[
  {
    "path": ".gitattributes",
    "content": "* linguist-vendored\n*.hs linguist-vendored=false\n"
  },
  {
    "path": ".gitignore",
    "content": ".stack-work\n.hie\n"
  },
  {
    "path": "LICENSE",
    "content": "Copyright Ruben Berenguel (c) 2021\n\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n    * Redistributions of source code must retain the above copyright\n      notice, this list of conditions and the following disclaimer.\n\n    * Redistributions in binary form must reproduce the above\n      copyright notice, this list of conditions and the following\n      disclaimer in the documentation and/or other materials provided\n      with the distribution.\n\n    * Neither the name of Author name here nor the names of other\n      contributors may be used to endorse or promote products derived\n      from this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS\n\"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT\nLIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR\nA PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT\nOWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,\nSPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT\nLIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,\nDATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY\nTHEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT\n(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE."
  },
  {
    "path": "README.md",
    "content": "# Glancer\n\n> **glancer**:\n\n> NOUN _informal_ a person who glances\n\n> **glance**:\n\n> VERB If you glance at something or someone, you look at them very quickly and then look away again immediately.\n\n> VERB If you glance through or at a newspaper, report, or book, you **spend a short time looking at it without reading it very carefully**.\n\n---\n\n[Regularly updated examples](https://github.com/rberenguel/glances)\n\n---\n\n- [Glancer](#glancer)\n  - [Installation](#installation)\n  - [Usage](#usage)\n  - [Notes and TODOs](#notes-and-todos)\n\n---\n\nThe amount of online conferences has skyrocketed lately, I wonder why. This has caused my _Pending to watch_ list to balloon from 30-ish pending technical videos (which are already a lot) to more than 100.\n\nThere are then 2 problems:\n\n1. I have too many techie conference videos to watch\n2. In a lot of cases I realise halfway through that the subject wasn't that interesting or that I already know the area to be covered.\n\nFor a long while I have had a similar problem with written articles. I solved it by:\n\n1. Forcing me to read a substantial amount by [writing a weekly list of the best ones](https://mostlymaths.net/tags/readings/)\n2. Brutally stop reading any article that is not good enough to _possibly be_ in that list.\n\nThis is easy in writing: you can quickly scan the text and decide if it looks interesting enough for a deep dive in a few seconds (tech article reads range from a few minutes to around half an hour, depending of how technical it may get). But there is no way of doing it in videos! You need to watch maybe 15-20 minutes to then realise \"meh\".\n\n_Glancer_ should help with this. Given a YouTube url, it will:\n\n- Download the corresponding video (to a temporary folder),\n- Download the auto-generated subtitles (assumes English, hardcoded),\n- Capture images from the video every N=30 seconds (hardcoded for the moment),\n- Convert the images to base64,\n- Create a standalone webpage with the screenshots on the left and the corresponding text on the right.\n\nThe goal is to be able to glance at the talk to decide if you really want to watch it or not. The _standalone_ part of the created webpage is to make it easier to \"watch\"/\"share\" to my iPad/iPhone without having to move a folder full of images. The whole talk becomes just a 5-15 Mb HTML file.\n\nA couple of additional neat (for me at least) features:\n\n- Clicking/tapping on the image will enlarge it, in case you want to see some code block larger (I wanted hover, but it was too tricky on mobile).\n- Clicking on the arrow on the lower-right of the slid block will open the video on Youtube, at that moment in time.\n\n## Installation\n\n```bash\ngit clone https://github.com/rberenguel/glancer\ncd glancer\nstack install\n```\n\nYou will need to have installed/available in the path:\n\n- The `base64` executable (should be in all IX systems by default)\n- `cat` in `/bin/cat` (likewise)\n- [`yt-dlp`](https://github.com/yt-dlp/yt-dlp) installed. Note the _p_. There is currently a bug in the normal one with downloading auto-generated subtitles (again, this also happened a long time ago).\n- The [stack](https://docs.haskellstack.org/en/stable/install_and_upgrade/) Haskell build tool\n\n## Usage\n\n```\nUsage: glancer URL FILEPATH\n  Glancer\n\nAvailable options:\n  URL                      Youtube URL\n  FILEPATH                 HTML file name (don't add extension)\n  -h,--help                Show this help text\n```\n\nIn other words, `glancer https://www.youtube.com/watch?v=JWQxd3YKWhs internals-pyspark-arrow` would create the webpage `internals-pyspark-arrow.html` in the current folder, after processing the talk I gave at Spark Summit 2019. You can see the generated file [here](https://www.mostlymaths.net/glancer/example/internals-pyspark-arrow.html).\n\nSometimes `youtube-dlc` won't be able to find the embedded youtube video (I've seen this happen randomly in Spark Summit North America 2020 videos in databricks.com), in this case the process will fail. Try to feed it youtube urls directly.\n\n## Notes and TODOs\n\n- [ ] Making the time between images customizable via the CLI (if I find out 30 is not good enough in general).\n- [ ] Add a test suite to harden subtitle parsing. I always think parsers will be small enough and that it will be \"obvious\" they work. It's never the case, at least I did it [right](https://github.com/rberenguel/haskset/blob/master/test/Spec.hs) [twice](https://github.com/rberenguel/bear-note-graph/blob/master/tests/test_parser.py).\n- [ ] Make the still images video-dependent (so several `glancer` commands can run concurrently, even if it's a bad idea)\n- [x] ~Some additional tweaks to the HTML/CSS (possibly adding some JS as well)~\n\n## Similar projects\n\n### [natural-language-youtube-search](https://github.com/haltakov/natural-language-youtube-search)\n\nThis project downloads the YouTube video, extracts every N-th frame and uses neural networks to classify the content of each slide, allowing you to search by text. Impressive!\n\n---\n\n_Note_: This README is long and winding on purpose.\n"
  },
  {
    "path": "Setup.hs",
    "content": "import Distribution.Simple\nmain = defaultMain\n"
  },
  {
    "path": "example/internals-pyspark-arrow.html",
    "content": "\n<!doctype html>\n<html>\n\n<head>\n    <style>\n        html {\n            font-family: monoidregular;\n        }\n\n        h1 {\n            text-align: center;\n            margin-bottom: 0;\n        }\n\n        h3 {\n            float: right;\n            font-size: 80%;\n        }\n\n        a {\n            color: darkgreen;\n            text-decoration: none;\n        }\n\n        a:hover {\n            text-decoration: underline;\n        }\n        #container {\n            padding: 3%;\n            margin: auto;\n            width: 96%;\n        }\n\n        .to-video {\n            font-size: 30px;\n            float: right;\n            align-self: flex-end;\n            display: inline-block;\n            vertical-align: bottom;\n        }\n    \n        .slide-block {\n            margin-top:1%;\n            border: 1px solid black;\n            border-radius: 3px;\n            display: flex;\n            width: 100%;\n        }\n\n        .img {\n            transform:scale(1.0) translate(0%);\n            transition: transform 1.2s ease, border 0.1s ease; \n            padding: 1%;\n            height: 1%;\n            width: 65%;\n            display: inline-block;\n        }\n\n        .active {\n            padding: 5px;\n            transform:scale(1.45) translate(17%);\n\t\t\tborder: 1px solid black;\n\t\t\tbackground: rgba(255, 255, 255, 0.4);\n\t\t\t-webkit-backdrop-filter: blur(10px);\n  \t\t\tbackdrop-filter: blur(10px);\n\t\t\tz-index: 1000;\n\t\t\tborder-radius: 3px;\n        }\n\n        img {\n            max-width: 100%;\n            max-height: 100%;\n        }\n\n        .txt {\n            margin-left: 1%;\n            line-height: 1.5;\n            width: 29%;\n            display: inline-block;\n            font-size: 22px;\n            font-family: Arial;\n            vertical-align: top;\n            margin-top: 1%;\n        }\n        @font-face {\n            font-family: \"monoidregular\";\n            src: 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class='txt'>\n\t\ta lot of people here are you're working\n\t\twith a spark\n\t\tright your hands yeah it's nice so I\n\t\twill start with what is pandas but if\n\t\tyou are working with Python you probably\n\t\talready know this one then what is our\n\t\trole this may be Neil or maybe it's not\n\t\tNeil then a bit of how this part works I\n\t\tmean we are in sparks emits so probably\n\t\tyou all know this but it's always good\n\t\tto remind how the pieces fit together\n\t</div><div class='to-video'><a title='Go to video at timestamp 0s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=0s'>&#8688;</a></div></div>\n<div id='slide2'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tto remind how the pieces fit together\n\t\tbecause I when I explained how Pais part\n\t\tworks because maybe you don't know that\n\t\tone it useful and then finally I'll\n\t\tcover how our row is making a pie spark\n\t\tway way faster so I'm Ruben a\n\t\tmathematician I work as a consultant\n\t\tfrom advertising company and I think\n\t\twriting Python for something like 15\n\t\tyears I mean I don't know an amp I\n\t\tdidn't exist back then then I move to\n\t\tother languages but I still write a lot\n\t\tof Python day-to-day scale and Python\n\t</div><div class='to-video'><a title='Go to video at timestamp 30s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=30s'>&#8688;</a></div></div>\n<div id='slide3'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tif you're thinking in rows and you want\n\t\tto some one column you need to go row by\n\t\trow loading the data and a little bit to\n\t\tthe point where you can actually sum it\n\t\twhen you can something is stored column\n\t\twise you don't need to do it slowly you\n\t\tcan just get everything from\n\t\tthe column bringing it into the cash and\n\t\tsome that was a bit first if you were in\n\t\tthe previous table ie you kick that's\n\t\treally heartening to pronounce but he\n\t</div><div class='to-video'><a title='Go to video at timestamp 120s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=120s'>&#8688;</a></div></div>\n<div id='slide6'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\treally heartening to pronounce but he\n\t\twas doing the integration of spark are\n\t\twith ro and he also explained how CN the\n\t\tinstructions make this fast so Panda is\n\t\tcolumnar how does it work internally in\n\t\ta high-level because I don't want to get\n\t\tinto the details because I they are kind\n\t\tof complicated you have a data frame if\n\t\tyou use pandas you know what it is it's\n\t\tbasically a table with some names for\n\t\tthe columns you have different types\n\t\tinternally pan that is going to group\n\t</div><div class='to-video'><a title='Go to video at timestamp 150s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=150s'>&#8688;</a></div></div>\n<div id='slide7'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tthese types in memory by column index s\n\t\tof up to one place and then you bring\n\t\ttogether all the floats put them\n\t\tsideways in the fitting this way and\n\t\tbring them in memory same for Strings\n\t\tobjects anything that is not an internal\n\t\tdata type for pandas it's stored as an\n\t\tobject block and integers there are\n\t\tseveral pandas data types that are\n\t</div><div class='to-video'><a title='Go to video at timestamp 180s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=180s'>&#8688;</a></div></div>\n<div id='slide8'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tstored differently in memory altogether\n\t\tthe blocks form a hundred by a block\n\t\tmanager and when you request something\n\t\tbeing done to a problem you tell to the\n\t\tblock manager give me this column and\n\t\trun this operation now we've done\n\t\tquickly to our Oh what is our always a\n\t\tlibrary so you are unlikely to be using\n\t\tit unless you are writing your own\n\t\tlibrary I mean you are just a client\n\t\tthrough pandas or through spark to the\n\t</div><div class='to-video'><a title='Go to video at timestamp 210s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=210s'>&#8688;</a></div></div>\n<div id='slide9'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tother library it cause language it's\n\t\tcolumnar it in memory the key point is\n\t\tthat it's across language so you can use\n\t\tthe same internal structure in different\n\t\tlanguages and pass from one to the other\n\t\tand it's a bit optimized I mean the\n\t\twhole point of it it is written in C and\n\t\tthere are implementations in Grasse go C\n\t\tJava obviously are\n\t\tthere are not a lot of projects that are\n\t\tusing it internally but pandas is one of\n\t</div><div class='to-video'><a title='Go to video at timestamp 240s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=240s'>&#8688;</a></div></div>\n<div id='slide10'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tusing it internally but pandas is one of\n\t\tusing it internally but pandas is one of\nthem\n\t\tthem\n\t\tspark park were to use it is for\n\t\tsomething and Romero for what task which\n\t\tis a distributed computation framework\n\t\tkind of similar to spark but written\n\t\tentirely in Python gray which is basic\n\t\tsomething similar to dusk there is a POC\n\t\tof data processing written in rust using\n\t\tonly a row there's a connector from Java\n\t\tto Scala with Python that is still\n\t\texperimental and it's using our role as\n\t</div><div class='to-video'><a title='Go to video at timestamp 270s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=270s'>&#8688;</a></div></div>\n<div id='slide11'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\twith the types and each set of rows is\n\t\tcalled a tracker patch I mean you can\n\t\talways call our track or throw a\n\t\trecording database link also throws\n\t\trecords and you bring all the columns\n\t\tput them sideways and submit the data\n\t\tand consider that track or batch that's\n\t\tdone for a certain number of rows and\n\t\tthis can be done in a streaming\n\t\tbasically the metadata says up to this\n\t\tpoint is this column up to this point is\n\t</div><div class='to-video'><a title='Go to video at timestamp 330s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=330s'>&#8688;</a></div></div>\n<div id='slide13'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tpoint is this column up to this point is\n\t\tthat other column and you can\n\t\tessentially skip the first if you only\n\t\tone the last one so you do can do it in\n\t\tstreaming by just getting blocks of rows\n\t\tone to the other so at the high level\n\t\tyou can think of a narrow table as set\n\t\tof record matches it's not exactly that\n\t\tthat internal internal it's more\n\t\tcomplicated than this one from a high\n\t\tlevel this is good enough to understand\n\t\thow our looks like well our olaf's\n\t</div><div class='to-video'><a title='Go to video at timestamp 360s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=360s'>&#8688;</a></div></div>\n<div id='slide14'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\t\n\t\tif you think about the destruction so\n\t\twe're using record matches in one side\n\t\tso blocks of growth on the other side we\n\t\thave a block manager that its handling\n\t\tvertical blocks they don't look exactly\n\t\tthe same but in the end you can think of\n\t\tthem as the same you can convert another\n\t\ttable into a pandas dataframe real\n\t\teasily there's a method called two\n\t\tpandas I mean if you think of it that\n\t\tway it's super easy but internally if\n\t\tyou look at implementation it's like you\n\t</div><div class='to-video'><a title='Go to video at timestamp 390s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=390s'>&#8688;</a></div></div>\n<div id='slide15'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tyou look at implementation it's like you\n\t\tget something from one site and shop it\n\t\taround the idea is that if you squint\n\t\tlike hard enough these are just vertical\n\t\tthings that have similar colors that\n\t\tmotors the idea you're can convert\n\t\tcracker batches to block managers and\n\t\tyou can convert block managers to\n\t\tfreaking batches now further what is a\n\t\tspark we're gonna spark some it's you\n\t\tknow this I'll do this quicker than the\n\t</div><div class='to-video'><a title='Go to video at timestamp 420s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=420s'>&#8688;</a></div></div>\n<div id='slide16'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tknow this I'll do this quicker than the\n\t\tprevious one which was looking off\n\t\tinterest with a computation framework\n\t\topen source it's somewhat easy to use\n\t\tand scale horizontally and vertically\n\t\thow does it work you have a cluster\n\t\tmanager that is going to give you\n\t\tcomputational resources you have some\n\t\tkind of distributed storage can be\n\t\tHadoop in general HDFS in general your\n\t</div><div class='to-video'><a title='Go to video at timestamp 450s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=450s'>&#8688;</a></div></div>\n<div id='slide17'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\t\n\t\tanother is going to request resources to\n\t\tthe cluster manager to compute some\n\t\ttasks so you have tasks you record\n\t\tresources and then some executors appear\n\t\tin the resources that you have been\n\t\tgiven but this doesn't really tell us\n\t\tmuch about spark the important part that\n\t\tmade spark spark is the RDD it's the\n\t\tability to recompute things when they\n\t</div><div class='to-video'><a title='Go to video at timestamp 480s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=480s'>&#8688;</a></div></div>\n<div id='slide18'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tfailed that before in MapReduce wasn't\n\t\tas easy so here we have a happier\n\t\tas easy so here we have a happier\nleading\n\t\tleading\n\t\tand when you have an RDD you have a\n\t\tbasically five properties or five if you\n\t\tcheck out the class at the class level\n\t\tyou have five required but three\n\t\trequired methods that you need to\n\t\tprovide for an RDD to be not abstract\n\t\tbasically one is partitions this is\n\t</div><div class='to-video'><a title='Go to video at timestamp 510s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=510s'>&#8688;</a></div></div>\n<div id='slide19'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\twhere the data is or how do they make\n\t\twhere the data is or how do they make\nsense\n\t\t\n\t\tthis one is optional it's the preferred\n\t\tlocations so when you have these data\n\t\tyou have here this can be I don't know\n\t\tyou have low data file or you have\n\t\tcreated something in memory so it gets\n\t\tpartitioned by executor preferred\n\t\tlocation is when you have some kind of\n\t\tsort or some operation that it's closer\n\t\tto the load the loaded data or the\n\t\tprocess data and basically it says where\n\t</div><div class='to-video'><a title='Go to video at timestamp 540s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=540s'>&#8688;</a></div></div>\n<div id='slide20'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tprocess data and basically it says where\n\t\tyou can find it because sometimes you\n\t\twant to compute something on a group\n\t\tit's better if you do the computation in\n\t\tthe machine that holds that group you\n\t\tneed a computed a computing method\n\t\ttrying to bring partitions to other\n\t\tpartitions after you have computation\n\t\tfor each partition the new result of the\n\t\tcomputation of compute is a new RDD that\n\t\thas a computation being applied to the\n\t\tprevious video you have the dependencies\n\t</div><div class='to-video'><a title='Go to video at timestamp 570s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=570s'>&#8688;</a></div></div>\n<div id='slide21'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tthis is the key point of the RDD when\n\t\tone of the partition disappears because\n\t\tthe machine that was holding it\n\t\tdisappears because of the internet being\n\t\tlarge you can recompute only the\n\t\tpartition because you can trace back\n\t\tthrough compute and the dependencies\n\t\twhere this was coming from so eventually\n\t\tyou can go back to the first original\n\t\tdata source and compute just only that\n\t\tuntil you make it to the lost machine\n\t\tand dependencies it's basically RT these\n\t\ttracing back in time we are compute\n\t</div><div class='to-video'><a title='Go to video at timestamp 600s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=600s'>&#8688;</a></div></div>\n<div id='slide22'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\ttracing back in time we are compute\n\t\tuntil you go through some data source or\n\t\tdata provider and fellow you have a\n\t\tpartition er as part is going to do\n\t\tsomething sensible if you don't provide\n\t\tit I need to be a one-to-one method that\n\t\tcan distribute the partitions across the\n\t\tdifferent machines so\n\t\tgo back to buy spark I'll refer to PI\n\t\tspark as the Python API on top the spark\n\t\totherwise I will say just a spark or a\n\t</div><div class='to-video'><a title='Go to video at timestamp 630s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=630s'>&#8688;</a></div></div>\n<div id='slide23'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tScala spark a spark is a Python API for\n\t\tthe core of a spark which is waiting in\n\t\ta scalos you already know how is it\n\t\tworking inside on one side you are\n\t\twearing Python Python does not have a\n\t\tJVM I mean - runs in the Python built on\n\t\tmachine using a library known as a PI 4j\n\t\twhich as the Jay can tell you it's\n\t</div><div class='to-video'><a title='Go to video at timestamp 660s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=660s'>&#8688;</a></div></div>\n<div id='slide24'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tsomething to do with Java every time you\n\t\tcreate some object in PI spark these get\n\t\tassociated an object in the JVM so when\n\t\tyou start the Python driver in Python in\n\t\tPI spark this happens at some point I\n\t\twanted to show the code because this\n\t\tsuper short thing it's basically telling\n\t\tto the JVM start spark and keep\n\t\tlistening and that's it\n\t\tand I'm super super sure because this is\n\t\tdoing a lot of work basically the\n\t</div><div class='to-video'><a title='Go to video at timestamp 690s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=690s'>&#8688;</a></div></div>\n<div id='slide25'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tdoing a lot of work basically the\n\t\tstarting spark it's connecting back to\n\t\tyour Python driver and it's keeping a\n\t\treference in memory to that JVM so you\n\t\tcan keep track of whatever you dream\n\t\tdown there now we have a happy RDD in\n\t\tPython like like we've had our diseases\n\t\tclasses in a Scala we have a class\n\t\tcalled RDD in Python you may have\n\t\t\n\t</div><div class='to-video'><a title='Go to video at timestamp 720s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=720s'>&#8688;</a></div></div>\n<div id='slide26'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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qlVfkqpYjpxp9XZCdslk2PhtOqChsvTm2pLUaHwtJJRdRiaTHPe+Ya1rYlznTO6IhsTMzJk2ktIagtmsNMvu9lzcbGWuuC2XZmIoxB8OWZ5rpVZsTXmneTvQXgYdvU1jqpZFPIV05a1VsJikQ5rch/WbCk8KVbCdInkrJzo56XdaXHX1qx71clbrgXLPSRyMPK2VMdnWqRsPRZMUTck/ZcyW0pQ7zd75t8surBoqlGjGVl07bJ1z/mQ2lGvZjL1lHj63ONC67S1gvf8AKQzLJm4KT7apk5O1iJVx0/MwHKN2eolkto+InhJqzbt0DOveZY7hpK5WdqOYvhTcsTPVW6uUlXJ9a5NRR3m1itIY75yVtn/+1S//AFOZ/wD4x58w1n/+3ag/71uH/wB0qQN3Y73pk4kL78uGm7IWR6rJvr2bNpraajNKTX9Sa8AJXpP6O1NA3XHhDJ/ULVcUYyrZnREftkXUnZfs+bttiYmab4mJ5SHtWltSXxPrLbaLhms3S9DGVVZE820xkxX5zP8ApF/bdAvRypkxHdELKpJTM+d1HVrQ3fxpLWp+DcVNNf8A983LTeAlZ8rNttmxk4TxlnL49rSenDpmHdas5J60ckOq6KQTd371zvqyanfhyupybMbrcyx0xtUG0n6kXrJ8i01DRgdwtlxtWRONn4mRhrRxlLISei+nPsvbE0Jro50HcNb6ltmD3LlxgLrxGVlpJPliSLYmXz1uxKcOpFIryyZz0u4V4yuiTTlx1IpiZd7xbo/Dfm46yGTKqD01Jhr10Jlrp81u1x3xXeRX8nrVOoo15ZLHF0zf0yW539x653c3+GWU4p7vL87xmvfefk7lzcimGNC/GlbXN7dkqvVT0nW1DafLo0NDFr/oPUdquFzayy3aMPFycprF34a+x1CSjoao5SEoZTYiu1uIbHx8jKWYjjpKLKPmjE02y97p5oa2JmfmgyfWHSNrpW8363P1FdnYc51wxpx5yX9VKPXqM6rZrTY2fNpzEfoHK1hh6hTfpJNdS5uSVSZCCLV3Qm+KPdLXtcxsN37boo2eJI3dkbze7Y35foUW6oyjJW2KLei1drnXHZXm108JhozdGast2LOXl2O64+PEVlZTDXam2OdzpZSI8ZGH27o5xemjG1diN1Tc0sq35W2jnYGddMHJe5j2OjzMZqr3bTZpwb4p3ny3UdhiekK52O3p8HXpfDxkm7o28mU02xEcjaxHiOMDfd1uZZi5HoktKXfG3FtlZXsp8VLbhHjyNcDWtDPOjjor0veejqVLtjVvt9ZdH2NRz1GuY3DRjZo2HQ2YlSJnzmzWJg+UqpvRVek+Nl7HOY5s74c2aTE/Ofd9SaW13a9daFiw2bKyLPpnEw8WVWPSYxTrfMzHUcpE1cnwnhxPm3TZpidL9JdzSYn1aGaq244/CjdjJnac2OH5Vdts+I8/s/veVu9shzzI3xzVZdVUrFPqXU2lHZT9XWOja4BrgY8hpfUmTmRhI2i4q5MptV6huKvKvVP8lTZ6uuw7kdunnNN0s91sq/c9ywcrBWpWE8lF6LpjniHxFY8McD6z05dIF90s7TttsGRNqWybLhZGbmY0NZlrthssRRlaI24TZ587MTETLiMvV3z9ddALrtfFe7rlaL4zGQzVYjuhyKjW1a99PO8vjPLSKkmntDvKVOPmTxMeOLbkejvZsm703Nx29nZ2NPBtajQ+c26z3W7q9Vb8LKzVI3sx0VFnR44Ta6htuumtQWOGTdLVn4EPmYa7JxlUmumOSHPbETPgiTIejdTpYdh5+DonuxLHVUaplrowiimxRracctfZalMt4zEPiZpBn9mtuuczo91xbdb52Jdk0rW/Lwpfn4twysTISa51dpF73MiJhuzLppWtC3em/Mjd85STwLaYSgpV9fL0rST08RV7Ka5tZcRofHrBfMvTl0RuWIniqrI7cNZlIMyUJ22y2dpJSJa7hPCu4+gdK2Wne+inQ97VwbdiZmbkZjsh2DiI4rX7DXtiKJtjh5sTSZ3nzI+ja+/8C+jn5fO/9aN+addum2G1GUsqEdU2tYuLej0fFecI+f4Fuz7ov3Pg4uRmK7Mv6rHSespst3u2WRM0jlk1Oa5jpa6JbMTMTE8JiY5JiSY6P9Tq6O1fabyyZ2MfIbGQ2Pz46nmLN8NWTJOdKuh34XSX3Ja2dZjagVx821yzyXMz3xOyykUo1SZ3clCVdvGWNvKvFuhGNV1MrK7dWvWhxlGXucQYira7ihho5quJkp4q8y1DIeko1FZ0b4TUlsMfMU47MyZRorosueo7Hqa6ZGFck2222yvgNYgo2czLdPmJta9KqjdmHTOxx3Eh073RDCudk0db3/3TTNuQx3bPCHZj2Ncq6Y+9FG+Ka+Em+jLW+rs/o66SMvKvdxXXt9vxn4KymQ9ymK6W5FZRd+SfNjdzHn7w3vvaW5PTcWvHqc7Yxg5ys12HZFRlooST2uOvFaczGnHQ+Z3HTWoLQlC1wtVwwk3O2WqZGMsiyXUrsw5RjYr4Dlns14uisvt9ty7jCLmOVbjoLLxETNYh/VNmkP2ZiK0rSabixetb6v1HjNxbve7jcUGPhRqWSu9RkPiJiHRDuFaTMHNL6o1FpzNbNoumbbevVRhbuZZyUKw1/CHw3g6I2nUrzyehrvP0CcpxxOu09SCnb1Tjpx1m4KSenJHpMLXSNdFbtqLuhTTiWl3Ri46X6emi9CPMif20temnxU54bHCOUgT6D/KWmZ6SIrWf9U2+ePh6w09AVhtly1PcbrckG5WPYLXkXWEHxEpqKpeRtRMTE7PF0RzxBHwd6Ro7Pxz7KmlGEpdWrJ2Nva02VOzWT1fOzdDGsfQussrGjKQ0/d1UJisKNwsiWzG+sfs+MTySRiyC2Mq9JZN6SjHS17Htlr2TG+HNmkxMcsTBll06dOkrOuiuYjfsrBZL3OSxMaWp4yTK+an1WzMOhscKurMmPo3ic/UiV1vTpzIVuCeXcOEVXbKsPWjZjzfObWKREQXYN+9p1u7KpxYQlXtwhTZZO3V9EZKUIw18lmGzA0Zqy548ZOHY7pkoTxaqliLvTdHO10J0n5qlDLw8vAXdj5SC2Mszyklk3Jvb42viJg+z64b0l37I9YOjjUc59ihBHue22nKYkvgtYxsSm/EbTamJiZpxdSabNIPk2rL1qS/XpfK1EqurcWQzHV69OEVGdS3ZhrmQ1lJ5+EVniU7n3vmbyse36FXFa60qy1ZdfJt1TrivdT05DWtCNAB6RhkfRRprE1Vrq027PR67Bc5VbMZMua1yCCT1HRL2zEtrs0rExPEkNJabsVyb0g3bKwJdgWq3ZatvRl6zYSXWX2MWKtdDnyxscIdM15amXdDud0i2vTV6lW1KMxbdYllbM2bW2FsnJWdEpbCnVdYrFHS6kumJiYqXkNSdLOL0ZZtwVtMzecm8JYyKDLMm2WYSaUvUUUQhCjol/CHvbTmPnN7b2vefkwrux4xj6PjrTL2fWsnq20o9OzqvBymnz3om0RatWXK65V8esna7Jb1LjmsQ4LrwyeCTJ5K0ms0rwpBKN170LSp3Or0cLMxa7MZCdxVnLp96Wy6IrumnWSROkek67aV1hcb1nYqOey6NWx7xguZCCeQkrMbbWsa3ZTc2Y82NnZ3xMGQN0B0W9JDnO0Te1LJdVYc9tjuvBjnb+rQV4zMb4iIcpJbvOMY5kbd5rOeF1NfU24V+Qqqp/wAXWeiyjZLXpU3Fx5QYDmoIXS95Kdiw8tyC2Qr3Di0nIyoSrMsa7YirnQ3fSJNmDpDVFzTWUwrNc8piMuaq5LEXfDHtmjmTLWTRzZ3xPGDJOia059i6ZrJbc9GUMrEuKqKyc/lexJSJpPLE72zywXekDpZ1nateXXGslzWtOBbrgsjj4OJDUsZ3VqTtPVTa2IUeq/acpL61qSrN55ccujA3bXRfGWL18br7bNNlcNHJKcm3zPvjQ+fqpKoKOSVY5N7J2XMfEte2Y5HNnjE+CS7a9Lakvacq220XDNZG9+PjLKsjwbTGS2vgqZr094eHmeqOrEEE8dbUNoYvmMSiGsnIShm0+kRHF0KRE+I5pqOnq5abwErPlZtts+MnDMVZ2RjWtJzImZr1qrknqxHI6rood174uyN2wyIeh0W7cqpwyrpQrU4tqSg4xbk9ejhroNDA7hbLhal5x8/EyMNaOMpZCT0n059lSImhxG352TjL5SOMuqhj7HdCzE3uTR6yaM6x8NlrdqeEbUxU+qdLuDecnok05cdSK4eZesW5qYjs3GXRyZWQcmpMQouhMtc7zW7UV3xXeVug7Lwrf0fdI2dmYqOanho4WVGOtFU1FEOvUSh8cKt6yGy6N0xBT847vqnIy3RVO3HvVE4Qsbrm9tLWMml068NfdGnEwGNG6rdgfqEWS6TibO33R3Iv1WxSu3tdXTZpx2t1DK/5POFh52rLsnl4yGSyLDcHQ1dJirWujYo6IUbMQ6OSd5EZ/TH0kXJuWktf8nqMpJVBTFY1JmNCKrZbKbEoZssiGzSNnjEcpN/yb4e7WF3hjXPd6v3GGtbFZc6qdGx4Z5Dred+81uXOsylj0/yda+ossco+XKUY6NeAaGBMx1srL6jHSeqoopLE0k2y57nTM0a1sVmZ5ogZuDm23IdjZuMviLtptIrpuTUbWKxVr4h0Vjng+nLWX/8AojT+PesjA7s1Td4WZhLKJ7eHZG7Pnefxa7LpMebyeKtfnKUXPVN9Saqorl51xy02So90ueqqs+G8Znwzw5Ig73RveW8KuspjXLDpqUZZDlrKyyK9bZS/hWnjP3BofS+jjor0veejqVLtjVvt9ZdH2NRz1GuY3DRjZo2HQ2YlSJnzmzWJg+UqpvRUem+Ja9jnMc2d7XNmkxPzn3fUml9dWvXWhf0Cz5OTZtM4mHi9am9JjFOsozMmkqRPFPhM89T5p04aZ9WOka7pMZsIZr4uOPSPN2MmZc5sfBV22kDs7vV3b4vU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class='txt'>\n\t\tinside of it you can look it up by\n\t\tcreating your I mean you can open a bit\n\t\toknot booklet an RTD and check this each\n\t\tother it is going to have a private in\n\t\tPython style underscore jRD this is a\n\t\treference to the object in JVM so you\n\t\tcan always trace back the oddity that\n\t\tyou created in Python didn't really\n\t\tcreate it in Python you created dignity\n\t\tin the JVM and it had a reference to\n\t\t\n\t</div><div class='to-video'><a title='Go to video at timestamp 750s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=750s'>&#8688;</a></div></div>\n<div id='slide27'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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F73MiJhuzLppWtC3VNcqNPnKSdBdswlBSt8/LwrEnjvFb3U11ZlxGD49YL5l6cuiNyxE8VVZHbhrMpBmShO22WztJKRLXcJ4V3H0DpWy0730U6HvauDbsTMzcjMdkOwcRHFa/Ya9sRRNscPViaTO8+ZH0bX3/UX0c+353/mjXMc9pN2G9GUqqEcptZi4t4eHxXlCPn+Bbs+6L+L4OLkZiuzL+qx0nrKbLd7tlkTNI5ZNTmuY6WuiWzEzExPCYmOSYkmOj/U6ujtX2m8smdjHyGxkNj5+Op6izezVkyTnSrod+F0l+KWtnWY2oFcfNtcs7VzM98TsspFKNUmd3JQlXtRlTalbpb0IxtXrMrlu7lr1ocZRl5uIMRVtdxQw0c1XEyU8VeZahkPSUais6N8JqS2GPmKcdmZMo0V0WXPUdj1NdMjCuSbbbbZXwGsQUbOZlun1E2telVRuzDpnY47iQ6d7ohhXOyaOt7/6ppm3IY7tnhDsx7GuVdMfCijfNNeyTfRlrfV2f0ddJGXlXu4rr2+34z8FZTIe5TFdLcisou+ZPqxu5jz9Q1fVpaJ4bS26e053Yxg5yuZ3HcioywoST3uOeKx1MY44Pmdx01qC0JQtcLVcMJNztlqmRjLIsl1K7MOUY2K9g5Z7NeLorL7fbcu4wi5jlW46Cy8REzWIf1TZpD9mYitK0mm4sXrW+r9R4zcW73u43FBj4UalkrvUZD4iYh0Q7hWkzBzS+qNRaczWzaLpm23r1UYW8WWclCsNfwh8N4OiNp1K88noZ1PwCcpxpOex6kFO7zTjjjmbgpJ46I7TC10jXRW7ai8YU04lpd0YuOl93povQj1In+NLXpp8VOeGxwjlIE+g/wA5aZnpIitZ/wBU2+ePZ6w09AVhtly1PcbrckG5WPYLXkXWEHxEpqKpdptRMTE7PF0RzxBHodUjY5Pxr7lppRhKXNq5O4297G6p3MyeX1s3BjWPoXWWVjRlIafu6qExWFG4WRLZjfWP4fGJ5JIxZBbGVeksm9JRjpa9j2y17JjfDmzSYmOWJgyy6dOnSVnXRXMRv2Vgsl7nJYmNLU8ZJlfVT6rZmHQ2OFXVmTH0bxOfqRK63p05kK3BPLuHCKrtlWHrRsx6vrNrFIiILqG/q07bvVVmlhCVvfhCzcuTu5eyMlKEYZ7lmGzA0Zqy548ZOHY7pkoTxaqliLvTdHO10J0n4qlDLw8vAXdj5SC2Msztklk3Jvb52viJg+z64b0l37I9IOjjUc59ihBHxe22nKYkvgtYxsSm/EbTamJiZpxdSabNIPk2rL1qS/XpfK1EqurcWQzHV69OEVGdS3ZhrmQ1lJ5+EVniU6Rq9Xqdx76obcVvZsq5dVXb48N+1O3FedPHQa1gjQAekYZH0UaaxNVa6tNuz0euwXOVWzGTLmtcggk9R0S9sxLa7NKxMTxJDSWm7Fcm9IN2ysCXYFqt2Wrb0Zes2El1l9jFirXQ58sbHCHTNeWpl3Q7ndItr01epVtSjMW3WJZWzNm1thbJyVnRKWwp1XWKxR0upLpiYmKl5DUnSzi9GWbcFbTM3nJvCWMigyzJtlmEmlL1FFEIQo6Jfwh7205j5zV9Wvyr6mFq7TxjHwenWKvd9a5PLbSjt3cp9C6zT570TaItWrLldcq+PWTtdkt6lxzWIcF14ZPBJk8laTWaV4UglG696FpU8XV6OFmYtdmMhO4qzl0+FLZdEV3TTrJInSPSddtK6wuN6zsVHPZdGrY94wZZCCeQkrMbbGsa3ZTc2Y9WNnZ3xMGQN0B0W9JDnO0Ve1LJdVYc9tjuvBjnb+rQV4zMb4iIcpJbqUYxrI3dTVbKi5m3zN2ivVHNWp/a5zwWUbks7VNxccbRgwHNQQul7yU7Fh5bkFshXxHFpORlQlWZY12xFXOhu+kSbMHSGqLmmsphWa55TEZc1VyWIu+GPbNHMmWsmjmzvieMGSdE1pz7F0zWS256MoZWJcVUVk5+a9iSkTSeWJ3tnlgu9IHSzrO1a8uuNZLmtacC3XBZHHwcSGpYzurUnaeqm1sQo9V+05SX1rUlT1OqjV2KDTbVi/GVLz8b1+9PDiuGHJKUm31PxjCPn6qSqCjklWOTeydlzHxLXtmORzZ4xPYku2vS2pL2nKtttFwzWRvfj4yyrI7G0xktr2Kma9PeHh5nojqxBBPHW1DaGL5jEohrJyEoZtPpERxdCkRPmOaajp6uWm8BKz5WbbbPjJwzFWdkY1rScyJma9aq5J6sRyOq6KHVvWb1RpsaiHgdi7vytThVXpQtqcW1JQcYtyednDOBgwO4Wy4WpecfPxMjDWjjKWQk9J9OfZUiJocRt+dk4y+UjjLqoY+x4wsxN7k0esmjOsfDZa3anhG1MVPqnS7g3jJ6JNOXHUiuHmXrFuamI7Nxl0cmVkHJqTEKLoTLXO9Vu1Fd8V3lboOy8K39H3SNm5eKjmp4aOFlRjrRMpqKIdeolD4ilW9ZDZmOWIKvpHf+6air5i1O7T1CsShC43bm99RzCTS254Z84xxMBjRuq3YH3hFkuk4mzt+MeKL9VsUrt7XV02acdrdQyv8Am84WHnasuyeXjIZLIsNwdDV0mKta6NijohRsxDo5J3kRn9MfSRcm5aS1/wAnqMpJVBTFY1JmNCKrZbKbEoZssiGzSNnjEcpN/wA2+Hu1hd4Y1z3ej9xhrWxWXOqnRsdmeQ61O/qa0WuuVSp7P4ObfMXLjlHu5SjHDXYMGBMx1srL6jHSeqoopLE0k2y57nTM0a1sVmZ5ogZuDm23IdjZuMviLtptIrpuTUbWKxVr4h0Vjng+nLWX/IjT+PesjA8c1Td4WZhLKJ7eHZG7Prevxa7LpMeryeatfnKUXPVN9Saqorl51xy02So90ueqqs+G8Znszw5Ig70jV5aha5yzG3Kjs2lGVQ5ZlcuRXrbqX2Vjvn5hg+l9HHRXpe89HUqXbGrfb6y6PsajnqNcxuGjGzRsOhsxKkTPrNmsTB8pVTeio9N8S17HOY5s72ubNJifjPu+pNL66teutC/cFnycmzaZxMPF61N6TGKdZRmZNJUieKfCZ56nzTpw0z6MdI13SYzYQzXxccekersZMy5zY9irttIHJ3VXe1i+p1cb8a9XLtu3zkZ8xzcmt3CeYZjh44Boneh1nR7rK6YOm7loxB2S3DWUVuf3lmQ5dRBm1L3INc1jZfO/ZdERyGMa+vWkM1V+BZNKo2J+LlrMUyGZ+RluXayXM2ZYvFGxWId6s1rwqTP82/8A6zsX/wADn/8ARGGX3v5dP/HZX/TPL7Wm2FypurfqnGNi3fUHV1Tt78pPL3Heccfw4wZ1GaaM0to6y6DV13qrDybumpnzbrfbEVZx01HxFXKLKRO1s7+XhTdNTVctZ9D91teYjGg8i0ZkoKeJr4lwco2Ftmer63b2I2a02vUcatAdJFktdgy9I6ttil1sGWv4w2UXQ3KwV5iIlVGstiYpFaViYn8C7eeiHT17s+bfej7UDL3j4absjKtmQ2E7ljJREumYbEN29mOSWRWnCZK6mFq3qt6ervUIRldXglRZvVMKSMOG7CSp7ijF52u7HHaaYLiWy457F1MXEyMlmOzrF3JJPUaiz4aksbMMbv4upHA1oILZKyaKKb1VFHQxiabZe97p4Q1rW1mZnkiD6F0I1jTXSZX/AO7j/wDzTFOjnjrzTP8A6tg/9Ow9C3qk3UajZUFu0lqE4S3m9/MN7j8KMwR33NdvG1sPxDM8ZQY5RdDqFetRYyIlz1GbG01rYmJlzoiI5Tatpq/4yOIuva89JPMlrcV78ZVrciXdrCUyyjpnkiOMn1yxOY3+cZrOVGNUZFrucvY6Npr29Tj1bMcsTHIUdH9IOobn0a67uNxyfHcmzr42RalVmNf93Kr7aTXY0TFGQjHFKkepO4gz5T6huQnapKeUeZsXZ71yaf403BKPB7HxbfUbuny7PsN6teWnh51uzMTIV2eqRXQUTUU2po3Ya5sS6s8IpXibPRfUfi2VkzabjCOI6WZSviq2xjujtmqzsepLa+tDqU5T6Pm3LO1Jobosvd1WfmZ7NVeJuylZ2llEvGYdR7989pG/mMixdW3Vfp/uul3KVsimPlIq23Zb4sq6cSF1Fnsp6yij67T5rMxNBPlRqMISiqSm5y3G+7idy5uLmWs7r3ftJ8M4wxg+J5Gn73h29G45NtzkMNbgjkqY6rUFObZUluzMTycTtns14uisvt9ty7jCLmOVaggsvERM1iH9U2aQ7ZmIrStJpuPpVl1PdtZaR6V8K6rzk4mFieNW7GfEdVgQgspCaeO2lE2Na1kQ2I+afPNL6m1DpzNb90XTNt3jCqLV4xlnJQrDXTs7cN302nUrurJIodWrq2zVxlT00L1qNuUY78+blC5De4yUXJNJ44LbsGC10jXRW7ah8YV06npd0YuOn93povQj1ImOu2XJJcX8+xyU4kTbrVcrstCODiZGWpM02EEnqu+OE2zT4zOf5y8zPSTEzWa2i3zx/WGJaZ1TqLTeX/qe6Zlu8YVRhfxZVyfWw107MO2d9Nqaecs0qqv39Dt37Nu3G44ScY3Lt2cU1J/5kozuNdrMJ7X/AESXvTF1w8K222657XWzCyMlVmMqs1uUq2ZWTa5JLZox0UiJmZ5zEF0FsVZ6K6b0lU3SxRN7Za9jo3tc11JiY5YmD6r0/a81lYNeNw7VfblgY82vBV6nHyHpp7b+s2nUjlmnGT5Xl5eVn5K2VlLPyF1nuUVWUnaeo901c508szO+Tjk3WatW0Nm9W+CuM1LErcrjuP1muMZQSSx0PJskk/7sGsAHpmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAE1oDT+XqTVGDh4yeMs5j4yXIZGc23tyGIuhzkGZDuLFFO1Zs8eU+svsWPpm3Z7X2yydG9uzmuSu1zWvbbzfczHmaq4dua1z5bKu6Z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class='txt'>\n\t\tand well these J's appear everywhere in\n\t\ta lot of private properties on methods\n\t\tin the Python API and they are standard\n\t\tfor Java I mean I'm not a huge fan of\n\t\tjvm languages I like a Scala and I like\n\t\tPython and that's it a Python it's not\n\t\tin the IBM of course the connection\n\t\tbetween these two is through this\n\t\tgateway this could be object it's\n\t\tcreated at the beginning and if it's\n\t\tpassed through every time you create a\n\t\tnew RDD\n\t\tI mean it's the main connection that\n\t</div><div class='to-video'><a title='Go to video at timestamp 780s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=780s'>&#8688;</a></div></div>\n<div id='slide28'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tI mean it's the main connection that\n\t\tgets you back from Python to whatever is\n\t\tin spark in past part they are two entry\n\t\tpoints to create this so you create an\n\t\tRDD that is it you just type blah blah\n\t\tblah did he paralyzed whatever and then\n\t\tyou have pi blind RDD this one it's kind\n\t\tof internal so every time you want to\n\t\tmap the partitions of an RDD in python a\n\t\tpipeline target is going to be created\n\t\tand pipeline that leads the one that is\n\t</div><div class='to-video'><a title='Go to video at timestamp 810s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=810s'>&#8688;</a></div></div>\n<div id='slide29'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tactually doing the drawing the work so\n\t\tit's a bit like the this matreoshka\n\t\tanimated gif it because uh you are\n\t\tcreating things in python and they are\n\t\tinside other things that are inside\n\t\tother things inside of the JVM it gets a\n\t\tbit confusing in the end you have Python\n\t\tare deities in the scholar side and\n\t\tpipelined rdd's in the python side this\n\t\tis transparent for the PI spark user it\n\t\tis just right Rd didn't map F when it\n\t\tworks but it's important to know what it\n\t</div><div class='to-video'><a title='Go to video at timestamp 840s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=840s'>&#8688;</a></div></div>\n<div id='slide30'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tinside this material I think because why\n\t\tnot get into the play into the picture\n\t\tit will explain why it's Astro so we\n\t\thave an angry RDD because he's a bit it\n\t\tin Python we want to apply a map F F is\n\t\ta method in Python whatever this create\n\t\ta pipeline that ID its internal the F\n\t</div><div class='to-video'><a title='Go to video at timestamp 870s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=870s'>&#8688;</a></div></div>\n<div id='slide31'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tit's pulled into our internal property\n\t\tcalled funk\n\t\tand we get a pointer to the previous RTD\n\t\tand we have a J or diddly of course this\n\t\tJ our DD it's where the magic is\n\t\thappening we have a Python or DD in the\n\t\tJVM these are passing a Scala\n\t\tobviously it has some dependencies\n\t\tbecause all our T's need to have a\n\t</div><div class='to-video'><a title='Go to video at timestamp 900s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=900s'>&#8688;</a></div></div>\n<div id='slide32'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tstarting point this dependency goes back\n\t\tto the our DD we had originally because\n\t\twe are going to map it with an F it in\n\t\tPython whatever it is still an RDD in\n\t\tscholars you need to have dependencies\n\t\tand we have a computer methods because I\n\t\tneed to be there the computing method\n\t\tneeds to do something with F even if\n\t\tit's in Python you need to compute it it\n\t\tdoesn't matter it what the magic is\n\t\thappening in the end all the\n\t\tcomplication it's how do you compute\n\t\tsomething in the JVM that it's actually\n\t</div><div class='to-video'><a title='Go to video at timestamp 930s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=930s'>&#8688;</a></div></div>\n<div id='slide33'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tin Python well you want to run something\n\t\tin the executors and that's going to be\n\t\tdone by something called Python rather\n\t\tPython run is going to start a Volker\n\t\tit basically creates Python process\n\t\tthrough a connects to be a socket send\n\t\tthrough the socket a lot of the data\n\t\tit makes the worker load all the\n\t\tlibraries that you need and I had\n\t</div><div class='to-video'><a title='Go to video at timestamp 960s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=960s'>&#8688;</a></div></div>\n<div id='slide34'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tdrawings for this one but otherwise it\n\t\tmakes no sense we are in Scala this time\n\t\tPython Runner is inside of call it\n\t\tcreated by compute so as soon as you\n\t\twant to materialize the the computation\n\t\tthis creates a Python worker in the\n\t\texecutor and data goes through a socket\n\t\tso the F is being applied in the Python\n\t\tworker and the data is being sent back\n\t\tto the JVM as you can imagine there's a\n\t</div><div class='to-video'><a title='Go to video at timestamp 990s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=990s'>&#8688;</a></div></div>\n<div id='slide35'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div 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class='txt'>\n\t\tdo it to back this was covering our\n\t\tdisease but dying yes you are not using\n\t\tour do this directly anymore\n\t\tI'm not use data frames I use data\n\t\tframes because then I can optimize my\n\t\twell I don't need to optimize it I mean\n\t\tcatalyst is going to optimize code for\n\t\tme I want I defined a D a G and the D a\n\t\tG get optimized so if you're using data\n\t\tframes it when you get the advantages of\n\t</div><div class='to-video'><a title='Go to video at timestamp 1050s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1050s'>&#8688;</a></div></div>\n<div id='slide37'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tusing a spark after 2.0 basically a plan\n\t\tis generated so you write all the\n\t\ttransformations you want eventually Duke\n\t\tright or your count or you basically\n\t\tcreate an action this plan will convert\n\t\tinto a logical plan optimized logical\n\t\tplan physical plan when you were to the\n\t\tphysical plan something get executed and\n\t\tall the compute methods start running\n\t\tbecause underlying data frames that are\n\t\tstill are get is the planner optimize my\n\t\tcatalyst which is basically something\n\t\tthat removes branches from trees if\n\t</div><div class='to-video'><a title='Go to video at timestamp 1080s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1080s'>&#8688;</a></div></div>\n<div id='slide38'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tpossible so it when to it gets this\n\t\tlogical plan and when you have a filter\n\t\tat the end it has to push it down as\n\t\tmuch as possible because the less data\n\t\tyou move around the less data you're\n\t\tcomputing now depending on what you did\n\t\tin Python catalyst is going to choose\n\t\teither the Python UTF runner or the\n\t\tPython ro runner that's the good one the\n\t\tone that uses our row the other one it's\n\t\tthe old version of what is using all\n\t</div><div class='to-video'><a title='Go to video at timestamp 1110s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1110s'>&#8688;</a></div></div>\n<div id='slide39'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tthese pickling things so you have UDF\n\t\tRunner serialize be serialize and send\n\t\tback this is basically the same as the\n\t\tPython runner before and the only thing\n\t\tis that this is the data frame\n\t\timplementation that the first two they\n\t\tare good implementation but when you're\n\t\tusing the other one I mean we just\n\t\tchange the names we are sending record\n\t\tchange the names we are sending record\nmatches\n\t\tmatches\n\t\tso what internally the in the worker\n\t\twe're converting onto pandas remember\n\t\tthis is super fast because our own\n\t</div><div class='to-video'><a title='Go to video at timestamp 1140s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1140s'>&#8688;</a></div></div>\n<div id='slide40'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tpandas look the same internally we play\n\t\tf2 the call\n\t\tit is fast because it's columnar so\n\t\teverything it's kind of optimized for\n\t\tspeed and we send a letter back that's\n\t\tagain kind of cheap because arrow has a\n\t\tserializing format so all this movement\n\t\tand the computation in the Python side\n\t\tare faster already and it's like well\n\t\t\n\t\taccording to the kind of official /\n\t</div><div class='to-video'><a title='Go to video at timestamp 1170s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1170s'>&#8688;</a></div></div>\n<div id='slide41'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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3IiUDukdZB6lHa3ofVGna+1QKnTnreoPzagwzskH+1luQk1IHdnEy2Ag4QHJRd/XPDPVvDuVlGv2kGBexmWJNuxdgS3jeiTHqkMg4K6emuBPEHVtDta3S7WznZXQmWZu3bbUpbkzA5jIbPOBwgIaikVa4V6307XqdRKnTTbXNSdgzZTLkZWz85kRG69HMdhO3pC/XOFWtIax/egLGLtWEYzm204JsttyjvBxx0DdjEDrJ6kBHEXu1Fp++0xV7ilXs7adzbHde9VeFw3CXTAzgMb0eqQ6Cv60xpmsavrVtRqQx6xeXJl2cDIQjiIyZSkdkYgdZQHPRdXV+ja/oesypFat4sXQbg6BCYchKDncyjMbCNh96+urdA6j0S1THKyyy1Gp2/rNr2bsXTJvzdssdyfOGwoDioiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAInWmCOsYQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREARE28xCAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIm1AEREAREQBERAERAMoAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgLY4SURy00hSvg902dW1lW36VKowAD9OpVkz2t36tPri47gjI29S87dfpWrq1U9IaX09pWwaLF0xZ1Ks77lUvLiGYQcF5OWRdPSzJqJHWvzg9X5VWg2VAs37a21DQavKu6fjdTDVvUouQ7O8phcOyLjse427c+JfbSV3QdQ6/wBV6YtaKbCmVa1vbx6Fz2U7ui1WxYm7J+3uW9sGmX9+MBvHYetQHQ07pixlpVmgXNpKnQqzb2mq3bvddhqa0lN+nX0t44xdxO4JbARgbV+cKrG5plC0xY3Tcmn7XiTNh6Ehgxm3YyjIEeUL2/C8as5pS0qLhbd1rplpp646W6xTX5CnVLq7qU4iMp9IIX9tXFRf1hoq+LPZtVTULPw0wAR6jqKmsu2t15vR622YOg527uQgIZwvrWoNOcV63VqPQ36/6s5VvXbVgfpo2s7oiU2jg/pBIDdHxupTOtaX09xA0lq6v6XvNWaZu2Wn7irUuoyuGrK5O7J5xktukxwd07YSxE481Vxp2417b8QazLRU7uF+L2oTdLBiGwxC5mZG47X9D2QOMl3zV3ta6t4+Vm2utP1kzYZNg9ULpu1hZsRubFggOOl+3luut57oQltOzCoJxqygUmu8NOG/whrG30jG3sLdyLrspCV1m2azBvdcb86HX09a9VDd07xM4lUmp0501SnaIpAanU3xuwvqhLAa86fWIbhdMzjzjnqVMVPUGvNe6YsrW4ELyl6cNrasltthk25uf0DMZEYnPf3d0Hbt2lfV6rcR9DWF/wAPXGZU4VFxuV1aRZZNzcF4R7MC4b3jKMwAPNljrCWBb2vdIao1vwqrsNQRsnazTL+8q1N9VuG7mXqglKYYMoDYQ1KUAPuQudSqDY6i5PGj7O81MxpaHr05wvHiQHJ9tcxDMd1xvzpb2R53Qq+0sxxd4f1jUHwTavtXdPpwnWWXewuos2bgExKbc5zjLZg+bmQXjjXuImtdF3NGaajcUOgznVHw0wwzG035uHeLgxIjecnhsEnHRsRAtHXzzWnazwk0RN+6qlzY1Kxup1W4iR27cnNyIbmZS3uvbgndACmNdb05dVzVlG0/UGbHWtRpQeL5iJPNtxgINNtzPcjpMY7RneVLtvcbNT/vctzb2929RW7C/pLjppzV12Tg/wB2O+67GbsZiG2B3js2hc/U9Q4r0fX1P1DVcMahfcjC1NpO0dk5NrDfZFq0m5HbkRMJAb2epLA9GimNKUm41NZaptqxCsM02rN3u+9aRbkRKOQyLhsuesyPcyJlnrCmHALSIYpOq9Y0FqTTrjT1M0/8JvNQcg4YRLjjjwiG875AzEdQKr/iPSeJFQuv3yappgacuZN2zlxbt2oj2u75rb8bSUuzeI2YdEZnC9NatuLkND0+j3ti7b0OxnB+DLMLdt1mTudx29i1P1iAmZbJvxA2oCd8fNGVmr8O9O6mqMbdys0mLdnV52rsbiDjc9gc7SI24ntOQMby4/KbH/VvD0//AIT+Jn+5cCmw4v6TtJ6Qt7QzZ1I1J4WhFrUI3DYG7J2Dgm5FoD408xxjJ6l4uJt7xHvI0ZnV7G63Z28remuNxtyxJuO6DGL1rKbTko7oyN7I6UBEkREAREQBERAEREAREQBERAEREAAJOAMqW1/TFLpXDLSd+LQ/C9Zvb96b+XN4WbB7ODe5vbgBmRIS3clcvQ09VW1bjeaasXL69t25ExjZi9jCDn6Mym1KE4427CR1q5NQVbiaNV6Po1lTd+zlZ0n4VuZUhlxiD78hK6EZlncaEI7CI4AK+R6hxKen1GjoQnQi88qs1LU9KVqcG7NZeH5lRWPEjTNH01qHT1Is7QszFKpU6kd5w9rd3I33Sd4ndOCBiOBzBf3xz0zRdJa4+DqNa+qWvqFm92W+45+kcEt6WXZSltwOldnjDqnW19qp6mVGzNnRzWofB7jlhBhx6Ns5uwMbktxcnHB3sZxgheXlK+Ek+yqf9k158M1OoqavBc9W/UhqpyUK7qqV8rWbs5IttuZ5dJ6WoVS4Razrt1aRdqNOubWFnc77gLMZlneAiJCBzvHugetRFqj1V5lh5qxunG7hws27kGXJQecHXBsiOJyH4MclT7Q3gF4ifTLL9jrqUrVFzpHk8U6o2EWo1CVXurazuptwnOzLpl2jzO+CIudnEwEusb2VZ4rq8P1mIdKPzDnrqFGEJyajHqQ4p72V935mSs6ppbUlEai9UqRUbFuXcuXFs81Ak9Q3pwAz4l5bGxvKlcwtbO3eun553GWG5OuTwCTiEAZHABJwFaXCHV+oNesat05qa+drNm7Qry6b9cPbTZebwIybkfOjjeyADjIBCrGnVKoUW/je066fsrlmUuyfYnJt1vI3TuyicjIJB8S9+ixLXVdTq9HXpaeGopQjOEqU5yoyUr2u5RU077P2ewM7upbio22j6LRb7SXwO5ZXD8zVXLV1i4v+03j2cy403ndB6t6XUMYUct7d+6egyw3N5yeyDbcZTnI8wjEEn3BWXxKqtSrXA/QN/Urp+9unqje9q+/Mzcc3TcRjvSPNEADxBVxTqjfUi9ZvrC4dtLlk7zT7MtxxskYzGQ6timB6mrqNNrJdKnCrDUVYW61WpTclzzVE5JN8kuHANFncPNLXuk+HFa1V+9b4Ur0r1m0p9vUKe6/2LJEN56NtKG8Rkk7wHQNqh/EPUupa47YN16g2NEeZi7OHq1MNNncxc3QZOCQy4I7uInqGSpvT9dawnwEqtYlXanKoN15m3heesT7eDRi3luM+sR29SrCuajrupbhu4rNSu6k61Ds23Lp2TsoQzvbsTLqGSThePBaWJanF8QramOll0tTkv19TJ00o7RpxlCMLebduwrOtoK0rlKq9lXm9JXGo7NsPYYds33bV/MZNkicWnIEwkc9UtoXDqbsnqleOSthZmdw9M20RuxtzKZPYiJ2gN9zjHQp9yetU6jGvKLQxVb34L3b0+oF6Rtdlu85+rPm/rPO8qhWq++iuj/8AKX/1lxeyhqa7x6tp61On7NBThUhVqyvByayypytTUvNq5OVzyWVhfVK4hbWVs9dvz7hplubjkvJGEZFeiracr1C3PhSmX1hvkiBubd1oSIGSImcQCR0gFWnw40tqKmcIzV9J+pMV6tXrjc7+6eYt52tizOcDBhx7G7KUoHq27c9AXV0jprXlSplcofEOo06q0y7sXTauv1K2u7i1vB+rm1MefEbTz7R0Lzav1VKlXrqnHSyo6ep06kKlWUdTNq2bpQUbO19szLYoxtp15yLbcJTnI7sYxBlKUj1AAAkkqS6T0hX6ZrDTUqtRb22tnqpYxzd2jkGZiT0PNl2kNzbzFd7gVYWlhPV+qn2W7h3TlKdetIuREm43Mw5uuEHO0Bs46RlfnDri7rOo6+pdvW6m9VbCo1Bpi4s7rdct4F1zDc2YEYak1PEoGOMYwt67F9bqHq6Ogo0ZRoaZVKsqtScJ3qQclGnljL2knd5rK4se2elqDXOUhd0S+sWZ05y4uRO1azbt4hYSnEDsDDdAmAfNwvle1XgPKuXtDqGkqlRwxeP2Xwna37z/AGZadk32sm5zPm5GcbkyurTP/wDKu4+lXf8A+mzVY6z779Q+1qj9acXgw3TPFdRpIV6+rhlw2FSPS1NanlqZn7TyTipNf6rr6A6nFDh25oCq24YufhClVFkXVMvQNjrUsHckR5u/EEE46wQcBcil6V1JW2y5TaTUL2A+OxbPOw/lQgY58WVPeI28/wABuHT1zj1iL7jbRPddh2bwHXtxuhvxdS82mBx6qOnKe1Rrq9ptHtWxC2elcW1LalDJIPauyam8B1A+ds8S92G4rr/2bPNX0kq1HUVdN1dXVdCNRR2Urwg7ye17EIFUKZUKVcG3v7S4s3h1t3DU2nPLuzAOPGu1w60HUNb6kplh6reCxffAurttqe40zEEzPa7hbEsDAyesqc8XrGs3XCPTlQ1K5Z3lbtao5aTvrd5m5LzEm3MRceZJjI+bEy8Yz1lcnk9ap1F+/wBodD+FLz4LIvf9x7WXq39mec/V5wfP87yo8a1+owbXV6MNPCvpnWpzeeo6TcU/bg1C77Gi2ItX9B6jpNRqkG6LVvVLW5uYxfnZv7vYNOSEXJTDQhgxGc7B0rj29vcXb0GWGnHnJnEW24ynOR5hGIJPuUn1hxF129Wq/TnNR1aVn67f23qxuZ9iWe3ch2ZjnG6I7Mcy5+gbrWFpqFuekoPuVObTrUAyzF6Qg4MSkROMoAD8OWBE9K9OHanFJYbGvrPk4y6UZRl1aijfLdurKdOOVP8A0pkPjeaL1bT7U3d3Q6pb24GS85ZvxhEc8pSgBEeMrlq7+HVrxottXWkdU1Ru6p90ZtXtPv6rZXDkm5tn9XbRdnLfB6IjqyCqs1FQRLiFVKHT29kq2/Z2rY6hvXJhCPyY5x5AuegxurW1tTS6n5OWWg68aukrSq08qbTUs8I2f1WxWrE94ccK9MVnhyXKtbA12uwqk6E4ZuRk2LNnzCIiUYnMwTticgqqHWXGXptTGJwkYSieuMonBBHiV7ak0trqla50L8AUa5uKPpq0srUutTbhBztMQvJYLgPnNbDsGVW/GzTP71+JVTZg3uMXrkKjb7Nm5ckykB8l3fGMr5/p/F5VcW1Dnq41462NSrSpdSM3RdKTSjlTbheNnbYNbbEet9L6jurwWbFIqTlyW4uhiNq8Xezl3Lm5uZ3JdEsYK+NTo9Wor/YVKxurF3GezuWZsyI5wJxGR4wra45a/rmlp6dp1BuDS3rqi2VxfXlsBC7fiImDLMncbwbbAkcDG2S5dZq99rrgFOq1xz16pUiuN27F87EG4kzOMcwnMbZZ39pPXgZXpoeocRnRoayppNPDS1NR8s1GpPrpuTippOGTLf8A1XsQrmnUeq1h7sKdZXV85+BbsuPSHlEInHvX1q2mtQULdNUpV/YRnkRlc27rMZEdAlOIBPkUh4au8WXbK/stE+uNsOuQcu7hgMswbnGJAzdvboazH4ocGcKf0ama6veHuuKbrm+tKu21TJ3dlKV9bVC6tbhqMpZ3mZynAAiO6T05x0rtimNanD6jlH9n1aMJQU6ary+ZtJpdzJlVr7Xe5eJT1Art3pyqM1K0btXXmd8RhdsQuWDvxMTvNOAxlsOzPUp/xYvG63wp0NXHLGm2l7fXN2bmVlaM2sZ7sZxAw1EbPNBxnrVZqxtfeAvhz+Pvf/dUxy3zGE1o5oylqoq6lJey4t2e+6v5hFf2FOv6o/6vY2r949uyn2TDU3XN2PXLdbiTgdJXylGUJGMgYyBIIOwgjoK7HD/U72j9X0mstk7tvcRFxEfHt3PNeh48wJ94Xc4q6IlZcSRaUuIcttQO297SzHuJRv5DZHGzEXCer4uF6a+Iy02JQ01WEY0qlGc6dW770O9F+G6IRF2l1JizZvXbO5btnyYsXE2pxZeI6w24YiMiOnBUo0VwtqmoqHqWqXNjU2xTaaX7CMGHB65dyl5jcRJslyOBIy3NvUuhx3qbFnU6Lo2wmPU9M09i2lubIyu5wjJ2eB8bucnnyOddzhhrfV1/w34kXV1W6i+/TrC2nYuzfnKdrIh/MmidsScDOOYLwYhjGLywT53S09PSc6sYwc5VMypupGMZK0Gnm3vw2C4lY1LTdfo7IeqFLv7NondDlxbPsxMsZEQXG4jPiylHotYqrhlTqbd1HsJNydixbuvxjk7A52UZYEsEbcdRX3rWt9XaitY2tXrdRqLEZhyLVzcTdgJgECQEj14J2r80xqfUOnLwfBFUvab27rIe9Wek0HRGXm74j3WN44zzr6GbEnopyqR0fXy3jBTrdPLb+qeRSTa4NR4jmeviNVHavqEXDunG9LyFrbtfB7bM2B5gI7Yxm23tc593oXBAJOArB5S5J4kgnppNPP3nF8OAdCplS1PUarUmI3NvQKXc1XsJgFtx1rY3vAgg7u2QHVkBcMPxONH09HXzptKMJS6aqTqNvNbKp1bye/OQtuRq20NrG7tRdMUCrOsEZDkbO4MSOcfo9oPQQuY8w9buSaebm05AkThOJjKJ5iCAQfKFLarxz4l31TcvGa9dWLfaGTVrbbjds1DPmw7PdMZAD8LJKj7VXN/qVqrVqUrztqg1dVAkRy9EvCb2wADzhkYGxdtFXxapT62po6WEHTzwhRnUnV3V1F5oRhf7LB9LDRmrapbC6sqHVLlgjeDzVo/NuQ+5kG8H3Lw3dndWD82Lph23dgcSbdhJucfLGYEh7wrn1xDiVXrj98HDnUZv6GGWSxTaTcwaesYwbALc7QYzLIORtltxuqpdWVvUVerT91qFx5yoxjBh7tmwy5HshuiMm4xgIkdPmjJJK4YRi+rxOrLOtFTir3oqpVWshySqUp00l4PxK1Y5qIi+lexCScKdM2uqddUin37MnrIzdfu4ZlGM2WGpuSiZxIIEsYyDnauhpLTdCqceIFWubDesKTTrt2nMmbwi0+8+YWgzGQnLciNglI56Qpdwev8AiNTNN1su0t2FpTqE+9RgaXAPXVy9LLO652XaPDzjIjJGNnUvaxqTixbcMb2oOUmRrFzV2rZliNFaiY2bbO/ObjEWMEGWyMpg9exfnMWxjUPENTTpVtOoxWn06trMu9SeZuyhxts/LzKV9wm0PStW1KrXVacfhS6JT3KjeNsbH3xDqaifi5wSTjOzYupHX3BabhtXuHDsLXOBcN1J03ePwt0kDe8XaFcfSPE6q6V1hUazfWjN/CqB+3rFiYRYbfadP6SEYRjutyBHmjd3eghSGPD/AIXcSZSc0VW3KHVXRKUaHVYgNyl1lth4ZJHNuyc8i7YlG2rVTE/n/kujTVKro62o6VGX9XV+VlGo77WlJNJAgN7b29Urty1QbO7LD1w76jakSuLkM5JhE9nEmchEZlgL6WGkNUVRt5yxo1SuoMylB2TNq84ITicShIxhskOkdYUk4TUm/oPGaiUyoMyYurS/eYebPxZwacBwekHrBGwhe3iDxZ1lSdeVW2olTdpNhTr95m3sbQRatpbjh35utiOHJOyzJwzznK9M8T1S1lHQ4bToV4S0qrxrV6tRqyfOSU5Sb5P3kK/dadYck07CTc4ExlCYMZRI6CDtBXtpeldSVtsuU2kVG+gNhnb2zrsP5UIkKacerO0vv3o6sYYhbvahpEH7yDcRFudy2IbzgA6T2gBPThNM/wAPNS03T2qPdXtMo9s2IWr0ri2pbM4ZJ3u1dk1N0DoPnDC3TxmtqMNp6mmtHp6vUlSnHVV5QpqcW01Bxi3LfhtctiB1Cm1ClXBt7+0uLN4bS1cNTacxz7swDjxr8Zp97cWz10zbvusMbgfeg3OTbPaEiHaTETGG8QcbxGVanF2yrN1wj03UdSOWl3W7WpuWk723eYuS8xJtwiLj1uTCUvNiZDPWM9ZXl4H3dlT+H3Ea9vLVq9btGbG5Fu9+qdcZD7jQmOmPaCJMenqXH/uPURwnUazoUp1tPqFQlCnUbpzedRvCTs7NPa6FtyBfvN1WbD4QFEqhtNztPWBaP9nuYzv7253I6T1YUr5PVjZ3+rKs3dW7FzCNBqExF5qDsRIdniQE4kAjOwjauRf8ZOI9RhdtPV+6DF004w5bNxbhbhpwGMm22xDEBukgY2gdK7nJvEjrCsCEZTkdP1HdhEZMjlvER4z0LeJ1cT/Yuuqapaej+izQ6FSo5L7cpRik1/p2JbcgItn7m77C3am85NwwbabiZzkc4EYxiCSfEAv29sL2m3Era9t3rV6ODJp6Em3IgjIzGYEhkeJWY9RjwI07b1u6sfXNU1gORsnnG9+yokSMy87GJ3eD1dBz0A5rpv4U1TXWouuu3l9UrtuBcnIzcddfmI5JPjlzbFvCcYevp9Siqb0dGkovUZ7urUjH2siX9K5yfHkXgWXw44V6YrXDozq1sJV2uwqblCcM3IybjaM+YRGMoxOZgnzoy2FVS61Nh2bUwYzhIwlE9YkNhBHlV8ak0vrqla60L+9+kXFxRtM2lnbF2Em4xd7TELyWJOA5LeM7NpVZ8cNM/vX4jVZmDe4xezFRt8dW7c5lKI2Y81zfivn+ncXdfGK+fWKtHXKpVp0lVjPo9OTio5U/ZvGzfAPY7vBuPD3WFVsdNVHRjE7gWbzjtS+Eb0SfmxDeM5MRMYRLnNGWAovr2taSvXp2ND0s1QnLS7eg5cRvrm7k/CBlDcMHvNjtxLIycjC7XJv8J1t9Av8A0Shte2VyqfTrr00l3pYbQj6oqrqatxjQhXjCWr1MqeeUnd5HVyW+lrC+xM9FaV0bRdAua71XZ3dWg5fmn2FMYdLEJzAzKb04kHd5sdW71HK+VR1nweqtLvGhoS5pF52Dnqb9pUZORi9uns+1EjDzc4J82XUV8tAcSKLStP3ektW0udVoF0/6xGTB3buxflgdqzkgHZt6wfcSF7azwi0/XKNeV3h/qCNbYtWi/c0u5AbqVu2ATLEcR390DpgM/FJXPUwpUsTqzxd4hTUqq+U1FKvqYaVRfCM1p5qMGnxdaNnfiCC2lMqN+2+5a2lzcwt4Fx+TTU3IswHx3DCJ3Y+OWAvnbsPXT0GGG5uuuSEG24RMpzkdgjGMQSSeYBWHwR72uJf/AKen/wC6opw37/tM+1rL00V9CGKzeoxCioRy6SlCcJZm3O8M3tf7ksc34Gq3rT1p6hdm5YhJx9gMO9s1CAzKc293ejGIwZGQAAO1fV/TWoLZm0ffpd+01eEC0cnbuxjcmXUGiYYmT0AZJ6FblCMI8ozWZnEOQFLqZm3IAxnEM2+YkHrBGzC8WjuIOoqnw015Uajceu3NHftrikuvQjI05y43mom3BG7DshtaAHmnqXgn6oxDJCdLR0JR6NCrPNUnF/ppOFo2W+V2bb5FylXX9ArdLu2rO+p95aXDu72TL7Ljbjm8cR3IyiDLJ2DA61/f72NR+rXVyaRUQzaSMLp02rwhbyHdRdJhiEo9IlhWRf1G/wBS6G4V1qqvTvb+GqhZyu3TvPTaFyJATn1yxuRAzzKQ2mrKq/x/qumJO5ojtvdtO03dHqzszZ9u49OGMSdcc3t6Z2kHCtT1NiUIyS0eldWEa7qLqVMn6GSvldt80XsnazFik7igVu0p7NRuKdesWb/6q6ct3YsOdeN1wx3TnBxt2pR6NWKq6ZU6mXdS7CTcnY29u6/GOTsDnZRO6JYI24zhWXRtUVbWWkeK9lVn5XNrY2nrNOt5CPZWIYfmG2rcAfo4REYARiPiqu9Man1Dpu9j8D1S9pvbuMB71Z6TQdEZbBMR7rG9L516dFi2Ia6hqk9PpadalGEoR6lTJKNSClaUlHNGSXknuLHr4i1R2r6h9Zd043peQtbdv1CDMmAdwEdsYybb2z5xEdXSuTT6VUqq72VjaXN3PIG6w049IZ5w3E496nXKXyeJAJJJNJp+Sen9YojpnVGodOXX/U9Uvad6w4yH/VnS32gjI7u9jrxvSx5VvCtTWr4HTr0KVONRxk1CdWrOKab41JKVRr6tXJtc72v+Eta01VrOyplOq1/CVMsri5djbPPQjduxJebjJpoxAgQAB1jpUQfYftnpsvtzZdbkYONziYzhIdcZRkAQRzFWrx/17rOga8haUqu1Kn25pdi6Wbd+bbe/PtN6W6DjJxtVV3d3c3909dXTzlw+/OTrzrhMpuTkcylInaSTtKz6a1eL6zQ0q2t+WcZqVpU5VHUk81t4uEYpW8m2V2PmiIvpECIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIDtaA0/d6k1RY2dq3bPThMXMmLi+jT43EGZCRYhcS2wcc7mG7tVszodvpmnX8Z0uicOKdfQk3Vqo9WxWa7eW5OXrSnxjKe72w82R8eSqMBIOV/UnHJ91OUvKSftQFn2/FDStzqB2qtV6s6WbsLZqi0S2s6TaVEwpdvgxccndEiDzzg357g95XaplQp1+2+9a6rNUjqFydQsL2/btKdc07UtIAcZ7ZlqYg3C7ZG5KeAJ9JyVSiZOMdCWBN+Gt1qW41DqZynWFIqpvmrlqpUW9uxbm+YuLgycbtZ9o3MzbkM5hLeA6CpJChaf0/qdun2zxpF5qDSVXsjR76otXkKTfXH6i2N3vYhB/dzCLnnAkZO1VIDKJzE4POv0uS3t7Ms85OftQFiUvT1S0FourWmoItWN5WKzQm7GzLzTj7sLS5k48/utzlhmOQBM7CSpBqvVmlHNRVyvVR9qVe0lfXtrR2Duy+E4Py/3GRI7r1B6U5n7ndCpszlLG8TLGwZJP2r8JJOevy/8A90BdNxq1+h6g17Xu0bfc+BNIuvwlKJF1B0WYuWpbdocbM4yHjXlYqekqTQ9V6c0pdt3Vldadqlbu3/NiS/cuNC1sSek2jJMZD8ORVQ78s7ZE568nrQSIzgkZ2ICx6m/EcSOF+Jx3RStMRmRLYN2W0S5seNRHUDF7Udf1NiylI3L9bumrYhzd/STu5iBjPPm7SPOyuNvyyDvHZ1bepMnOduUsC1arp2scOqZSqc9ZPXVNhVqZVtT1dxxubD7rbkd1hiJmZFhneO9Mx3nJknqX65TKjQtS691PV3mZUKpU6qRs7r1ltxmqG9H+5tsREyZyGYndx5m7tVVSddkMGcyOYyJH3yvzfluiJJIHRk4+ZEgWhS6xUrC34dQp1PjWXLzT1WsLiy9YDDjjFxcOBwQf3h2Tgj3EvvL5cTJ0ehcMaXpv4O+CKhOsOVFuwev4VK9YtyyYFy5dhGEWi5PAbajEbI5O1VoHJjHnHZ1bTs++kpSkckk+U5QH4iIgCIiAIiIAiIgCIiAIiIAiIgO3w+qVSsNV0tuzqj1Khd3lrb3TzdwbeJty9AzDs8gbmAT5xwrGpPEi/vuM1fuXtROt0KmtVN9i3lfCFlcC1YLTUGoyc3JynPz4iGd6W0KnkXhxP0/h+KVnWr04OfRnSv0qUn7VvavKLd1wXkL2OnXNX6j1C/Fyp1S9vg09N5mFw9NyDRkc+ZGRIjzbOhWPq2h0TjZb0nUdH1BSKfVW7BizqdOqVzG1lFxnPntmWTIZkduCCOnrVSpkhSvgFBx0fytT5Kekv05UqcLNSSUlKFrNStd2s/Ji5Zeq7vT/AA74XPaIsqvZ1ur1e9bvKm7Yudpa2zbe4Yw7SOd45biOg7TkBeOq1Gwlye6JZRureV1GvvuTtg62X4Qw750mhLtBE7MExwoAizT9O0kr1dTWrVXqo6qdWSinOUdlHKlZRS2Vi3J9yf6hYU+v1+d5dW9rGenr9uEn3m2ROcjDEIlyURKR6IjaVFtM6WvNW1F+ztbumWc24SeLlRvG7JkxEoxwHHdhltzujbhcpF6Vh8YazUauFSUalenGm1aLjHLwaVvzYvsXFqXQ7lT4VaU0xb6h0mb+k3d0/c79atYsmLsnjHs55O8cTGQQFU9apL9CqdxTn3bV9y3kIyctHoXNvPIEstvN+bMbejpXlRYw3DZ4c6ttRKrGrVnVknTjH2p8bNPguQbuT+n1CwjyeqtYm7thdT1Cy5G2LrYuJQ3W/PDRlvmOzrAwoAiLejw+no6uqqQnKT1NXqyzW9l2tZWXDtIWjwU0Q/p/VdF1PUK5phmyDDzkmvhi29biLi2nCAkySN2QMxvAkEbVHOIXD6oUm5q9dNW05eWr1++9Buyqtvc3W5cPylA9hDztgkN7HUoii5xwuosSeu+almdNUnDpwtlUr8b3v/Fi3LH0XVaDrnhuNBVSr29DqNheTvKPeXUuztXxPeMmHHNggd6c+brBGcYXhqPBu9othd3tT1bplhthlxxuDNS9ZeuZRiTFttuIid6ZGBtwMqDJlYjg9WhqK9TTayVCFefUnT6NOpab7zhKW6zc08yFyc8E9T0amX9boFbuI2dP1HTnLCV3M+ZbvEENTmTs3TvyGTsBwuppnhlT9Datplc1BqfT0qda3rDlqLO9jcXF7PtAGQGox8yG9iTk5SMYRB2qs+hfmThTUYHOpX1FWjraun+ZpdKvGMKcs21s8b92dtua+gTsWxTqxSo8px+oG+sxZG5uyLsvtC2wadMA9tv9ntOzuuvYvPU+Emm3NQ1GsV7XmnLSmv391dyatLuFzdzbdem4IRETuiRBxs3vECqvRc4em5UOm9NiGpoShpo6bOoUZScU283twaUvCwuTPizxBperL+lUyhsTYoFCZFrYwnHdL+N0SfMTtAlGMREEZ6yevClvEKgnimxQKppvUlDt6SxS7didPu6lCy+D3Gwd/eYPTg7pOM+bzKn0Wv8AtrT046PoVZwnpZTmpziqvUlUXtSqRla8m97pqwTLP149pax4LUygUis21Vfp1d3LtxqUR2r8mnJuOswJ7SVuDMQg5u4O6orwg1FT9LcRKJU6i52No266086epqL7M2t+X3MTMGXiCjSLppcDhp9Hq9NLUVa3zUqk6lSShGSc1/SoRUbLkrEe5Pdc8KL1u+rleta/pi6pzj15UGJxqjPrDzbk5OhuDABJd27u6D1r7cBqzSrWOrKS9Ubej1Kr0v1el1C4cDTbTv6Teh2pxuGW9E/1FXuTznC/Engs6uFyw+tq5zg4QhGapwjOKg01fipPbe6s/Ity1dA6LstAazpdb1dqeimQuhCzt7S/jeuvvvZbi89LYGmWxLfm5OXMvNoyNCuOONfrdQvrJuwpV5VKpBxx9qLdw5ByQZi0ZSAcJkd+IgSTuqsySekouf8A27nqValTW1nKemelWSnSpwp03/bFJu/a2LndrvETVlWrNQvm65V2IXN0+9Bpq+um224zmTGEYRdiIiMcAAAKT8Q6lY6z4aaL1FO8tnKvTjKkVFqT8DeThE+Y9NuUu0Mcx3t7Hx9pVdotP03hkflXQpQ009PJNVKVOnGc7KzU2oq6lzuLk95QFQsajXtPzs7q2uow09YQnJh5t4QmN7MJFuRAkOkHav7pVRsIcnyuWUrq3F1Ov284WxdgH5REWsyi1vb5iMHzgMKv0Wv2Hp1oKOj6tXLSrqup+zmclLNZ7cCXLT0yGNZcGbbS9ErNPpFWtKk6/f213dxsvX2pGZjLtDjfAiYDG0eZtXr0bStPaB0zrel1DUdKvK5UKHcnsbW5g7bMNNwlEM+sSIi5cOTnkNxBO7FVCDjqRcK3pmNX5mnHWVadLUVuvVjGnT6jd08vVavkuuFr/UtzqaV0pe6tvXbS1u6XZyaa7WTlRvG7Jox3hHEZud1Lb3I24Vnar0O5VuGOkdOW2odJm+pDtzO6361axaIc38dnPPnHzhnICp1F6ddhMtbLSv5mVJaacakEqcZXlFW9pvk/L8SHqrFKfolSuKe+7bPuW89yTlq9G4t5Hnbdh5s4+MK4eGVVo+oNF0nUlXlE3XD4Xolv906x6sZWgJkcndngR29cPGqm0rR6TXKtGzqlZt6Fbybcl67cQk40JxxuwIiQfO5/EpXq3UeldK6FGidJ1GVXnfXQvK3VoNSZad3AOzt2hI5MMgE9Y2de1eP1JT+ejp8OprUS1jqRlGrCjNU4U3tUk6mXpq8brLm3vsgiF1mqXNbqt9UrqRk9eXD1w4T+E7Myx7s4Cm/BWp0d+j600nf1C2pj2oKdBqyuLqYbt+2bDo7OUycAy7QHb0Aqv0Xu1eFUdTh3yOaVKCjBRlC2aLg0090091wYJFq7hxVNG2ULq9qdBuu0eDMWbCoN3b+2JPaSbgAYw2d0elfujOH1R1QzGoMVSgWLLVyISjUamxaPeZuyMotOecY7dkukqOEk9JRbWm1Py7py1OabVup0orb7Oa34gtzjZol7WOqJ1uk17Srls3TrZkwcrNrB4yYEzLdhmWc583btUS4N6ypmjdT3Eavn4Mqlk/S75yO8exbexh3EQcxBGJY24JI6lEEXnoYLCnhc8NqVpVqMoSgm4xjON3e91zT+gfEsG84Fes3TlxSNYaTuKXORm1cvVKDTkGjtj2rWJYkB1jKh7lDtmtTmiSqtiWRe+pmqRJlZbu/uesA7CWunPMuflfi66PRa3TxUJ4hUrRjT6cb0aUXwspNpbtctkgWNR+E2rdPVJq+pOttNWbEJxn6/bVuLY3AQcya2GWRt7OWw42rl8c9Q0LUet5XFIeau4M2dtbXN6zERbvLlsHtHo42SG0REunGzYodvS5zhfi508Gfz9HW1tT1alGMoxao06UpZv/UnH2pW5LZfQtwiIvdYhYtK1/XqXwbqU/3w3ZqNzWLOxsoevSN1aWdswJy7KG/2kGyQIZiMEbF/WueIWoqforQ9lZalvJ3zthc31TeYvi4+ZXDv6Fl+cJmQLcAfMltAVcIvmy9LYTPUvUSoUpSdfrtOjRs3a2TuXy8+0bki0TopnXU6jFzUNKpF2z2bjUKm6Go3pcMy5uuk91DAzsOd5SrTXCVnR9dsa7qLV+mrOyp1w1ef7nfi4uX+ymJxg1CERLMyN3IzsPUqzTK7avD9XqepCnr56ejOOTpRoUpdNWs+m2tv/JSBY+lNS2+r+UTaVq2bLdvd1NyTAkMSLcLeTcZSA6pSjESPlXs1lwptNWa2q9To+paCxZvX70r5u/u4215T3Q4Q/CTMgd4CYJhIHBBG1RDhHVafROIlAqFRuWrS0YuJSefdO7BuJamMnxZXg1ve21Q1hX7u0di8w/Urx5pyG2M4TdkYyHiIXg/ZNahjelpaStU09Ojh7pKp01OMva4SvZX5qzXuDexJONOqKJU6lQaHRX43tN05T2bCNzHuLhwCPayb54+ZEAjYTnGxSfiHQTxTYoFT03qSh29KYpduxOwvKlCyNPcbB395k9OMA7AfNwqfTJC9C9N04Q0fT1M1U0s6lRVKkIVFUnU70pwdle+6y2sLln68e0tYcFqbQKRWbarP0+uGF241KI7V6TTs3HWYE9pK3BmIQc3QDurn8MqjYWvC/ibb3F3bMPXFnbC3Zcebg4+RF7IahKQk4RkZEQVAEVp+nKUdFX0tTVV6vXrrUTqNU1LMpKVklGyW3kUKfcnmpWdK1dVLi6u7ezj8B30W3H3oMxLm80YxjJyURvHGwZyoCi9ms0UNdo6ulnJqNSGRySV19Ve6IT7QOvrGos32jNavTu6LVXZyYvX5mbtKvpk7txFyZJjAyOZnOw7TsJX34a6VpeluKz86vVaW9Y0Fi4qbN3C7tpMXm7HFuWT2h3p5O/2YO+JRxhV0i8q9PaenGvDT1amnhXodGpTpqORu2XqKLVlK2ztZMHervETVtVrNQvoVyrMQubp96DTV9dNttxm4ZRhGEXQAIggAAKScSKlY6y4Z6O1DK8t3KtT4zo9RZL8JXc4wyW3ZwkS6YkxyZY/4nWq9RVencNpvSy09KGmqaaSlGpSp04zntZqbUd1LmW5anAfSU6DqGn6oqNa05bWT1hcYanVraN5Dt4YgJsSlExP4QJyFEOIOib7Tl07UXqjQ75m9vn+yFNqLN67HfM3AXG2/OgN3pIxnYo0i3DC5xxSWvepk5Sgqbp9OGXIm2rNb333f4C5MNM8Jo6roNtUbDVGnWLpwuh6nX11G1uGDByUY9e9vCcQJA4Gw9Sk2lKRSOClvWa1WdR0i+qFzTX7CzpVLuRdzdcdx5zxjiIjEgd0MYz5FVOSEWdbhGq10KlGriFToVJZpQ6NLNa98inbaPLu5vqLk94H6hotpf6jolYu26czqGlvWLV26QGWn5Z3O0kcCIIkcE4GQuhpPhpYaF1VS67qTU2nvUrS9YctYWV9C6uLx3fEWv0YA7NreIk5ORxGIO1VkmT41ivgDlU1EtPrKmlWooxo1YqEJ7RVk4ufddtuYuW9SK1SI8e9Y30qhZC1cpdUg3cG5ZDLkiwwBGDm/uSMjnAEtuFGtFX9ixwr4k27t0w29cGmdg1NxuLr26+TLsoSkJT3endBx0qDIpD01poUlTVat8KhSv7N7UZZk+HF8xcsmyqlOhwy4cW8ry1DzGsu2faL7faMtdsT2jsN7ehDHxpABdGnVelR5S1Qv5X9kLOXrmLo3DQtjmn7ow9vdmcy2DzutVKir9OaZzqy61X9Kq6fd261s3LlbYXJ/oCo2Fvp3itF66t2Z3NKdjbwcdbhJ+ZedIi0JSBcO3qiCuHo3h9UtUNwv2Kpp+xaauQ3KNRqbNm8TDdkTFqfnGO3ZLqUcRdaGER03XdGvNSrRpxk5RjKyhHLstuKBbnG7RL2sdUSrlKr2lXLZunW7Jg5WbVt8yYjMz3YZIOc+bt2qpmp9i9CX4E4y/klfwi3hmGvDtItL15VqcU1HNCMZK7u7tcSPdls8StJt8V7+naq09XtPBl2l2rF1b31RatH7R1nO9GcZ5PxvvKrKhZyp99c2cnGXpW7s2i6xPtGXDCRG83MbJRONh6QvlvEL8UwzD54XSVCOolVoxvkhKEU43d7Zlx+mxW7hEReogREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQH/9k=\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tunofficial benchmarks you can get from\n\t\t3x to 100x optimization just by changing\n\t\ta setting which is enabling arrow and\n\t\tusing UV f defined as pandas either\n\t\tscholar or group maps or group what\n\t\tthere are forth and you can use\n\t\tbasically take the advantage of what you\n\t\tcan do in pandas by converting to a rule\n\t\tI want to show a couple of examples so\n\t\tyou see what you can do and what speed\n\t</div><div class='to-video'><a title='Go to video at timestamp 1200s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1200s'>&#8688;</a></div></div>\n<div id='slide42'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tups you get basic example is just two\n\t\tpandas basically if you do have two\n\t\tpandas in general I mean what I'm doing\n\t\there is just creating a range a dataset\n\t\twith a power of two amount of later so\n\t\there it's a two to the 20 with a random\n\t\tcolor column and just converting it to\n\t\tpandas converting to pandas brings all\n\t\tthe data to the driver so it's always a\n\t\tkind of a bad idea but sometimes you\n\t</div><div class='to-video'><a title='Go to video at timestamp 1230s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1230s'>&#8688;</a></div></div>\n<div id='slide43'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tkind of a bad idea but sometimes you\n\t\tneed to do something in pandas I need to\n\t\tdo in the driver and that's what you get\n\t\tI'm just doing this this is with arrow\n\t\tdisabled and I want to compare how much\n\t\tfaster is when I just change that to\n\t\tenabled the only thing you need to do if\n\t\tyou want to take advantage of ro\n\t\taside from having a spark at least two\n\t\t\n\t\twell I time lists for different powers\n\t</div><div class='to-video'><a title='Go to video at timestamp 1260s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1260s'>&#8688;</a></div></div>\n<div id='slide44'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tof of - it was in my local machine with\n\t\tlocal runners easiest benchmark possible\n\t\tand this gets to 18 seconds I couldn't\n\t\tdo 23 or 24 because I the driver was\n\t\tdying and then I did the reversion\n\t\tdarrel version is consistently 10 times\n\t\tfaster just in the local thing super\n\t\teasy in just changing one setting so if\n\t\tyou ever do to pandas just do this you\n\t\tget a awesome\n\t</div><div class='to-video'><a title='Go to video at timestamp 1290s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1290s'>&#8688;</a></div></div>\n<div id='slide45'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tget a awesome\n\t\tspeed up and it works for larger\n\t\tdatasets because of the compression of\n\t\thow are you handle things now a little\n\t\tbit of a more complicated one which is a\n\t\tgroup map you may know that doing group\n\t\tbias is always well it's not always\n\t\tabout idea if you're using the scale API\n\t\tgroup I had a lot of improvement in 2.2\n\t\t2.4 when the aggregations are critic are\n\t</div><div class='to-video'><a title='Go to video at timestamp 1320s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1320s'>&#8688;</a></div></div>\n<div id='slide46'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tcomputed they are computed\n\t\tincrementalist so you never store the\n\t\twhole group in memory one problem that\n\t\tthese still has is that it needs to hold\n\t\tthe whole group in memory so it's a bit\n\t\tproblematic but what anyway what we want\n\t\tto do here is that I have created kind\n\t\tof some fake transactions with some\n\t\tspent amounts and I want to I don't know\n\t\tdo some photo analysis I compare each\n\t\ttransaction with a mean for the same\n\t</div><div class='to-video'><a title='Go to video at timestamp 1350s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1350s'>&#8688;</a></div></div>\n<div id='slide47'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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IgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICqrmz8s3s5jdhMf8OeyN8ZUdQ+49xRvqHlvRxo0/ravuVxYTZ+ysFsaDuzeYy0z8Xkvx8RjMY61Gcu3H+V2S869W3FRb5QAPp9VWt6xNvRvQHDubfkSnsfK3S/IbbmVoJcW5i2peO8WjouaGvNb141VsDwgsTZ2ys5vnIuwcTRgFhi8qVIkvVjxYjFOBZ1963alRz8Sut27NkbRvFq7lcHlBJDhpbEzqzRTpmoPV01qWySfl58eCth+lEv06rsf1AtHxm4B09vtDLm82MLvtG/F6wzRgBrm4/7TUOOFrfc8jaUmUydtQspBjBrh6mRksynbO6j81bMNt1FdPA4I55QUxEUvB3wbeRbtm2pz0IC3UbguNNSLHj5dN3q3oBz4/Lz9EGB6LJj0Zu8y41V+nVZN6WqHW+TXXQ2AFq8gjkduQVjW3fVdz0pxzezWchhtwvU/hiDaD7SfGaDca1r2rV3qRra3eSTa44B58FZPp9siBu/IZiZOlPY7AYWI7ksi/QVckiPW38uO1zxUvOflBI4HBPCC2EV/wNpemvqDHycLZ1c9i81AhPz4zGUfjSWMm1GGp1qtmaUs09p7gfNVWAQQeD5dkBEV+YPY2xWvTCDvXcEjK98vKx7kKDdoOTNNKlmjVnaGrOk6rOuHVzUcAcoLDRXpuvZu0p2yG967NtkmojM8Y3KY3JONPSIb1qa23aPMigu3cdu9QQoW2XvSiPimrZ7HboymTva/WbgyIsWIzQW+Q0tajjlya9yLDgFBbCK7vUfYuD25J21OwT813D7jhNzY1JoqJcblwUcYcNAK2NORxYBV/fGzfRz023LbE5X+JMvZ6jD9W4ciMwMcw63XgOuON8vvGwtcCta1FNIPdBrJZsdBeyeQiQGNIdlyGYzRueKa3nBSuo9+ByR5FXbuz0rGN9RsTtjCSry4ucpj5WMff4DgjTvy9bSBXlsAm3HHIA81XIWC9HcZv7HbZiP7hGUg5eIx+Nu3i3x705iRTmlotahyrNnalsXFyRzzwUGv9z7dyG089PweQLJlQXSy8WblxrWAD8tjWpI7+JAUBXp6vDHW9aNwjJ2k0gnL/wBLtFFDIqzxTWWg58pvp50g9lU9sbZ9Hd+5YbcxEPd2KnSGX/YZOZIivx3X2mrXqH2W2RorcVP5bc+SDXCK5vTfYbG8N62wU+Q9HajNTn5AjCtpL4hg6mIov2LrhHFeQfNSdxW9Im4OQjQsJvHEZVmthG97Kiut3dFuOJLRZo5T6kU5PkgtBERARXFtR30yjY+7m5IO5MnkC9YNx8e/GjRQyAOLlxyl3DfnkGvHHxU71G2VtvE4Dbm6dsuZGuLzYlNmJkunaVDkRbab0Ljda1vW3jU8eXKCz0Wwmtg+nmF2JtTeG45eWs3k2pdXcbBu17mZJakWrTpXdqKMMttVJcsTaxsageKtTeL+ypE9m+0oeXhRSwOu1lH2X3Q/qtz07MgDRp48e/KCkItj5PYnpls3CbVzu4H81LrmsNHl1xUBxkSHJNuS89d56oq1GqDSrdeDe1ue/ZW3bBYHee98dh9kx8jEi5FyOw3XKONvPMuW/rr2syBUttj5gB3ICC3EWw7YD0Rpn/4Rs/uf3gk/hx3B1oghCbq6Wv2enX7frHgnXq47qBkvTNnD7e31WXd22a2vlMe0dFx7Z6BLtZsO6CNRJtosLauwt3CCy0V/7y9KMZhts7Ql41yU9kpz8GDmWnLVu21MyMVqVHq3UVFqDRfgixJ5IVuepGCxG2d65fDYmz14sB6sYWeuLuWco3TrE2rWo46uvgAdhwEFDRFce2tv+nmRxlX85u+VhphcvUxG8M9NqKDjRfrUkUBNvOunsgtxFce48B6eY/GXfwm8ZWYmC9BWI5hXoVbVJ+a3WvIuBpHlp7q3EBEV/wA/aHptsPEYNrd9c/kM1l4DOTcaxj0aOxjI0j+pFg/Sxdd0gkjkDx7hBau4Nn5bbeNwOQmmOWc5C9/C6ThvcM88Dqg0rptz5A2HxUrZ/pzn95xJ0+K7joGPg2pSVkcnLpDhtuOd6tBywJs4R30iv9oV2+t0TE4/Fel0dt9/IYxrA00P0FWn3opfFu1baqUd6fbvyBblVSLM9MaehkpwYrcX4SdzM1dY9/FrNtLrFJrfqVj9PpaRxo0nufzBBq/cu3n9sZO2Pem4yfYN0c6+NlVlxjW/PA6ta1GofrV8lT1LzjuFeyki+FYmRoBNfbszXaPyaDSBbqON1rW3NgSOB4cKIgIrk9MdmQt55uY1kZD0bHYzGy8tPtHFTIuxFqCWmdYNRdwkAE9h4q5du7f9Ht0bd3Tlo2F3RHvt+LWXaPfLRre5YtfRrDohcUcr4mmkj6FBrZFdvpNsbFeoG4MvjZT7kRtjET50Z0uABl1k06dnzo+Zumom/ABPC9zLnozGxEyDjI26ZeVabtSNlHnojUKQ8DxrMWoLlGT3NBzq445KC0UV47X2ZteDs22895OZG8J+bbH4rG42zTcmc83XU67d54GrbLY7dq8kr3cuzNq5DZtt5bNvkm4cWY3ByuMyNmnZMFx0EtO0eZFQ4y52qOaggoLNRXR6g7PxW2MLsmZBtILmbwTWRmdW4vUP3uanpAUrpp28CT9qyZvZWIx/p/sXPtWkmZnZORZmCzlS0KxpPSp0qigNTp/NzY8oLTU7beAnbqzuPwkAtCVPfrHYL1jRrXbw12rWxA/9kq/t5bN9G/TndLuFy53Lky7SO8PZvxma45l6leKuG7ZMh4HU5wBSmggeK5wGyK7E9e9owI8kzYEqXAyONlGorZ6HJqbtm4HYXHetuPHjnzQa8ymPfxOSm4+Rp60OQ9Fd0Hmmtm5btpJA5GoHg8eCwLZ+Wwvo/P8AULKbcnu7itkp+YlsWzTDkZvHx5siTfQ3WNahduzRywpa5vzYgkAKg7b2BimvVKTsjczzzXL8vGx5TDgppmcH2jltVLCzbh0g17fmHdBZyK49p7Am5v1Fj7Ql1cZtTIOR8havYssxbWMhwEjgcN0sakjzC9gbXxG5PU9nbeELwxknMeyjOO3F3TEo7ps8bitak2bqbA6UFItt3NUwlc5eG63jbve3blX4o268ByaNaiLOEDxNAQPMqPEgypxcEdqzpboXLivHy0HjbuR2Cuj1i3JXL7tk4qD/AEfDYC1sRiojfytNtRbaLuafAuPXBte/HJ7fRUDBZVvEuy73pe/Xhvxq6eO1nAOCefIcd+FLTaI7RuWsMYbZqVy2mlJn6rR5xH2SjuQZbMRmXdq1WHiatOnjTcjnkDv8CvIcR6dKajM6eo7YUpqtpryfqT4BSZWVbkYLH44UuLRXXr2t202FySOPPtz35WTb0bEzpbMSY3KLrzwq24y7VutAf3qmlifuKnVaKWm0amN+Xw/N1tg41+Rix4MvXFtRu+6/VP8AbuK/10p7zVmHXGrcaqXtS3B5HNTx2I8VyskxqseZJZryatvOt15PJ4rcgc/HjxVUdxmDxMaKMl7x2VJYq+ax70pRilx8o+ap1WP07BJyREV856vLUeaRwstsmaN0pGKZ6rXt2r38t9O5+XZT5eOkQmYbzujTLZD7Wm3J0+HzduxXtcTkbiIRHuRLPEc9v5p/ze6qW7m2mYmBbac6rdYHyX406q6uxI8j9VipuFmlMBUtOH8Mva7n5eHAbiw0d/oPPhZre9qdVa7+qY+Hb7XbPw+Fx+ROPLkvjrGLHaOnVtzbW++p7a7wpb7D0Z67L1C243Y1vU+NbDxCl5bb2awbMJ7IQ3Y7M5gSYjx4s1IaP6zblCa2+I55HmsOTlVm5GXJqCA8844AfEC1iQD5c/Yr69K7DfG19y7CyH87o4+TnMC5b5rw5sSo6jbdj3q0/Q/PQdiVuszMRt5csY65L1xzNqRaYrafePadahr5F6RpPHmF4qyIqrtL+DxPdvumuXciUaNmWcV0KvPPahw3e74IpQ15+YDkFXTN2f6f7n2Pn9wbVYz2JmYAxnZUPJvMyW5MV++jqNONN0sL0PJIPb9KCwUV+4PY2xWvTCDvXcEjK98vKx7kKDdoOTNNKlmjVnaGrOk6rOuW1c1HAHKjbr2btGZsZveuzbZNqIzPGNyuNyTjTz8R+9NbTrbrVaizdxwO455QWWi2BTZHp3gvT3am8M85mZFsqJrTmNgus0vIeZftWrlXnaEMtNt0/mdr2taw4VP33srbcfa+H3ltJyecPkZDsF+JkC3eXj5rQ1FuzjfFb0tXk1tx5fFBG276VZjdOEkZXG5bbzvtocmfIgmeRkWWIwsXDeOGSQeB8vzcHkd1bCv/ANAf9I7z/wD4Nzf+1BWbt2mIczuObzPW/DrymW5vRv03asXsK3vSxrYA1B1dwfBBCRXFvbYUrbfqBI2vDF5FXpTFcY5Y8mRHmGpjX1ACtua2AsR5grv1M2vg9tbzttzBuPyDEbiRJbrzlb9XI2qOv0+K100rewoK9yCD3QUeBt3NZPHzsjEhOuQ4FRaXKPFGGNX5Ra9yK6rfq0HNj5BQlf8A60P02tTD+nWN4ah4eFGk5PR2M3Kymquuuun9cUraob5/KCqH6WbKi783W3ipch6PHpFlTXhGFLS5FI1NZYjVv8pec8Kg8+Z4QW4iu/cV/SOsDIRoWD3jiMqzWwje9lRHWrOi3HElrpUcb+Onn6LBtXZ2KzPp7vfcEm0gS8H+F+zFL1q0fdP2o51a6CbfKPl4sOEFrqqv7PysfZ8TddzH/D5eQdxrQF7dfrtN9SxtTQAKceBFj38lVPTjZ2K3XA3m/PtIrfC7ekZSJ0bigL7d61qHAa21U4PgOPtV1YmNte/7PmHk7kcneyi7on3EXH9OsuY7djTRqjjvyNVA5te5B7Djjug1YsjMWTIq9Zll12rLZdes3S1w02CAbuGoOmvJA1HtyVeG6tm7Rm7Hb3rs05NiGxPrjcpjck406/EfvTW27R1kVFm7jgcEcjsrg9K/+bv+AN+SHMbnHHWMNGby1jLi1LzbjwJpC4Z4a5coDy5q5HCDVaKrbpkbMkOxrbYg5aC2KuCTXJSmZN725GgtllpsVAHIIPJV45PYfpjs3CbVzu4H81LrmsPHl1xWPcZrJcknkvPXfeoKtRqg0rSvFr2tz37INcIqtuJzZr+epbb7GWiYghjqNznGX5tDz/P02bHTPA/Jzz38Vd228R6JbqzUPbsSHvOM7OcrGjZd9+JZsPufLSzkajR4bNvH5uyDXaKtxtj5Obvw7Oj3paZ+KOY0OntTlt00s7bv2qKg3I58FcuUgeg22MjIwctrd2bkRL3jS8nEkQo8b3DZIc6DF6k2oL8jmx78eKDX6ySYsmG9ZmSy6w7XSbNu0s3cagLDmtgCOakEfAqt7Krsx7c7bWYjZaVEdmsNwmozzDV9N5ArX3NrtWFuKEG2jTz348leHrfK9M2t7bkZfxOftl6kN1fanRqQauiM10r9Axzbp1HHNRfnsfBBrBERARbTxXpZ6b3nbRw897N+/wB14GPMiuNOsiPj5V23D1HRZvU5Ry9eKt1401Hc91R9zbI2SNlZjJ7ecypnbby0fE5JyXdq0fIdXVQyY7bdQWa9WpFK2sTp8UFiIr+e2dsHY2Lw43fH3BlstloLWSMTFOsRmcdGkd2Q447S5detUaiAKgeCpHqZsWFtCTiJuJkvy8NnYFMjjXJFRSS3Sx+eO+K/LraPAJHHIKC2EV54e3omGIEadjN5TZD1GRNmNSIjLTDtwNfRYDdjelLE8GxBICzSvS7HYz1ox+ypEmRJxsyZDDcgcNyLxJlA5U86dIcHPFjxxyOUFjLplq8h5tlsA3cvWlQbVqNVjwObWIqBz5kgLY38Kei2O3ffZk53c0yaZ5x1svHejNRGJN3um23RgtWu5Vs2rW97GuogkBWTvDbr20d0ZfAuuB62OmPRuqBx1K0t8t+PLVXg8fFBgzWCy+3Z94GVhvQpNBWxadrwTWw5rep8LVsPy2qSCoi2E1/9oXoxkHpZ62Y2S9G6Ek93ncRKJr7Z2x736NwbN8n5ajjzWvUBZI0WTMeqzGZdkO250tNUs45bgEnTWoJPAHJWNbL/AGdG9mv7mAlQ8o7l2cflXquh9isINVj3FtDXSLnU6diBa1+ATyAUGtD2KKv7rmenb8YV25i89Cl9clxyfOjSGC18wtWtGmaEWJ47k8cKr4jZuzNvbPxe6N7Wykk5px8YnFYx1phy7Ec8XkvvuVvpraxFW61r58nx7BZKudj0a9TpcNmZH2zkH2H2W32bthu3UbcqLUtWuvURapBHZZt67L283tnHby2m/Ocw8yVeBJiZAtmZjZ1K6undxrijjble9L8BXV6s4vfU2Tsa23I2fep/CeHrrxtZegPaCeDeP8gt3HiQeEGsMni8lhprsLIxJEGS0eHGJDd2nafbW4B4PkfNR1sb1+fuabHiZZyj24omAapnbVtW79XDbltt+1eeXQNRtyee6i4ON6G5OdjsSYG9L3l3YjXyZkwqVZeeIpr9tVu3LdL278254HKCw0V9bc9K4D/rO/sLKSH7xWnsg37lkhpy9WozrzDnetgCeKG4479wpuB2p6N5jclNlVd3LfJvPuQWc6HYtYN5tdQGmJ07OdAuDiptfURwSg1wqrtHaGV3pkZEDGGOHo8GVkL9e5br0YtRZzgilubcEaRx3Va2T6aNZndOfg5uXeHjNtMzpWYksV5ds1DcLehgX7anrj5SQeAry9H2fTadnc9K2rTO42TF25maXiZV6PJrMYcarUvNOMVoWnG7CptSwIIt2PZBp4jg8IqttX+Dhk3rbqrl3YlW7FpnFFirzz2rs3e74IpQ15+Yd+QFc83Z/p/ufZGf3BtSPnsRMwNorsqHk3mJTUmK/fp9RpxpqhrehBJB7ILCRXn6ebH2/lNrZ/decay+TjYl+PGGLw5brKuXq6jIecvS5bj0HANq08eVS93venMmPFvtWFn8fK6lxLYyciPIZDYr2LTjVK31avEWHggokWLJnSWYsVlyQ+9erbLLdTdxy9jxWlajuST4BZsxh8jgcg9jskwY0pgirzNrUtZu3HOm2i1gLDzqe481evpo21tHYe6fUE0peezdrB4I3rqEeXLry9KqD+u20f5dvI8qw333ZLzjz17OuOXte97k2ve1jybWse5JPiSglPbdzTGFYzdobv4c+5ZhuXXi7PWr4tXNSdF/823BPkoSvb0Ry7Tu47bQyg6+F3PS2NlMW7hqTep9tKb57Udbc4AuByAfgrV3BiHsBnMninu7kGZIi2P7xZctTV94HKCGiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIg2ZfCTfVD0i2lE250peU2w/kI07GB5puSWZTlXG5Ldb3rrpxUA8d+efout5YRzbPoHh8RKkxnZ7O6XnZsdh9t/2TrsW5EdyzdrV6laClrgE8G3BK1m266ydTTl2z4c1san9IIXhvY9ibEc89yT3+vfnv8fFBfnpPao2J6rgkDnbjYHJ8eXz4fVWEvRe1QQLWHPY8Hjn7fqqhtnI4HGT7PZvDWzkYtWpWKJjsLhwkEOdVqlyeACNJHB5QU5Fd/wDF/pT/APNy5/8AiGZ/4uqVurNbQyrUauB2zfAXpa5evbJPT+vUgcV4dbpo0nk8jnnlBfHqDszcPqJhtj5ra8QZeIztqFj5JYeZ1xZUbV1Gnq2cBoRz5hUj0ilwrw967MmSo+PlbhxvtIL0lyrbHvorlrNsXc54r1TY1B54JVjtyJLNLUbedpW35q1vYVP2gEA/euOT4nnn6oNpenOzM16TZXI7v3e2ziosDGz2YjLkiPd7JTJDRbaajUbdsb1Pcm35fBavcuXL2sf1iT+lHH3neOo445pHA1WtbgfQcnsrjwe5fT2FjI8fKbJvlJlAQ9Mrm5MUPHkkHo0YtWnA4HAsfDlBbS2pitqzN3fs9YqBjnGDkK7omvRYrrtGbzNLHDjbFnLVrZ2tTrFOebAHhW3/ABf6U/8Azcvf/iOZ/wCLLJnt37cmek2OwWONokxndE/JjH8vXMWG8waNf0m1BVzg/LzzqPiQkiqZjGSPTf0ZnbdzZZYzW4c1Gl0x1XW3X40OLQfzXg3a3TN7VAr59+6rLeO3ZH2Ps+/pbCx92ZMCrmcyTNMfefTJc/zW5L0vm7DbY8AOAB8Fp+7rr1tTl7uW/etY2P6SSV03JktUtRt51utvzVpe1a2+0VIB+9Bs/wBc5Dz8H0yMnKR8xKbgvNTZke9XGnJLctur2m1AKkVcFqcgcHT2VG/aKcDnqtlyCLD2+NA76h/wJlWOb2IAJJA8AT2HmlrG3ckk/UnlBtrd24YO2vVf0vy8q4EaJt7bdpFh30N2atS9/wD2QeVFf9KM/E9UKbgcehU25fPN5dvOGbH9peM5LEimnh03s7bkUDYBJPwWr7WtY82JP2lel56zYbs5c0HhQ2tpH2AnhNDacmJtnKftOZJnPGM5BcyMg0rIsBFekBgGO28SRXRZ3SDz2J4B8VcuxD6qwvUCK5ut/H7dwYkPsMQm646LHmuXpekeNDbj1Djo5It1D201+a3K0KbWNtRJJ+vPdZHJUp3T1H3r6fy63LW0/ZyTwmhcGGwW6M/vnJ02u5oycWXOlsGkpuG9bpyLf1Djl6C1+D+QW7jlX9lIu5sjsPcd/VfF46M9DgG2Dy7wis5p/IDs3HBYtqkUPjbVX9K09W7lbaxe1beOoWIP6QunZMiRx1nnXeP373v/AIxKaHCK6cduj02jQIzM3YTk6S21Wj8oZ2Wx13APmc6VWTWmo99IJAWY7v8ASvjt6cOj/wDeKb/+YQXXtvG7gb9LNuyvTaBAlZWQ/MG4pYahP5OM5W46Df8ATNRZZ0edePAHlYvWqRkr+mGymsvlmMvlWMlk2si4w629Vl/RW5jmzPyGzNLVpfR25B4K1faZdt54xbvRm72vw3V23ahPy1JBGrgcDk+PCx6rccEk/wBnKaF+eol6n0f9KaiwJDWd5AP/APtN8c/38Kwl6bWI4JPA8uey8QX760XBwXpgBYH/ANz4vIHkerfxVC9KtyRNo+oGAzE3kRY8rTIsByW2nqWau5x/mVubfXsqAbWtxySeOw5PgvEGyHfRbcrm+LZOrkC23L5O2TGe97G9kIJf6/UNy7q1hvsacatSq2D3DjfUb1d33jYzo9huPHuQ4zlyKVcOPMctPd/M0Zvep55WpOu/0+l1HNHPOjVbRz/k88LmtrUPNSan6g8FNDdmycvA3nvre8OS60I0HO4zPxNdhWlWMG/7a4p/+jaeOO3yrT24ck5mc9lMk4SbTJ0qSfh1XbX4+7lRK3vXki1gT4kE9/t+q8QFce2fUrIbXxdccxg9rT6Vcu518liW5kkm/wCqXbOVOkfqjjsrcRBcm5PUzI7mxd8c/g9qwKWvS/XxuIbiSgaHnirtXLEVP6w47q20RB6DwVtL1E2jmvVVvbW69qtsZOPfBY/HT2qSYzbmNlw62DlZFXXKaK/Nq1+HC1YuqPvNg1o45QW/MK3tUH7eD3+9BsX11jx4OA9NoLEyPPETbpjXfjuB1m7jTuhzRYeIrcWqD58KKzap/Zxl15HP8ZMnjkc8eyPf7PirD1WI7kn7TymqwGnk8c88cnjn7E9h4rky3ptPxPp9h96OZCA7GycizFIbd7GU0QXALW7aT/VnUAea8jlW2ui89ZqrRcuW6k2rQ2OipPiRXnSCfMgIL0/Z+E2/qTBajvFpt2NMpLpZrqsSY5ZtqiyOa2pVp62mlr37V+1XJu3bPqfG25mYOG2ft7DYuQevla7fktS5clhjmwq5qluvdGnexo22APorT9Nd1bfxWJ3TgM3Il4xrPxYzLeWhs9d6HZh0uGl6VtRyzL3PDgpbkgKq7XzXp76ZTns7B3PkN0ZGsOVHgwmcc9BidR9qzeuVeS6TdugtyaVoe48UGH0AsKZ3dRNhX/3Pz3BPbv0aqwl0Xbm1rAmpsSTp7eJ8O3kuUGxsXBd9SfSLF7cwt2HM7t7KS5Bxt3mmXpkKUDbqx+paocs3e3Fq+IC9yGNe9NPSDN4HOXYZze5cjBcbxlHmnX4sOGRfryA3ewb6l66aDxK1zS927C9LWpYeFqk1I+wjul3XHbG172uT4mxJJ+890G0NzbSzXqZsP09n7XaayhxeH/CMlHbfZo/CfZcJBdo5ehFLg8i3hx3XnqVjGsJ6bel+KEuLMehTsm1MtFdo821JtIo46z1KdrFq9jQkdiR2Wsm332QQ2642LDiwpa1dQ+h4PddR3tEmPdy5NKPUueTzwBYGx4/tQbb9bfSrc+7/AFHfnbfbjZFp1jHszNMlhu+OerHbHElt1ytqULWhytwDUg/VeT8zi5Xr56fY2DLZmM7fZw+Helt3FmXX41LdY1vzxatbHTz9QQrM9ZN2Y7c/qDk8tg5rr0KQzCpV0B1jWWorTdwaXFL8C1SPmHkrTBsDzyQfqCQf0hBtJ70mz+R9Unc9Fdgu7c/Hb5VzN1mR/aNRqS+u4Lnq66u04NDQjnV8FaXqVuprNepub3BinSGzkutCfryCRHNatO18PHQLA+PgrdD79Wy2HXBQ9zUXtpP2jng/ep+1sdt/KZIsZ7NWwUTpWt7usNycS4LV4b6TVq2+YcnVyeOPBBtnPZHE4/bGZ9WYV2m5u6MFEw8duv52cs/rZybg7gg1aZFue/Oo9+61v6TZqNt/1I2zkZVhRhvItUeuf1KPfyjbv24GrklSvUfd+DyGNwW1dsWk2wWCacNZEinSeyM1+3L8u7YJ0g+DdT3FeVaXggr3qdhJe3t/bigyKkH8SlPtW/VcZkO2dacofOtqWHBVBVwbj31bdm38ZDy0Gr+VxlKxmMzV3S89BoOKRpbfTIds2f6t7XWwHYgq309gVY2nicg5lIE2jFzHo+DZ3sKDTyD4nn+5Ude6rDsCR9hKl4m1ZiJiN9u//sOnGyY8WemS9bXilotqtorvXzmtv4J2dxWRhTJL78e7bTsl7Rc8GttVrWHgT4hVDNY2XuCsDI46tZDZhsMPVF6CzDjQIIuLWHA+KoBJPiSftPK9FrDwJH2HhZ9KdU+qImnlqO32b/zdZ52GbZ/5V5x5+9onJHVFt+cWikf1hWd2N0ZiYJqjlHenBLZtQ6qE1vweD59+VRU5J8UVx0mldb6u8ztz5nJ/VZvUinRHTWsRvfasa8xbA9AKnF5Pcu6pA0QcLt7IFxy3apkSKhtlkc9ja5FuKrX6uHK77vI2lC2riYQxWObuJOQ4d60jKzPDryHNDfyUH9UyK6a/UlaclAvbVe1vrYn9KuPdvprkdpbX23uCTkIElrPM9VqOxexej/JVzhzkAW7HgmvYW7K2l3Z969K0u45etBxStrE1oPpUHsPuQbC9EsazKwm8JOJh43IbtjMRTg486kd3hu1z7l6M1JIbcerXjjkEjsPNXL1N8s+l3qFH3tkmBkHcZHdh4g3iVkR49JAF37sxKgN1ctataVt34qTxwtLtuutWF2r2bsPC1SQR9hBBS7zrl7Xu5ext+Y2sSbfaT3KaG0sVtWZu79nnFwcfdi2Qruia9FiOu0ZtM0sgONs2dtWhcrU6xQnmwB4UPM4yR6bejM7b2bsyxm9w5qNLbx1XW3H4sSLSv818Utbp6704qPiqLP3Th3PRrC7eZk2/FYu45k91kUcrojuRtFXA7p0Emx44FuR5q03HXXra3b3ct9b2Nj+k8lBtbLbLym8vRH04Yw/QkZCPbMOUgF5tqRJYMqwcuwHbVDhato1VB1cW5Cpm+op2N6R4PZeRdYOblZh/NTIbTrb1oDHS6TdHi3awq5fx08/X6Kk7s3ZiMj6a7BxEGVc5DD/i/vqVo630PcSKuNcOGopbVUH8pPHnwrRte7hNr2tax8TYkk/aT3QbX9DPT/eEI7hyEnEvMRcntTJR4Lrlmq1kOymq9Gteb8/zPLkBa63Js/cm0JDMfOY97HuPULjVXDQ66g6SamlrAgHsqd13wAA7cf8AtW/1WCkYpmFPycVjKZC8CI45Wj8wtXlGO2fG4Zratr8fuiwKDb2ypeJ3Dtnb/qJkbtWlbDx8+DPo4RrlOMNasRfx7k2c08+dh28FqT8akyNw/jUqxcfvkBPdJPJtfrdW36Srp3TubaOB2P8AwXs+dLytJs2s/NZZ+NaGJRarpYjMs2sbhqh+e2rzAVkoL7/aFiG++xnmD1IOfx2OyUN0fktUxqN2rz4aq2p8wHhyFbuxsFunO5utNsX0ZOK3aWxpl0hvnpkA9C9701X7/kFuSOVnb31eTsq21cxBGTZi3s9hpRe6UnFOX/rKVv079SO5+sxbSOe4sFQKXs2dVTap8iCQR+hBuHKRtz5HYm43PVjF46M7CgE4PLPCKzm354P8uPX299cihB+c2r8SVb/pAwNw7K9Q9oxnWK5XKxMfIxzDztGvd2hP2vdlu1zWvUItXSOfP4KwXpUmRx1n3XeP+scvf/GJXFb2odVLWrYdxap4I+w+KaG2PTzY+W2Ttf1FvuD2+OnTNrzWouOvIZvLcZb4s4/Ztu9tDYtorU241EnjwUfF7cf3b+z9icVj34pyg3LPlRILr7TLs2rbNau0Z6t61teguLCvPJHgtYXffdsbuOuXsexta9iT95JK8Djg44vYcEkcWPblBsfM4yT6cei87b2cLMfNbgzMeZXG1ebdfiw4rY/mvilrCmu44r38Co/ow1+Mbc9Q9tRnGfxPLYZn8OYcco17pxh02s03a5ANyD2HKsFx1162pxy7lj42vY2P6SSV5S927C9LGlgeRapII+wjuEFT3Nszc2znY7WdxzmPckVtdqjlmza1angnil7ccH68K6vWi9fwL0wrWwPGz4vIB54PWv4qxHX3n7anXLu2/evY2P6bElc2va3HJJ48OTzwgrXpxFwM3fO34+fs3XGOZBissu20tGmrtVy3I4pa2kXPPavK25jKeqGO9R49p7mM2vtGNla1a9vXGxoUmH1tMaPHLNeq+4/XQB4nuSeAtELI5JkuVpW7zt60/JW97WFf8kEnj7ldi+o25YO1P2hJeYnHiIxuOcJFxxbQ08441ZwDz0C+r7l1ub0M31O3DPl4ONFzWKmyX5cPJx50P27jD7hcqb2u+DQ1FuLi3mtfnuslJUltst0fepS3HNKuXrU8fUA8FQScfxhtxxPdGo9jkmeuaWF6/wBHkV16bDtYfKeCPHyV++tPp9urMbuzm7MZCE/ByWWsg1kY7zF4/QrGb1Enqci1dJ5rxyta+K79zI6Ya6zvT/6vXbR/ueeEHCK6cbuj03jQIzM3YTs2S21Sj8kZ2WwH3KgCznSDFhTUe+kEgLMd3+lZH/Rw7/8AiKZ/4uEF5RnaD1K9FfmrxXbmLBPI7fI+O/6VQYt6j019VeCOf4kxlqjseeJb/wAVYDz2p692xZuuolqms26VeTpoD2PyjtyuNVuONVuD3PfxPxQbvzG5/U3eOJwGX9N8q1Ii1xUSHksU3+He8gTo9NLhu3Krr6bnY0NSRwPBa/8AUyT6gu5jDQN/z23nGqC7bTd4brkRh50VcDnsxprc1pyKWJPHB81aTT77BNmnXGie3NL2of01IXN72vY2tY2J8TY8k/aSmxu7dOO9QMfl4rOwq4nCbMpEhOM5eN+Gtx+iWqF+TMluCz1nBbX8vOo8DgclRNzSWJH7T+1n2n6SGXLYFyr9SNLlSyCL89hwR3+9aeMmQWul1nenzz09dunz/kc8LnVbULcnkccHnuOPDv8ADyQXPJsD6z3sSP8A1xB558vxUd+efp3XfreRb1X3YQQR+I34P/s1Vq6rc88nnx58/wBK6bvTrUu/W7tNdS6BfTe9efmAuRbixHYW4PH0QX9sYfgHov6gZeX8lM1aFg4FT2MhwWs4+a8/mFKW7kc8aSrBjsmRIaZqa1LrlGxax4qDewHNifADnuVW95b5kbpaxuPjw28VhsUz0cbjGblyjXIHUfdcNal6Q7bu46ag/QBUFBcXqT6eTvTbMxsXMnwshd+G1MDkQ201DhsNFhcAgg1PB8CO6qn7P8+FB9Ro9JchqNWZAyMBpx64o2H5DBq3W1rcAardhyfEhWW686/bU65dy3AGq9jY8DwHJ78DyXIJHggr27PTjeWzmrS81i3Ice0gsNvFxq9HbnVYaNFySCASDxwrsmYib6remuz2tudKXldtNSsbkMV1mmpRZvet2ZTNHL16jZA02476j8Frh2RJfADrzroHauu9raR9BqJ7Lxt51m2pu927fvUsan9I4KDYG72BsT0jhbLyL0e+cn5s5qXDYebfOOjts9Juj9m7WrVxwnnSD4Kd6yb13ThK7MhYjOZGBGvtHEOOMxJTjNLXLZBtYN2r83AAWsLWtck2JsT4knkpa9r8aibcdhyfAfRBUMDeJkdz4w5yQ5eK/kIv4g+7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class='txt'>\n\t\tuser because maybe if you are spending a\n\t\tlot more than the mean it's like hey\n\t\tyou've been hacked and you are doing\n\t\tsomething you shouldn't do this is very\n\t\teasy with the new way you can write\n\t\tthese pandas aggregations with are\n\t\tenabled they find a planner UDF it's a\n\t\tgroup map because for each group you\n\t\twant to map and the map is basically a\n\t\tpandas method that it's assigning\n\t\tsomething so in this case it's just the\n\t</div><div class='to-video'><a title='Go to video at timestamp 1380s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1380s'>&#8688;</a></div></div>\n<div id='slide48'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tmean what's this doing so here we have\n\t\tsome executors with a driver and we are\n\t\tgrouping and aggregating we have some\n\t\tlettuce had lettuce ended it in the\n\t\tdriver because it was created in the\n\t\tdriver it is distributed because when\n\t\tyou do a group by operation you need to\n\t\t\n\t\t\n\t\tproblem everything is grouped in\n\t\tmemories so each of the groups need to\n\t</div><div class='to-video'><a title='Go to video at timestamp 1410s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1410s'>&#8688;</a></div></div>\n<div id='slide49'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tfit in the executors there's kind of\n\t\tongoing work or there should be ongoing\n\t\twork soon about fixing this\n\t\tso it's incremental and not needing to\n\t\tusual the memory the thing is the design\n\t\tin the workers\n\t\tthese are rows in DFS are they are row\n\t\tare parallel rows so it being done by a\n\t\trow it's computed in pandas and it's\n\t\tsent back and sent in the example the\n\t\tlast thing was a two pandas to the\n\t\tdriver did you send to the rival this is\n\t\talready computed it's on per group\n\t</div><div class='to-video'><a title='Go to video at timestamp 1440s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1440s'>&#8688;</a></div></div>\n<div id='slide50'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tlist so you have for each group or so\n\t\tfor each user all the transactions for\n\t\tthat user and then you convert\n\t\teverything to pandas pass-through numpy\n\t\tand get the mean the problem is that the\n\t\tgroup dot two pandas it's applied to the\n\t\tgroups that are coming with a collect\n\t\tlist and collect list if it works it is\n\t\tlo one when it's too large it blows\n\t\texecutors well yeah in this case we are\n\t</div><div class='to-video'><a title='Go to video at timestamp 1500s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1500s'>&#8688;</a></div></div>\n<div id='slide52'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tstill grouping so we are at least in the\n\t\tdata as before we are sending the\n\t\tcomputation the problem is that right\n\t\tnow we are doing the group in each\n\t\tmachine as before this time it\n\t\tincremental so you don't need to fit\n\t\teverything in memory it's fine but when\n\t\tyou get here you are sending all the\n\t\tdata to the driver and still a lot of\n\t\twork to be done in the driver because\n\t\tyou just have grouped you still need to\n\t</div><div class='to-video'><a title='Go to video at timestamp 1530s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1530s'>&#8688;</a></div></div>\n<div id='slide53'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tdo the mean for each group so this needs\n\t\tto be sent to panders to the worker and\n\t\tis actually\n\t\tblows up I've it a quick benchmark of\n\t\tthis one material in graphene because\n\t\tit's kind of a slow let me go back\n\t\tbecause it was in the so this\n\t\timplementation for two to the twenty\n\t\tfive fails it can do it\n\t\tand for twenty million records which is\n\t\twhat's written here it takes around\n\t</div><div class='to-video'><a title='Go to video at timestamp 1560s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1560s'>&#8688;</a></div></div>\n<div id='slide54'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\twhat's written here it takes around\n\t\tthree minutes the producing the the\n\t\tother implementation with pandas was\n\t\ttaking a couple of minutes for the two\n\t\tten twenty two two two two two twenty\n\t\tfive and just took one minute for twenty\n\t\tmillions it's not a huge speed up it's\n\t\tlike a three times x it's a bad code\n\t\twise it's much better and actually works\n\t\tbecause you can do to to to to to to the\n\t\ttwenty five which you couldn't do in\n\t</div><div class='to-video'><a title='Go to video at timestamp 1590s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1590s'>&#8688;</a></div></div>\n<div id='slide55'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tthis case so the too long didn't read or\n\t\ttoo long didn't watch is that you just\n\t\tneed to use our oh right pandas UDF's\n\t\tusually the problem is that you need to\n\t\twrite your UDF's pandas UDS that may not\n\t\tbe straightforward I mean that may be a\n\t\tproblem but if you are doing two pandas\n\t\tjust a navel down rule I mean that's a\n\t\tteam win you can get ten paint\n\t\timprovements just for that part it\n\t</div><div class='to-video'><a title='Go to video at timestamp 1620s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1620s'>&#8688;</a></div></div>\n<div id='slide56'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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\n'/></a>\n\t</div>\n\t<div class='txt'>\n\t\tdepends on your use case I mean if you\n\t\tare using PI spark for long enough you\n\t\tcan use you can kind of figure out how\n\t\tto do this otherwise I mean there are\n\t\tother solutions but I think using PI's\n\t\tpart it's getting better and better\n\t\treally really fast so I mean when I\n\t\tstarted with a spark that was like three\n\t\tand something years ago I used this\n\t\tcolor because back then it was like\n\t\tPython it to its low even if I was a\n\t\tseasoned Python developer if I had to\n\t</div><div class='to-video'><a title='Go to video at timestamp 1650s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1650s'>&#8688;</a></div></div>\n<div id='slide57'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tseasoned Python developer if I had to\n\t\tchoose now I would use spice part\n\t\tbecause why not it's almost as fast as a\n\t\tscholar well that some reason you can\n\t\tfind some resources in the presentation\n\t\tI recommend that you become a\n\t\tcontributor to spark if you are not one\n\t\talready I mean you learn a lot of the\n\t\tinternals and what's nice what's not\n\t\tI think it's a it's a good way to to be\n\t\tpart of the community and I think it's\n\t</div><div class='to-video'><a title='Go to video at timestamp 1680s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1680s'>&#8688;</a></div></div>\n<div id='slide58'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\ttime for questions thank you so much for\n\t\tthis session I had a question so when\n\t\tusing pandas UDF it would use arrow for\n\t\tits optimization for the serialization\n\t\tand deserialization of data but in the\n\t\tactual execution plan of a spark job is\n\t\tthere any way to validate that it is\n\t</div><div class='to-video'><a title='Go to video at timestamp 1710s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1710s'>&#8688;</a></div></div>\n<div id='slide59'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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rOtNz6z31oWTldjNlvTclDvEhvZ6Ut2K/Bzj/j2KI3y6nNmyzqq6u+WYpWbWrvEV6axtFYjhtBun3QDIUcfntQPuWq1Rr9PX02OXWTRh754NmNlRzYl090RzIrprS1zVmRXp1LeMqPTZK0qZG4nSRlvFDdmqK8pdz+LHM5YPRXx0U1mo1dMtq5M2OmOf21mtenfaYj/eTdcWpNDKZPpVpXTFfUOk5yGKt2l7PFmqrUJaq5aW+Gpv6U7PjeOGCp81iV8Fk7GOXVqrq13Q16lRZliu7dsO3TVZ6L42ntg8oOfG+Mt46c3/APRbLXLlvltWcda7Wvz2mJ5eiJ/jshQb5e8rRdbrRbdqFFRtWVk4sOZwpxxwlLvElvLthuxAADvRePx6LJqr0va33GX5bRbb9s7bbRtHL6i0eiuh7GntV4XU+QzmmEKUILKOTnMVvrbYsVnsY1yMzHC6JfHG2ZiYI71C6fZDE2cvnZyunblZa+us1Olla9mzw2V3OZPgs9Llxelt2EQBnXxWT/Up133VptOOMXR8VNuiLbxG/Pf23N+Cx9GZbA646b/xCymWQwWSoXXXMPatulOovD+KXIPU5cMy57/xTExvtseHI9G7uFoW7uT1fphBNBFRRNiWR+sLWXNbMtTSTbwzxPmNo5kGBxHhcmHUZ8um1l8Fc9/kvj+LHk2t7zS1uMdXvE9UL1Jx0T1PhsZfzmAzdhlLH6jxz6D7b52ZXW9KEnunshs8bo3nlE7b8jq6a6ZY/QursZm9Qao087HVLyKlX6pdZYsXX+JEIxCTY/Zs3mHKvc7hY2J5lZDefaTUeDtlz6jLh1uXT/c4fhzRWlLdW0bddertvtw94/Q3Wxjstim+Zxa+6/Tin9Yt/wCL+sJfVtpxz2xPjcfh855R6XbyPPk+kmmltRZLM57XenKuOXv2rkp1LbLVx6Siz1IYxrd4h8xO07cW090lXgzp/G5wfHOm8hqdPammrpuuKYb2msT3fvpMRafpsbpn1a6hYvVd7E4zBouRwOBRbVosdHC5faGtes5vdD2tbDd+e28zHMlnUPAz1TR0/lNN6kwaGJQxddB+Pt5FlP6gqnHpzKM789piJ5cXolQDeYOv+29PSmk+DNfHfTWveL3rXL8t8kfutkrbhM+8TG2xzWfruxpah0Xxun8RmauVXoZ2W2lE3tjxl5SUeoqiyZ43V4l0MYpw7TwkW6Qaix+luoWEymQf4VVNVRJZWexJthF6PiO/stl0S72QRkGmk8JTTaPV6a2oy5/urZL5Ml4pFom8bTtFaxG0eyJ5rjpRdTvZzPVs/pizjlFreQRe3KI/WFmKPerCbEIiZlTaduGJ5n36D5jF1Y1XiF8jXw2Sy+Mmvi79h8JMSVjxIlniztwS/iZPb9r7Cvd59c7H4S/hr5vF38fm1d70mtaVvGOlb1isxMb84tPDjvG0+i7rV0DomjoHWeLzmrdUYWXNswypXqX2XVl1192NWWd6LUkU+Lje98+o82jGYNfrln83fvUk6GKt5TJsUUXSaxdRijoRhGXPiFHcTuNsMmZnhKzmZnvkGcfx3ryZcmTWZZtk006WOjHjx0pSec1rG87z+sybu7nOomrsrmcheZnMsgyzaXWYkldspppse+ZaxrGqREQ1u0RERBJ+oeUoaz6baK1C67XUy9CXYjIpOWY629rZnw1nsl3izG7eKXbben2ldg7n+N+Nr9rODHTTX01omuTDjx1vfaNpjJPTxi3uifeYHIUcjntPPp2q1trNPUE3uQWTWhj28e7HSm50Q6N+yefsP3FZGgzy+Zyk61WbafnkHsrSsnC7mcKXptSl3iS32w3YgAOv9C0/2OLR/Jk6cWeM8W4dUzFuqIn22FpaZhDWfRevpXCZvHYjL1MirYv1rlqKP19J0vcyYfv6bdnMjbaY3ZtJ69GYnT+gNNa3xeQ1FibmbyGDsu8GpaYrWQSTY5rUfHdLWqWVHv3hNsTMQ0qKJ27AY5v4zXLGqpGsy0xanPGfJWMeP5JmJien5Zjfp4em/wCq7uppXSl3VtxarVuYum5JLxXPyNxOklMcUN2a9T4zufxY57Fnar0MplumGkdOVtQ6Tm9iVbKlrjzVVqMwrL+GE37+l8bnvEFOg9Gu8TbWW0s/c2xxpr0yUiMdbb2rG37pmeU//Uo9WYxS+FydnHrq1llK7+BylVZtiu/lvumqz0XR7YLg6Y5XD6g0VidS5hzZtdPYvQ7i24lq815dU3me3hfEQznHNntKn0rh8XnMs2nk8zWwVdyb3fXbKblEofG3CyYZMT6XPn2ciV6t1FpbSmhI0RpTJOzCl21FzNZRqbkEVuH/AHddKJneWtlsTPbHLt5nj/ktPvq6fx+P7i2rtelq5KYbxSlJ3jJNsnT8Vd67x09W/wCiwhmZylnN5a9k7TpevcsLWFJmd/SUfLpj5I32j2E26LZPEL4fWmk72RrYtbUGOTSpWLT4Sr+OlCkcDnzybLvEiY9kSV+D3arxWDVeO+x6rY6xXHFbUiN6zSYmJ2nhzjlKJFq7pxlNHU07V3J4G1CisJMRoZBO2vziZ45TZG7WcvjT3n7ozp9ktTpMvoZPT9FJKzDHNyOUQpr7s4XTLUlN3S3uh3ZMkcBpTBqftpxW1PVfl8nxxHD06er/AO4tzrZopXWGqHZvFZ/SylZPG1kJYrmaqa8vQh8v4WcU79vo8+ZEejetMbo3VC8Zfi/ReVpr4u+9sTMpJq7bK7RzmImNnRHPaZmOwiIPPg8JTH4u/jsme+bDalqVnprS9d5333jnO6rCudCvrNpSxiNYaTs4t7pelZWySaKjE3c2wqls7Z0RymN+4h6mCqJ6o/QjstT8CLv1R2Ua7enLeLhldruUyl37+o5u8wDvSaLWaakUv5DJmrXHNKb4cVZjhtFrTEfutH0iP0RY+G6Tas07kUr+K1rpqogm9r/r9fNtTiGRO+7k9ol3LtY7lPecrrpqLBak1w6ziFkrbEadarZupNhrLllKJ8RVu3xo5w2Hd+3qIbvPrkHGLw1/v8Otz6j5cmGtqVmMOPFN4t//AKWrxtt7bbR+i7gAPcixcTr/ADuL6N5JSNQ23ZCzmKdGkn9dmbNWnXR45ci3j8RNkz6G8RwzHI/rXXUPUVDReh6dLUtx95WhavZNevel6/HYV/ZI2HpvmYcmyJjgd2eorgHzbfxfxV9TOothxTac/wA8xOHFMTPTt09u/T7/AFVI9EaKQ107IwpqHFYe4j4T0WZJaEYuypL/ABOBSZ5ObMRM+jO/F3Eo010lR0hnaGd1Fq/TVOljbCVyfql9tiwv4LodCabGRDvTmIjlvPsK0G5tq/G6vUfJTHr74MN69HxVwYbRSNtv2TaOH/5RZFkaU1LX1f5iamarMlNC3k1HIQ6NneExB7GOdt9s6G7z8p6tZdKKmrNa5fJ4bU2AQprX1nXk71ttW3j1YfMLscg6N3RDolzJiYhzZgiPSPK4/CdRMDkMhYTqVULEuWWVnhYm2U3xvM/LMHg1xdr5DWOfuVFWrV18lcVRVZO7VGPWdLXNmI7Jg8E+JzYPN6TFpM2bT0w6Ccfy/HW9Lfu5W6uG/vG0wu/BJOtGqcJk8lgcFhV23cbpzHpUG2m82WFY4fFeyeyW+g2ImI5zvtyJN1EwL+qiOAymm9SYOvikMXXrqULeSTp/o9VOJ8TdGYnnts2Z7fRKg5+r7/8AcN3f/Mz/AHHo/wC28VMek+PUXjJpr5MkXvSmSMl8nda9J2jffjG22ybrP12vpej0WxuAxGZrZVfH5yW21EnNjxl3JKPUVRZM8bq8S6GMU4dp4Tn9M8lQqdL+plde1WRWsU60IJKLJsUXmGrbwkxzoc/bfnwxJAOfs/X/AO4c/Z/8/iOsf8dxV0WfS5NTny/PnjUXyTFIt1RaLbR012iOGy7hPvLzk6eK1dlF7VuvSj9B3mpqLqsRbKm6ctbDlHNiXTt6MRzICD163RY9do82lvMxXLTom0bbxH54SnunugNfUcine0ZrVZ9rC5VZ7kLq75eti7r5nhsNVfvLWS+fSnumd+yZPR030ri9LdVln5jKYtWlgkF8kjbZcruQucMbV5RnxZhz5meLwomXQ5uxXQPLH8f0+Kuemny5NPTPg+HJSkU6Jnbp+SImu0W257bRK7u7neoerMrmsjeTzmWQTs2l1k0kr1lNNJj1HS1jWtUiIhrdoiIiOwk3UjJ0tZ9MtH6hm7XVy+Ph+HyKUrsm2o1m/hrPZLpVls8O8u4ft+0rwFj+O+NxTpLafFj02TTWia5MWPHW9+G0xeYr+6Le6LT6D6TfgdQ47VGQzem61JajYhqT8tWbbb46cQ2HoumJZMfbQ6eRENf6Iu6bsrZBXJYO8jcvWPCjHZFG4q3jc9SJUYn6TI4eXFPLcjYO6eLyV8nfX/c2mb44xTj+OvT0xaZjjvvv+q7phpjpM3VuBrZHH6o08haU8SF8detNq2EJao5re2XcUPbEO7InmSfSeIxHRSvmc1mtR4i/kLONXoUsTi7MW3KqK7ektLdoaxsxHxo223+QqiJmJEzMnOt8TqtdXJiyeQyfBktvNIwYerp336Ivt2+2/T1fqbp50P1Bhat/UeEzFxPHI6hxS1FK2rMQiiu7fg8R07Q2Jh085mI3g6Ok+mmP0JqvF5zUuptPxSqXUX1mUrrLVi4rxw1LZOIjw0+KYeo907NbElZDefacajwHXl1F9Pq8umjUYK4Mta0pfhWvTFqWtxrbp4b8Tdb+KzOIZ191ldnIUoqq4vKtSszYRhBV0oIQ1rFOPgdLpieGIdO+xGtFXqKHSvqTWVtV0lrE4zwEnqsaqvwrO4vCZLuJ/D9twxOxBQTH/GdNjxfH8+ef+LBi3no32w36ont5z7m6yaWUxremfTivNyr4yGsYVXSlZKFEUvGd+0VZxcTGbfbOiIOlj8ziY8yt+/N+nFN31va1NhL6tO+O4Y/bcfh83co9Lt5FSAs/xvTTfLb5s3/J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class='txt'>\n\t\tactually using apache arrow because when\n\t\tyou for example do two pandas or create\n\t\ta part data frame from a panda's data\n\t\tframe it actually states in the\n\t\texecution plan that it's using arrow\n\t\tevil python but not while in the pandas\n\t\tUDF that I've seen I don't remember for\n\t\tthis color one but for the group map\n\t\tthat flood map group in pandas that's\n\t\tthe physical execution note okay and the\n\t</div><div class='to-video'><a title='Go to video at timestamp 1740s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1740s'>&#8688;</a></div></div>\n<div id='slide60'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tflat map group it basically suggests\n\t\tthat it is using Apache arrow I think so\n\t\tmaybe it has all robots all in the name\n\t\tbecause because when I turned the\n\t\tbasically configuration off for the\n\t\tarrow execution enabled it still uses\n\t\tthe same in the execution plan the flat\n\t\tmap group yeah that that's a good\n\t\tquestion I didn't check that I didn't\n\t\ttry to check the plan I just check the\n\t\tplan when I was using a robot either and\n\t\tcheck what it's doing I mean yeah this\n\t</div><div class='to-video'><a title='Go to video at timestamp 1770s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1770s'>&#8688;</a></div></div>\n<div id='slide61'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tcheck what it's doing I mean yeah this\n\t\twas something that I was working on then\n\t\tyeah yeah I don't know if there's a way\n\t\tto confirm that if you are using it from\n\t\tthe plan only okay there should but\n\t\tmaybe there's not sure all right okay\n\t\tlet's let's check later maybe we can\n\t\topen a pull request or something yeah\n\t\t\n\t\thi spark and sparked airframes and not\n\t\tpandas or maybe the working class is\n\t\tthere any advantage to era or is arrow\n\t\tonly if you trying to put anything into\n\t</div><div class='to-video'><a title='Go to video at timestamp 1800s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1800s'>&#8688;</a></div></div>\n<div id='slide62'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tonly if you trying to put anything into\n\t\tpandas koalas is going to use our row if\n\t\tyou enable it and it may be enabling it\n\t\tby default I don't know if it's by\n\t\tdefault but internally the colors code\n\t\thas the art row settings for the tests\n\t\tat least so it went to be an advantage\n\t\there because it's doing two pandas at\n\t\tsome point any other questions I think\n\t\tfor the walkthrough to the basic of ice\n\t</div><div class='to-video'><a title='Go to video at timestamp 1830s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1830s'>&#8688;</a></div></div>\n<div id='slide63'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tfor the walkthrough to the basic of ice\n\t\tpart was very useful one of the things\n\t\twe found using panda UDF's even enabling\n\t\tarrows is the problem supporting complex\n\t\tdata types as you move between Scotland\n\t\tPython even more I know the current\n\t\tworkaround is put everything with JSON\n\t\tserializes as fast as possible do you\n\t\thave any updates or any clue other is\n\t\tmoving in the error\n\t\tI've seen some cheetah tickets for a\n\t\tspark 3 that maybe are working around\n\t\tthat but I haven't checked in a few\n\t</div><div class='to-video'><a title='Go to video at timestamp 1860s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1860s'>&#8688;</a></div></div>\n<div id='slide64'class='slide-block'>\n\t<div class='img'>\n\t\t<img src='data:image/jpeg;base64, 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class='txt'>\n\t\tthat but I haven't checked in a few\n\t\tmonths so I'm not sure but yeah I mean\n\t\tdata types I mean our data type has had\n\t\ta lot of JIRA tickets on its own so yeah\n\t\tthat's a problematic one definitive so\n\t\tyou're using not pandas what improvement\n\t\tyou can get there I mean if you are not\n\t\tusing the PI part of a spark it\n\t\tshouldn't affect you so much because it\n\t\tnever get into Python so it's just in\n\t</div><div class='to-video'><a title='Go to video at timestamp 1890s'href='https://www.youtube.com/watch?v=JWQxd3YKWhs\n&t=1890s'>&#8688;</a></div></div>\n</body>\n</html>"
  },
  {
    "path": "glancer.cabal",
    "content": "cabal-version:       2.2\nname:                glancer\nversion:             0.1.0.0\n-- synopsis:\n-- description:\nhomepage:            https://github.com/rberenguel/glancer#readme\nlicense:             BSD-3-Clause\nlicense-file:        LICENSE\nauthor:              Ruben Berenguel\ncopyright:           2021 Ruben Berenguel\ncategory:            Misc\nbuild-type:          Simple\nextra-source-files:  README.md\n\ncommon deps\n  build-depends:       base >= 4.7 && < 5, text, \n                       bytestring, raw-strings-qq, \n                       megaparsec, directory, filepath, mtl,\n                       html-entities\n  default-language:    Haskell2010\n  ghc-options:         -fwarn-incomplete-patterns \n                       -fwarn-unused-imports \n                       -Werror=incomplete-patterns\n                       -fwrite-ide-info\n                       -hiedir=.hie\n\nexecutable glancer\n  import:              deps\n  hs-source-dirs:      src\n  main-is:             Main.hs\n  other-modules:       Parser, Process, Html, Captions\n  build-depends:       optparse-applicative, hspec, containers,\n                       process, temporary,random, process-extras\n\ntest-suite tests\n  import:              deps\n  type:                exitcode-stdio-1.0\n  hs-source-dirs:      test, src\n  main-is:             Spec.hs\n  build-depends:       hspec, QuickCheck, hspec-megaparsec"
  },
  {
    "path": "src/Captions.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n\nmodule Captions where\n\nimport Data.Coerce (coerce)\nimport Data.Foldable (Foldable (toList))\nimport Data.Sequence (fromList, mapWithIndex)\nimport Data.Text (intercalate, strip)\nimport qualified Data.Text as T\nimport Data.Text.Encoding (decodeUtf8)\nimport Html (embody, heading)\nimport Parser (Caption (block, txt), TimeBlock (..), TimeDef (..), inBlock, secs)\nimport Process\n  ( Dir (..),\n    Url (..),\n    Video (..),\n    deleteImages,\n  )\nimport System.IO\n  ( hPutStrLn,\n    stderr,\n  )\nimport qualified System.Process.ByteString as B\nimport Text.Printf (printf)\n\nconvertToHTML :: Show a => Video -> Dir -> Either a [Caption] -> IO T.Text\nconvertToHTML video dir parsed = case parsed of\n  Right captions -> do\n    html <- captionsToHTML video dir captions\n    hPutStrLn stderr \"Finished\"\n    return html\n  Left err -> return (T.pack (show err))\n\ncaptionsToHTML :: Video -> Dir -> [Caption] -> IO T.Text\ncaptionsToHTML video dir captions = do\n  caps <- formatCaptions captions (coerce $ url video) dir\n  deleteImages dir\n  let embodied = embody video caps\n  return (heading <> embodied)\n\nformatCaptions :: [Caption] -> Url -> Dir -> IO T.Text\nformatCaptions captions (Url url) (Dir dir) = do\n  let toMap = fromList $ captionsPerSlide captions\n  let listy = toList (mapWithIndex (imgCaps url (T.pack dir)) toMap)\n  intercalate \"\\n\" <$> sequence listy\n\nimgCaps :: Integral a => T.Text -> T.Text -> a -> [Caption] -> IO T.Text\nimgCaps url dir ind captions = do\n  --let next = toInteger ind + 1\n  img <- slideBlock url dir (toInteger ind) --next\n  let toVideo = toVideoBlock url (toInteger ind)\n  return (img <> caps captions <> toVideo <> \"</div>\")\n\nslideBlock :: T.Text -> T.Text -> Integer -> IO T.Text\nslideBlock url dir shot = do\n  let imgPath = T.unpack (dir <> \"/glancer-img\" <> T.pack (printf \"%04d.jpg\" shot))\n  (_, jpg, _) <- B.readProcessWithExitCode \"/bin/cat\" [imgPath] \"\"\n  (_, base64, _) <- B.readProcessWithExitCode \"base64\" [] jpg\n  let slide = \"<div id='slide\" <> T.pack (show shot) <> \"'class='slide-block'>\\n\"\n  let div = \"\\t<div class='img'>\\n\"\n  let img = \"\\t\\t<img src='data:image/jpeg;base64, \" <> decodeUtf8 base64 <> \"'/></a>\\n\"\n  let close = \"\\t</div>\\n\"\n  let formatted = slide <> div <> img <> close\n  return formatted\n\ntoVideoBlock :: T.Text -> Integer -> T.Text\ntoVideoBlock url shot = do\n  let when = T.pack $ show (shotSeconds shot 30)\n  let title = \"title='Go to video at timestamp \" <> when <> \"s'\"\n  let diva = \"<div class='to-video'><a \" <> title <> \"href='\" <> url <> \"&t=\" <> when <> \"s'>&#8688;</a></div>\"\n  diva\n\ncaps :: [Caption] -> T.Text\ncaps captions = \"\\t<div class='txt'>\\n\" <> intercalate \"\\n\" (stripped captions) <> \"\\n\\t</div>\"\n  where\n    stripped captions = map ((\"\\t\\t\" <>) . strip . txt) captions\n\ncaptionsPerSlide :: [Caption] -> [[Caption]]\ncaptionsPerSlide captions = map (capsForShot (filtering captions) 30) (shots (filtering captions))\n  where\n    filtering lst = filter (not . (T.isInfixOf \"<c>\" . txt)) lst\n    shots captions = [1 .. numShots captions 30 + 1]\n\nshotSeconds :: Integer -> Integer -> Integer\nshotSeconds shotNumber secsPerShot = shotNumber * secsPerShot\n\nhourMinuteSeconds :: Integer -> TimeDef\nhourMinuteSeconds seconds = TimeDef h m s 0\n  where\n    h = seconds `div` 3600\n    m = seconds `mod` 3600 `div` 60\n    s = seconds `mod` 3600 `mod` 60\n\nshotTime :: Integer -> Integer -> TimeBlock\nshotTime shotNumber secsPerShot = TimeBlock startTime endTime\n  where\n    startTime = hourMinuteSeconds start_\n    endTime = hourMinuteSeconds end_\n    start_ = shotSeconds (shotNumber - 1) secsPerShot\n    end_ = shotSeconds shotNumber secsPerShot\n\nnumShots :: [Caption] -> Integer -> Integer\nnumShots caps secsPerShot = secs (end . block . last $ caps) `div` secsPerShot\n\ncapsForShot :: [Caption] -> Integer -> Integer -> [Caption]\ncapsForShot caps secsPerShot shotNumber = filter (inTimeBlock shotBlock) caps\n  where\n    shotBlock = shotTime shotNumber secsPerShot\n    inTimeBlock blck cap = inBlock (start . block $ cap) blck && inBlock (end . block $ cap) blck\n"
  },
  {
    "path": "src/Html.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n{-# LANGUAGE QuasiQuotes #-}\n\nmodule Html where\n\nimport qualified Data.Text as T\nimport qualified HTMLEntities.Text as H\nimport Process (Title (..), Url (..), Video (..))\nimport Text.RawString.QQ (r)\n\nheading :: T.Text\nheading =\n  T.pack\n    [r|\n<!doctype html>\n<html>\n\n<head>\n    <meta charset=\"utf-8\">\n    <style>\n        html {\n            font-family: monoidregular;\n        }\n\n        h1 {\n            text-align: center;\n            margin-bottom: 0;\n        }\n\n        h3 {\n            float: right;\n            font-size: 80%;\n        }\n\n        a {\n            color: darkgreen;\n            text-decoration: none;\n        }\n\n        a:hover {\n            text-decoration: underline;\n        }\n        #container {\n            padding: 3%;\n            margin: auto;\n            width: 96%;\n        }\n\n        .to-video {\n            font-size: 30px;\n            float: right;\n            align-self: flex-end;\n            display: inline-block;\n            vertical-align: bottom;\n        }\n    \n        .slide-block {\n            margin-top:1%;\n            border: 1px solid black;\n            border-radius: 3px;\n            display: flex;\n            width: 100%;\n        }\n\n        .img {\n            transform:scale(1.0) translate(0%);\n            transition: transform 1.2s ease, border 0.1s ease; \n            padding: 1%;\n            height: 1%;\n            width: 65%;\n            display: inline-block;\n        }\n\n        .active {\n            padding: 5px;\n            transform:scale(1.45) translate(17%);\n\t\t\tborder: 1px solid black;\n\t\t\tbackground: rgba(255, 255, 255, 0.4);\n\t\t\t-webkit-backdrop-filter: blur(10px);\n  \t\t\tbackdrop-filter: blur(10px);\n\t\t\tz-index: 1000;\n\t\t\tborder-radius: 3px;\n        }\n\n        img {\n            max-width: 100%;\n            max-height: 100%;\n        }\n\n        .txt {\n            margin-left: 1%;\n            line-height: 1.5;\n            width: 29%;\n            display: inline-block;\n            font-size: 22px;\n            font-family: Arial;\n            vertical-align: top;\n            margin-top: 1%;\n        }\n        @font-face {\n            font-family: \"monoidregular\";\n            src: url(\"data:font/woff2;base64, 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format('woff2');        \n        }\n    </style>\n    <script type=\"text/javascript\">\n        window.onload = (_) => {\n            [...document.querySelectorAll(\".img\")].forEach( el =>\n                el.addEventListener('click', \n                e => el.classList.toggle(\"active\")\n            ))}\n    </script>\n</head>\n|]\n\nembody :: Video -> T.Text -> T.Text\nembody (Video (Url url) (Title title) _) body =\n  T.intercalate\n    \"\\n\"\n    [ \"\\t<body>\",\n      \"\\t\\t<div id='container'>\",\n      \"\\t\\t\\t<h1><a href='\" <> url <> \"'>\" <> H.text title <> \"</a></h1>\",\n      \"\\t\\t\\t<h3>Created with <a href='https://github.com/rberenguel/glancer'>glancer</a></h3>\",\n      body,\n      \"</body>\",\n      \"</html>\"\n    ]\n"
  },
  {
    "path": "src/Main.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n\nmodule Main where\n\nimport Captions (convertToHTML)\nimport Data.Coerce (coerce)\nimport Data.Text (pack)\nimport qualified Data.Text as T\nimport GHC.IO.Encoding (utf8)\nimport qualified Options.Applicative as Ap\nimport Parser (subsP)\nimport Process\n  ( Dir (..),\n    Filename (..),\n    Url (..),\n    Video (..),\n    processURL,\n  )\nimport System.Directory (getHomeDirectory)\nimport System.FilePath (joinPath, splitPath, (-<.>), (</>))\nimport System.IO\n  ( IOMode (ReadMode),\n    hGetContents,\n    hPutStrLn,\n    hSetEncoding,\n    openFile,\n    stderr,\n  )\nimport Text.Megaparsec (parse)\nimport Prelude\n\ndata CLIConfig = CLIConfig\n  { _url :: String,\n    _filename :: String\n  }\n\ncliConfig :: Ap.Parser CLIConfig\ncliConfig =\n  CLIConfig\n    <$> Ap.strArgument (Ap.metavar \"URL\" <> Ap.help \"Youtube URL\")\n    <*> Ap.strArgument (Ap.metavar \"FILEPATH\" <> Ap.help \"HTML file name (don't add extension)\")\n\ngetFullPath :: FilePath -> IO FilePath\ngetFullPath s = case splitPath s of\n  \"~/\" : t -> joinPath . (: t) <$> getHomeDirectory\n  _ -> return s\n\nstart :: CLIConfig -> IO ()\nstart (CLIConfig url filename) = do\n  hPutStrLn stderr (\"Looking for video in \" ++ url)\n  (dir_, video) <- processURL (Url $ T.pack url)\n  let videoName = coerce (file video)\n  let dir = coerce dir_\n  capsPath <- getFullPath (dir </> videoName -<.> \"en.vtt\")\n  handle <- openFile capsPath ReadMode\n  hSetEncoding handle utf8\n  contents <- hGetContents handle\n  let parsed = parse subsP \"\" (pack contents)\n  html <- convertToHTML video dir_ parsed\n  destinationPath <- getFullPath (filename -<.> \"html\")\n  hPutStrLn stderr (\"Writing html to \" ++ destinationPath)\n  writeFile destinationPath (T.unpack html)\n  hPutStrLn stderr (\"Data written to \" ++ destinationPath)\n\nmain :: IO ()\nmain = do\n  Main.start =<< Ap.execParser opts\n  where\n    opts =\n      Ap.info\n        (cliConfig Ap.<**> Ap.helper)\n        ( Ap.fullDesc\n            <> Ap.progDesc \"Glancer\"\n            <> Ap.header \"Why not\"\n        )\n"
  },
  {
    "path": "src/Parser.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n\nmodule Parser where\n\nimport Control.Monad (void)\nimport qualified Data.Text as T\nimport Data.Void (Void)\nimport Text.Megaparsec\n  ( MonadParsec (eof, lookAhead, try),\n    Parsec,\n    anySingle,\n    manyTill,\n    (<|>),\n  )\nimport Text.Megaparsec.Char\n  ( char,\n    eol,\n    numberChar,\n    space,\n    spaceChar,\n    string,\n  )\n\ntype Parser = Parsec Void T.Text\n\ndata TimeDef = TimeDef\n  { hours :: Integer,\n    minutes :: Integer,\n    seconds :: Integer,\n    cents :: Integer\n  }\n  deriving (Show, Eq)\n\nsecs :: TimeDef -> Integer\nsecs td = 3600 * hours td + 60 * minutes td + seconds td + 1\n\ninstance Ord TimeDef where\n  compare a b = compare (secs a) (secs b)\n\ndata TimeBlock = TimeBlock\n  { start :: TimeDef,\n    end :: TimeDef\n  }\n  deriving (Show, Eq)\n\ninBlock :: TimeDef -> TimeBlock -> Bool\ninBlock td tb = (secs . start $ tb) <= secstd && secstd <= (secs . end $ tb)\n  where\n    secstd = secs td\n\ndata Caption = Caption\n  { block :: TimeBlock,\n    txt :: T.Text\n  }\n  deriving (Show, Eq)\n\nhourBlockP :: Parser TimeDef\nhourBlockP = do\n  hours <- colonSeparated\n  minutes <- colonSeparated\n  seconds <- read <$> manyTill numberChar (char '.')\n  millis <- read <$> manyTill numberChar (void spaceChar <|> try (lookAhead (void eol)))\n  return (TimeDef hours minutes seconds millis)\n  where\n    colonSeparated = read <$> manyTill numberChar (char ':')\n\narrowP :: Parser T.Text\narrowP = do\n  string \"-->\"\n\nanyChar :: Parser Char\nanyChar = anySingle\n\ntimeLineP :: Parser TimeBlock\ntimeLineP = do\n  start <- hourBlockP\n  arrowP\n  space\n  end <- hourBlockP\n  manyTill anyChar eol\n  return (TimeBlock start end)\n\ncaptionP :: Parser Caption\ncaptionP = do\n  space\n  block <- timeLineP\n  caption <- T.pack <$> manyTill anyChar (try $ lookAhead (void timeLineP <|> void eof))\n  return (Caption block caption)\n\nsubsP :: Parser [Caption]\nsubsP = do\n  string \"WEBVTT\"\n  manyTill anyChar (try $ lookAhead timeLineP)\n  space\n  manyTill captionP eof\n"
  },
  {
    "path": "src/Process.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n\nmodule Process where\n\nimport Control.Monad (replicateM)\nimport qualified Data.ByteString.Char8 as B\nimport Data.Coerce (coerce)\nimport qualified Data.Text as T\nimport qualified Data.Text.Encoding as TE\nimport System.Directory (getTemporaryDirectory)\nimport System.FilePath ((-<.>), (</>))\nimport System.IO\n  ( hPutStrLn,\n    stderr,\n  )\nimport System.Process (callCommand, callProcess, readProcess)\nimport System.Random (Random (randomRIO))\n\nnewtype Url = Url T.Text\n\nnewtype Title = Title T.Text\n\nnewtype Id = Id T.Text\n\nnewtype Dir = Dir String\n\nnewtype Filename = Filename String\n\ndata Video = Video\n  { url :: Url,\n    title :: Title,\n    file :: Filename\n  }\n\ngetTitle :: Url -> IO Title\ngetTitle (Url url) = do\n  title <- readProcess \"yt-dlp\" [\"-e\", \"--no-warnings\", \"--no-playlist\", T.unpack url] []\n  return (Title $ TE.decodeUtf8 $ B.pack title) -- This deletes badly encoded characters, which is better than having them but worse than properly encoding them. Help appreciated\n\ngetId :: Url -> IO Id\ngetId (Url url) = do\n  id <- readProcess \"yt-dlp\" [\"--get-id\", \"--no-warnings\", \"--no-playlist\", T.unpack url] []\n  return (Id $ T.pack id)\n\nyoutubeURL :: Id -> Url\nyoutubeURL (Id id) = Url (\"https://www.youtube.com/watch?v=\" <> id)\n\ngenerateVideo :: Video -> Dir -> IO ()\ngenerateVideo (Video (Url url) _ (Filename videoName)) (Dir dir) = do\n  callProcess command arguments\n  where\n    command = \"yt-dlp\"\n    arguments = [\"-q\", \"--no-playlist\", \"-f mp4\", coerce (\"-o\" <> dir </> videoName -<.> \"mp4\"), \"--sub-langs\", \"en\", \"--write-auto-sub\", \"--write-sub\", \"--no-warnings\", \"-k\", \"--no-cache-dir\", T.unpack url]\n\nargs :: Dir -> Filename -> [String] -> String -> [String]\nargs (Dir dir) (Filename videoName) selector suffix = [ \"-i\",\n                            coerce (dir </> videoName -<.> \"mp4\")]\n                            ++ selector ++ [\n                            coerce (dir </> \"glancer-img\" <> suffix -<.> \"jpg\"),\n                            \"-hide_banner\",\n                            \"-loglevel\",\n                            \"panic\"\n                          ]\n\ngenerateShots :: Dir -> Filename -> IO ()\ngenerateShots dir video = do\n  callProcess \"ffmpeg\" (args dir video [\"-vf\", \"fps=1/30\"] \"%04d\")\n  callProcess \"ffmpeg\" (args dir video [\"-vframes\",  \"1\", \"-ss\", \"3\"] \"0000\" )\n\ndeleteVideo :: Dir -> Filename -> IO ()\ndeleteVideo (Dir dir) (Filename videoName) = callProcess \"rm\" [coerce (dir </> videoName -<.> \"mp4\")]\n\ndeleteImages :: Dir -> IO ()\ndeleteImages (Dir dir) = callCommand $ T.unpack (\"rm \" <> T.pack (dir </> \"glancer-img*\"))\n\nprocessURL :: Url -> IO (Dir, Video)\nprocessURL url = do\n  dir <- Dir <$> getTemporaryDirectory\n  videoName <- Filename <$> replicateM 10 (randomRIO ('a', 'z'))\n  title <- getTitle url\n  hPutStrLn stderr $ T.unpack (\"The video is titled '\" <> T.strip (coerce title) <> \"'\")\n  id <- getId url\n  let yourl = youtubeURL id\n  hPutStrLn stderr $ T.unpack (T.strip (\"Seems like the video is in \" <> coerce yourl))\n  let video = Video yourl title videoName\n  hPutStrLn stderr \"Downloading video (this may take a while)\"\n  generateVideo video dir\n  hPutStrLn stderr (T.unpack (\"Downloaded video to \" <> (T.pack . coerce) dir <> (T.pack . coerce) videoName <> \"(.mp4|en.vtt)\"))\n  hPutStrLn stderr \"Generating still images from video (this may take a while)\"\n  generateShots dir videoName\n  hPutStrLn stderr \"Generated images\"\n  deleteVideo dir videoName\n  return (dir, video)\n"
  },
  {
    "path": "stack.yaml",
    "content": "# This file was automatically generated by 'stack init'\n#\n# Some commonly used options have been documented as comments in this file.\n# For advanced use and comprehensive documentation of the format, please see:\n# https://docs.haskellstack.org/en/stable/yaml_configuration/\n\n# Resolver to choose a 'specific' stackage snapshot or a compiler version.\n# A snapshot resolver dictates the compiler version and the set of packages\n# to be used for project dependencies. For example:\n#\n# resolver: lts-3.5\n# resolver: nightly-2015-09-21\n# resolver: ghc-7.10.2\n#\n# The location of a snapshot can be provided as a file or url. Stack assumes\n# a snapshot provided as a file might change, whereas a url resource does not.\n#\n# resolver: ./custom-snapshot.yaml\n# resolver: https://example.com/snapshots/2018-01-01.yaml\nresolver: lts-16.31\n\n\n# User packages to be built.\n# Various formats can be used as shown in the example below.\n#\n# packages:\n# - some-directory\n# - https://example.com/foo/bar/baz-0.0.2.tar.gz\n#   subdirs:\n#   - auto-update\n#   - wai\npackages:\n- .\n# Dependency packages to be pulled from upstream that are not in the resolver.\n# These entries can reference officially published versions as well as\n# forks / in-progress versions pinned to a git hash. For example:\n#\n# extra-deps:\n# - acme-missiles-0.3\n# - git: https://github.com/commercialhaskell/stack.git\n#   commit: e7b331f14bcffb8367cd58fbfc8b40ec7642100a\n#\n# extra-deps: []\n\n# Override default flag values for local packages and extra-deps\n# flags: {}\n\n# Extra package databases containing global packages\n# extra-package-dbs: []\n\n# Control whether we use the GHC we find on the path\n# system-ghc: true\n#\n# Require a specific version of stack, using version ranges\n# require-stack-version: -any # Default\n# require-stack-version: \">=2.3\"\n#\n# Override the architecture used by stack, especially useful on Windows\n# arch: i386\n# arch: x86_64\n#\n# Extra directories used by stack for building\n# extra-include-dirs: [/path/to/dir]\n# extra-lib-dirs: [/path/to/dir]\n#\n# Allow a newer minor version of GHC than the snapshot specifies\n# compiler-check: newer-minor\n"
  },
  {
    "path": "test/Spec.hs",
    "content": "{-# LANGUAGE OverloadedStrings #-}\n{-# LANGUAGE QuasiQuotes #-}\n\nimport Data.Text (pack)\nimport qualified Parser as P\nimport Test.Hspec ( hspec, describe, it, Spec )\nimport Test.Hspec.Megaparsec ( shouldParse )\nimport Text.Megaparsec ( parse )\nimport Text.RawString.QQ ( r )\n\nmain :: IO ()\nmain = hspec spec\n\nhourBlock = \"01:07:46.029 \"\n\nparsedHourBlock = P.TimeDef 1 7 46 29\n\ntimeBlock =\n  pack\n    [r|01:07:46.029 --> 01:07:52.319 align:start position:0%\n|]\n\nparsedTimeBlock = P.TimeBlock parsedHourBlock (P.TimeDef 1 7 52 319)\n\ncaptionBlock =\n  pack\n    [r|\n01:07:46.029 --> 01:07:52.319 align:start position:0%\nreally look into but we have considered\n|]\n\nparsedCaptionBlock = P.Caption parsedTimeBlock \"really look into but we have considered\\n\"\n\nspec :: Spec\nspec = do\n  describe \"arrowP\" $ do\n    it \"parses a time arrow\" $\n      parse P.arrowP \"\" \"-->\" `shouldParse` \"-->\"\n  describe \"hourBlockP\" $ do\n    it \"parses a hourBlock\" $\n      parse P.hourBlockP \"\" hourBlock `shouldParse` parsedHourBlock\n  describe \"timeBlockP\" $ do\n    it \"parses a timeBlock\" $\n      parse P.timeLineP \"\" timeBlock `shouldParse` parsedTimeBlock\n  describe \"captionP\" $ do\n    it \"parses a captionBlock\" $ parse P.captionP \"\" captionBlock `shouldParse` parsedCaptionBlock\n"
  },
  {
    "path": "this.code-workspace",
    "content": "{\n\t\"folders\": [\n\t\t{\n\t\t\t\"path\": \".\"\n\t\t}\n\t],\n\t\"settings\": {\n\t\t\"files.watcherExclude\": {\n\t\t\t\"**/target\": true\n\t\t}\n\t}\n}"
  }
]