t \\n\\t 2.2) Calculados pelo mÈtodo directo (zero ascendente):\\n\\t Hs - altura significativa (m); \\n\\t Hmax - altura m·xima (m);\\n\\t Ths - perÌodo de hs (s) - (mÈdia dos perÌodos correspondentes ‡s ondas que foram utilizadas no c·lculo de Hs);\\n\\t Thmax - PerÌodo correspondente a HMAX;\\n\\t Tz - MÈdia dos perÌodos de zero ascendente;\\n\\t Tmax - PerÌodo m·ximo ocorrido no registo.\\n\\n\\nNota: As direcÁıes est„o referidas ao Norte verdadeiro.\\n\\n3. A localizaÁ„o das estaÁıes È a seguinte: \\n\\nLeixıes (atÈ 4 julho 1996): Lat = 41∫ 12\\' 12\" N; Long = 9∫ 05í 18\" W; Prof = 110 metros.\\nLeixıes (a partir 17 Julho 1996): Lat = 41∫ 19\\' 00\" N; Long = 8∫ 59í 00\" W; Prof = 83 metros.\\nFaro: Lat = 36∫ 54\\' 17\" N; Long = 7∫ 53\\' 54\" W; Prof = 93 metros.\\n'"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "'''\n",
+ "1. Os dados est„o agrupados por anos, e dentro de cada ano, por meses; os ficheiros tÍm extens„o TXT.\n",
+ "\tExemplo de nome de ficheiro: FEEmmaa.TXT, em que:\n",
+ " \tFEE - nome da estaÁ„o (Leixıes: FLE, Faro:FFA);\n",
+ "\t\tmm - identificador do mÍs; \n",
+ "\t\taa - identificador do ano; \n",
+ " \n",
+ "2. Para cada grupo data-hora (hora,min,dia,mes,ano) s„o apresentados os seguintes par‚metros(-1:cÛdigo erro ou par‚metro inexistente):\n",
+ "\t\n",
+ "\t2.1) Calculados pelo mÈtodo espectral:\n",
+ "\t Hm0 - altura significativa (m);\n",
+ "\t T02 - perÌodo mÈdio (s);\n",
+ "\t Tp- perÌodo de pico (s);\n",
+ "\t Thtp - direcÁ„o mÈdia associada ao perÌodo de pico (∞);\n",
+ "\t Sprtp - dispers„o no perÌodo de pico (∞);\n",
+ "\t \n",
+ "\t 2.2) Calculados pelo mÈtodo directo (zero ascendente):\n",
+ "\t Hs - altura significativa (m); \n",
+ "\t Hmax - altura m·xima (m);\n",
+ "\t Ths - perÌodo de hs (s) - (mÈdia dos perÌodos correspondentes ‡s ondas que foram utilizadas no c·lculo de Hs);\n",
+ "\t Thmax - PerÌodo correspondente a HMAX;\n",
+ "\t Tz - MÈdia dos perÌodos de zero ascendente;\n",
+ "\t Tmax - PerÌodo m·ximo ocorrido no registo.\n",
+ "\n",
+ "\n",
+ "Nota: As direcÁıes est„o referidas ao Norte verdadeiro.\n",
+ "\n",
+ "3. A localizaÁ„o das estaÁıes È a seguinte: \n",
+ "\n",
+ "Leixıes (atÈ 4 julho 1996): Lat = 41∫ 12' 12\" N; Long = 9∫ 05í 18\" W; Prof = 110 metros.\n",
+ "Leixıes (a partir 17 Julho 1996): Lat = 41∫ 19' 00\" N; Long = 8∫ 59í 00\" W; Prof = 83 metros.\n",
+ "Faro: Lat = 36∫ 54' 17\" N; Long = 7∫ 53' 54\" W; Prof = 93 metros.\n",
+ "'''"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#import libraries\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import matplotlib.font_manager as mfm\n",
+ "\n",
+ "font_path = '/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/mpl-data/fonts/ttf/DejaVuSansMono-Bold.ttf DejaVu Sans Mono'\n",
+ "prop = mfm.FontProperties(family='OpenSymbol')\n",
+ "\n",
+ "%matplotlib inline\n",
+ "sns.set_style(\"whitegrid\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Janeiro 2014\n",
+ "wave_raw_0114 = pd.read_csv('FLE0114.TXT', delim_whitespace=True, header = None)\n",
+ "wave_drop_0114 = wave_raw_0114.drop(columns=[5,6,7,9,10,12,14,15], axis=1)\n",
+ "wave_0114 = wave_drop_0114.rename(columns={0:'hour', 1:'min', 2:'day', 3:'month', 4:'year', 8:'wave_direction(°)', 11:'wave_height(m)', 13:'wave_period(s)', 16:'station'})\n",
+ "\n",
+ "#February 2014\n",
+ "wave_raw_0214 = pd.read_csv('FLE0214.TXT', delim_whitespace=True, header = None)\n",
+ "wave_drop_0214 = wave_raw_0214.drop(columns=[5,6,7,9,10,12,14,15], axis=1)\n",
+ "wave_0214 = wave_drop_0214.rename(columns={0:'hour', 1:'min', 2:'day', 3:'month', 4:'year', 8:'wave_direction(°)', 11:'wave_height(m)', 13:'wave_period(s)', 16:'station'})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " hour | \n",
+ " min | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ " wave_direction(°) | \n",
+ " wave_height(m) | \n",
+ " wave_period(s) | \n",
+ " station | \n",
+ " wave_direction | \n",
+ " wave_frequency | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 2014 | \n",
+ " 320 | \n",
+ " 4.73 | \n",
+ " 9.4 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 10.638298 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 2014 | \n",
+ " 298 | \n",
+ " 5.69 | \n",
+ " 10.2 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 9.803922 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 6 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 2014 | \n",
+ " 308 | \n",
+ " 5.60 | \n",
+ " 7.8 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 12.820513 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 8 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 2014 | \n",
+ " 314 | \n",
+ " 7.61 | \n",
+ " 9.4 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 10.638298 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 8 | \n",
+ " 30 | \n",
+ " 1 | \n",
+ " 2 | \n",
+ " 2014 | \n",
+ " 315 | \n",
+ " 6.59 | \n",
+ " 10.9 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 9.174312 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " hour | \n",
+ " min | \n",
+ " day | \n",
+ " month | \n",
+ " year | \n",
+ " wave_direction(°) | \n",
+ " wave_height(m) | \n",
+ " wave_period(s) | \n",
+ " station | \n",
+ " wave_direction | \n",
+ " wave_frequency | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 34 | \n",
+ " 17 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 1 | \n",
+ " 2014 | \n",
+ " 301 | \n",
+ " 11.59 | \n",
+ " 14.8 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 6.756757 | \n",
+ "
\n",
+ " \n",
+ " | 77 | \n",
+ " 14 | \n",
+ " 30 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 2014 | \n",
+ " 305 | \n",
+ " 9.47 | \n",
+ " 11.7 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 8.547009 | \n",
+ "
\n",
+ " \n",
+ " | 137 | \n",
+ " 20 | \n",
+ " 30 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 2014 | \n",
+ " 300 | \n",
+ " 11.56 | \n",
+ " 12.5 | \n",
+ " LEIXOES | \n",
+ " ↘ | \n",
+ " 8.000000 | \n",
+ "
\n",
+ " \n",
+ " | 168 | \n",
+ " 17 | \n",
+ " 30 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " 2014 | \n",
+ " 285 | \n",
+ " 13.42 | \n",
+ " 13.3 | \n",
+ " LEIXOES | \n",
+ " → | \n",
+ " 7.518797 | \n",
+ "
\n",
+ " \n",
+ " | 181 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " 1 | \n",
+ " 2014 | \n",
+ " 290 | \n",
+ " 10.24 | \n",
+ " 14.1 | \n",
+ " LEIXOES | \n",
+ " → | \n",
+ " 7.092199 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "