ML0101EN-RecommendationSystem_Content-Based-Filtering-movies-V2.ipynb

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    "<center>\n",
    "    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/images/IDSNlogo.png\" width=\"300\" alt=\"cognitiveclass.ai logo\"  />\n",
    "</center>\n",
    "\n",
    "# Content Based Filtering\n",
    "\n",
    "Course: Machine Learning with Python.¶\n",
    "\n",
    "Stephane Dedieu April May 2022 - Rev. Oct 2022. \n",
    "\n",
    "Estimated time needed: **25** minutes\n",
    "\n",
    "## Objectives\n",
    "\n",
    "After completing this lab you will be able to:\n",
    "\n",
    "*   Create a recommendation system using Content Based filtering\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recommendation systems are a collection of algorithms used to recommend items to users based on information taken from the user. These systems have become ubiquitous, and can be commonly seen in online stores, movies databases and job finders. In this notebook, we will explore Content-based recommendation systems and implement a simple version of one using Python and the Pandas library.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table of contents\n",
    "\n",
    "<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
    "    <ol>\n",
    "        <li><a href=\"https://#ref1\">Acquiring the Data</a></li>\n",
    "        <li><a href=\"https://#ref2\">Preprocessing</a></li>\n",
    "        <li><a href=\"https://#ref3\">Content-Based Filtering</a></li>\n",
    "    </ol>\n",
    "</div>\n",
    "<br>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"ref1\"></a>\n",
    "\n",
    "# Acquiring the Data\n"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "To acquire and extract the data, simply run the following Bash scripts:\\\n",
    "Dataset acquired from [GroupLens](http://grouplens.org/datasets/movielens/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2022-01-01). Let's download the dataset. To download the data, we will use **`!wget`** to download it from IBM Object Storage.\\\n",
    "**Did you know?** When it comes to Machine Learning, you will likely be working with large datasets. As a business, where can you host your data? IBM is offering a unique opportunity for businesses, with 10 Tb of IBM Cloud Object Storage: [Sign up now for free](http://cocl.us/ML0101EN-IBM-Offer-CC)\n"
   ]
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     "text": [
      "unziping ...\n"
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      "--2022-10-13 17:48:47--  https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\n",
      "Resolving cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)... 169.63.118.104\n",
      "Connecting to cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud (cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud)|169.63.118.104|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 160301210 (153M) [application/zip]\n",
      "Saving to: 'moviedataset.zip'\n",
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      "  9400K .......... .......... .......... .......... ..........  6%  707K 4m54s\n",
      "  9450K .......... .......... .......... .......... ..........  6%  631K 4m54s\n",
      "  9500K .......... .......... .......... .......... ..........  6%  647K 4m54s\n",
      "  9550K .......... .......... .......... .......... ..........  6%  646K 4m53s\n",
      "  9600K .......... .......... .......... .......... ..........  6%  493K 4m53s\n",
      "  9650K .......... .......... .......... .......... ..........  6%  637K 4m53s\n",
      "  9700K .......... .......... .......... .......... ..........  6%  615K 4m52s\n",
      "  9750K .......... .......... .......... .......... ..........  6%  592K 4m52s\n",
      "  9800K .......... .......... .......... .......... ..........  6%  647K 4m51s\n",
      "  9850K .......... .......... .......... .......... ..........  6%  652K 4m51s\n",
      "  9900K .......... .......... .......... .......... ..........  6%  681K 4m51s\n",
      "  9950K .......... .......... .......... .......... ..........  6%  608K 4m50s\n",
      " 10000K .......... .......... .......... .......... ..........  6%  490K 4m50s\n",
      " 10050K .......... .......... .......... .......... ..........  6%  633K 4m50s\n",
      " 10100K .......... .......... .......... .......... ..........  6%  684K 4m49s\n",
      " 10150K .......... .......... .......... .......... ..........  6%  649K 4m49s\n",
      " 10200K .......... .......... .......... .......... ..........  6%  575K 4m49s\n",
      " 10250K .......... .......... .......... .......... ..........  6%  653K 4m48s\n",
      " 10300K .......... .......... .......... .......... ..........  6%  619K 4m48s\n",
      " 10350K .......... .......... .......... .......... ..........  6%  624K 4m48s\n",
      " 10400K .......... .......... .......... .......... ..........  6%  480K 4m47s\n",
      " 10450K .......... .......... .......... .......... ..........  6%  638K 4m47s\n",
      " 10500K .......... .......... .......... .......... ..........  6%  756K 4m47s\n",
      " 10550K .......... .......... .......... .......... ..........  6%  756K 4m46s\n",
      " 10600K .......... .......... .......... .......... ..........  6%  747K 4m46s\n",
      " 10650K .......... .......... .......... .......... ..........  6%  759K 4m45s\n",
      " 10700K .......... .......... .......... .......... ..........  6%  764K 4m44s\n",
      " 10750K .......... .......... .......... .......... ..........  6%  746K 4m44s\n",
      " 10800K .......... .......... .......... .......... ..........  6%  201K 4m46s\n",
      " 10850K .......... .......... .......... .......... ..........  6%  279K 4m47s\n",
      " 10900K .......... .......... .......... .......... ..........  6%  363K 4m47s\n",
      " 10950K .......... .......... .......... .......... ..........  7%  958K 4m47s\n",
      " 11000K .......... .......... .......... .......... ..........  7%  307K 4m47s\n",
      " 11050K .......... .......... .......... .......... ..........  7%  460K 4m47s\n",
      " 11100K .......... .......... .......... .......... ..........  7%  843K 4m47s\n",
      " 11150K .......... .......... .......... .......... ..........  7%  776K 4m46s\n",
      " 11200K .......... .......... .......... .......... ..........  7%  561K 4m46s\n",
      " 11250K .......... .......... .......... .......... ..........  7%  757K 4m45s\n",
      " 11300K .......... .......... .......... .......... ..........  7%  756K 4m45s\n",
      " 11350K .......... .......... .......... .......... ..........  7%  755K 4m44s\n",
      " 11400K .......... .......... .......... .......... ..........  7%  750K 4m44s\n",
      " 11450K .......... .......... .......... .......... ..........  7%  756K 4m43s\n",
      " 11500K .......... .......... .......... .......... ..........  7%  751K 4m43s\n",
      " 11550K .......... .......... .......... .......... ..........  7%  572K 4m43s\n",
      " 11600K .......... .......... .......... .......... ..........  7%  746K 4m42s\n",
      " 11650K .......... .......... .......... .......... ..........  7%  752K 4m42s\n",
      " 11700K .......... .......... .......... .......... ..........  7%  754K 4m41s\n",
      " 11750K .......... .......... .......... .......... ..........  7%  761K 4m41s\n",
      " 11800K .......... .......... .......... .......... ..........  7%  751K 4m40s\n",
      " 11850K .......... .......... .......... .......... ..........  7%  766K 4m40s\n",
      " 11900K .......... .......... .......... .......... ..........  7%  725K 4m39s\n",
      " 11950K .......... .......... .......... .......... ..........  7%  753K 4m39s\n",
      " 12000K .......... .......... .......... .......... ..........  7%  503K 4m39s\n",
      " 12050K .......... .......... .......... .......... ..........  7%  759K 4m38s\n",
      " 12100K .......... .......... .......... .......... ..........  7%  753K 4m38s\n",
      " 12150K .......... .......... .......... .......... ..........  7%  754K 4m38s\n",
      " 12200K .......... .......... .......... .......... ..........  7%  752K 4m37s\n",
      " 12250K .......... .......... .......... .......... ..........  7%  669K 4m37s\n",
      " 12300K .......... .......... .......... .......... ..........  7%  788K 4m36s\n",
      " 12350K .......... .......... .......... .......... ..........  7%  755K 4m36s\n",
      " 12400K .......... .......... .......... .......... ..........  7%  565K 4m36s\n",
      " 12450K .......... .......... .......... .......... ..........  7%  755K 4m35s\n",
      " 12500K .......... .......... .......... .......... ..........  8%  753K 4m35s\n",
      " 12550K .......... .......... .......... .......... ..........  8%  758K 4m34s\n",
      " 12600K .......... .......... .......... .......... ..........  8%  756K 4m34s\n",
      " 12650K .......... .......... .......... .......... ..........  8%  702K 4m34s\n",
      " 12700K .......... .......... .......... .......... ..........  8%  746K 4m33s\n",
      " 12750K .......... .......... .......... .......... ..........  8%  756K 4m33s\n",
      " 12800K .......... .......... .......... .......... ..........  8%  565K 4m33s\n",
      " 12850K .......... .......... .......... .......... ..........  8%  753K 4m32s\n",
      " 12900K .......... .......... .......... .......... ..........  8%  754K 4m32s\n",
      " 12950K .......... .......... .......... .......... ..........  8%  757K 4m31s\n",
      " 13000K .......... .......... .......... .......... ..........  8%  753K 4m31s\n",
      " 13050K .......... .......... .......... .......... ..........  8%  749K 4m31s\n",
      " 13100K .......... .......... .......... .......... ..........  8%  763K 4m30s\n",
      " 13150K .......... .......... .......... .......... ..........  8%  710K 4m30s\n",
      " 13200K .......... .......... .......... .......... ..........  8%  566K 4m30s\n",
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      " 13300K .......... .......... .......... .......... ..........  8%  722K 4m29s\n",
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      " 13500K .......... .......... .......... .......... ..........  8%  754K 4m27s\n",
      " 13550K .......... .......... .......... .......... ..........  8%  748K 4m27s\n",
      " 13600K .......... .......... .......... .......... ..........  8%  571K 4m27s\n",
      " 13650K .......... .......... .......... .......... ..........  8%  682K 4m27s\n",
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      " 13800K .......... .......... .......... .......... ..........  8%  755K 4m25s\n",
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      " 13950K .......... .......... .......... .......... ..........  8%  761K 4m24s\n",
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      " 14050K .......... .......... .......... .......... ..........  9%  751K 4m24s\n",
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      " 14200K .......... .......... .......... .......... ..........  9%  746K 4m23s\n",
      " 14250K .......... .......... .......... .......... ..........  9%  758K 4m22s\n",
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      " 14350K .......... .......... .......... .......... ..........  9%  753K 4m22s\n",
      " 14400K .......... .......... .......... .......... ..........  9%  568K 4m22s\n",
      " 14450K .......... .......... .......... .......... ..........  9%  753K 4m21s\n",
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      " 14550K .......... .......... .......... .......... ..........  9%  759K 4m21s\n",
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      " 14650K .......... .......... .......... .......... ..........  9%  756K 4m20s\n",
      " 14700K .......... .......... .......... .......... ..........  9%  753K 4m20s\n",
      " 14750K .......... .......... .......... .......... ..........  9%  747K 4m19s\n",
      " 14800K .......... .......... .......... .......... ..........  9%  203K 4m21s\n",
      " 14850K .......... .......... .......... .......... ..........  9%  336K 4m21s\n",
      " 14900K .......... .......... .......... .......... ..........  9%  179K 4m23s\n",
      " 14950K .......... .......... .......... .......... ..........  9% 8.45M 4m22s\n",
      " 15000K .......... .......... .......... .......... ..........  9%  197K 4m23s\n",
      " 15050K .......... .......... .......... .......... ..........  9%  269M 4m22s\n",
      " 15100K .......... .......... .......... .......... ..........  9% 2.55M 4m21s\n",
      " 15150K .......... .......... .......... .......... ..........  9%  730K 4m21s\n",
      " 15200K .......... .......... .......... .......... ..........  9%  569K 4m21s\n",
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      " 15300K .......... .......... .......... .......... ..........  9%  762K 4m20s\n",
      " 15350K .......... .......... .......... .......... ..........  9%  748K 4m20s\n",
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      " 17850K .......... .......... .......... .......... .......... 11%  751K 4m6s\n",
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      " 18300K .......... .......... .......... .......... .......... 11%  755K 4m4s\n",
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      " 18400K .......... .......... .......... .......... .......... 11%  564K 4m4s\n",
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      " 18550K .......... .......... .......... .......... .......... 11%  755K 4m3s\n",
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      " 18650K .......... .......... .......... .......... .......... 11%  751K 4m3s\n",
      " 18700K .......... .......... .......... .......... .......... 11%  757K 4m2s\n",
      " 18750K .......... .......... .......... .......... .......... 12%  523K 4m2s\n",
      " 18800K .......... .......... .......... .......... .......... 12%  845K 4m2s\n",
      " 18850K .......... .......... .......... .......... .......... 12%  178K 4m3s\n",
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      " 19050K .......... .......... .......... .......... .......... 12%  401K 4m5s\n",
      " 19100K .......... .......... .......... .......... .......... 12% 1.06M 4m4s\n",
      " 19150K .......... .......... .......... .......... .......... 12% 2.70M 4m4s\n",
      " 19200K .......... .......... .......... .......... .......... 12%  536K 4m4s\n",
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      " 19350K .......... .......... .......... .......... .......... 12%  754K 4m3s\n",
      " 19400K .......... .......... .......... .......... .......... 12%  701K 4m3s\n",
      " 19450K .......... .......... .......... .......... .......... 12%  801K 4m2s\n",
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      " 19550K .......... .......... .......... .......... .......... 12%  743K 4m2s\n",
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      " 19650K .......... .......... .......... .......... .......... 12%  753K 4m1s\n",
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      " 19750K .......... .......... .......... .......... .......... 12%  759K 4m1s\n",
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      " 19850K .......... .......... .......... .......... .......... 12%  766K 4m0s\n",
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      " 20100K .......... .......... .......... .......... .......... 12%  758K 3m59s\n",
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      " 20350K .......... .......... .......... .......... .......... 13%  574K 3m58s\n",
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      " 20950K .......... .......... .......... .......... .......... 13%  750K 3m56s\n",
      " 21000K .......... .......... .......... .......... .......... 13%  735K 3m56s\n",
      " 21050K .......... .......... .......... .......... .......... 13%  780K 3m55s\n",
      " 21100K .......... .......... .......... .......... .......... 13%  733K 3m55s\n",
      " 21150K .......... .......... .......... .......... .......... 13%  579K 3m55s\n",
      " 21200K .......... .......... .......... .......... .......... 13%  757K 3m55s\n",
      " 21250K .......... .......... .......... .......... .......... 13%  748K 3m55s\n",
      " 21300K .......... .......... .......... .......... .......... 13%  783K 3m54s\n",
      " 21350K .......... .......... .......... .......... .......... 13%  785K 3m54s\n",
      " 21400K .......... .......... .......... .......... .......... 13%  719K 3m54s\n",
      " 21450K .......... .......... .......... .......... .......... 13%  782K 3m54s\n",
      " 21500K .......... .......... .......... .......... .......... 13%  731K 3m54s\n",
      " 21550K .......... .......... .......... .......... .......... 13%  576K 3m54s\n",
      " 21600K .......... .......... .......... .......... .......... 13%  752K 3m53s\n",
      " 21650K .......... .......... .......... .......... .......... 13%  707K 3m53s\n",
      " 21700K .......... .......... .......... .......... .......... 13%  780K 3m53s\n",
      " 21750K .......... .......... .......... .......... .......... 13%  719K 3m53s\n",
      " 21800K .......... .......... .......... .......... .......... 13%  769K 3m52s\n",
      " 21850K .......... .......... .......... .......... .......... 13%  783K 3m52s\n",
      " 21900K .......... .......... .......... .......... .......... 14%  686K 3m52s\n",
      " 21950K .......... .......... .......... .......... .......... 14%  589K 3m52s\n",
      " 22000K .......... .......... .......... .......... .......... 14%  712K 3m52s\n",
      " 22050K .......... .......... .......... .......... .......... 14%  787K 3m52s\n",
      " 22100K .......... .......... .......... .......... .......... 14%  786K 3m51s\n",
      " 22150K .......... .......... .......... .......... .......... 14%  716K 3m51s\n",
      " 22200K .......... .......... .......... .......... .......... 14%  741K 3m51s\n",
      " 22250K .......... .......... .......... .......... .......... 14%  720K 3m51s\n",
      " 22300K .......... .......... .......... .......... .......... 14%  590K 3m51s\n",
      " 22350K .......... .......... .......... .......... .......... 14%  660K 3m51s\n",
      " 22400K .......... .......... .......... .......... .......... 14%  345K 3m51s\n",
      " 22450K .......... .......... .......... .......... .......... 14% 14.6M 3m50s\n",
      " 22500K .......... .......... .......... .......... .......... 14%  715K 3m50s\n",
      " 22550K .......... .......... .......... .......... .......... 14%  784K 3m50s\n",
      " 22600K .......... .......... .......... .......... .......... 14%  331K 3m50s\n",
      " 22650K .......... .......... .......... .......... .......... 14%  348K 3m50s\n",
      " 22700K .......... .......... .......... .......... .......... 14% 6.22M 3m50s\n",
      " 22750K .......... .......... .......... .......... .......... 14%  342K 3m50s\n",
      " 22800K .......... .......... .......... .......... .......... 14%  803K 3m50s\n",
      " 22850K .......... .......... .......... .......... .......... 14%  375K 3m50s\n",
      " 22900K .......... .......... .......... .......... .......... 14%  378K 3m50s\n",
      " 22950K .......... .......... .......... .......... .......... 14%  667K 3m50s\n",
      " 23000K .......... .......... .......... .......... .......... 14%  316K 3m50s\n",
      " 23050K .......... .......... .......... .......... .......... 14%  388K 3m51s\n",
      " 23100K .......... .......... .......... .......... .......... 14%  724K 3m50s\n",
      " 23150K .......... .......... .......... .......... .......... 14%  191K 3m51s\n",
      " 23200K .......... .......... .......... .......... .......... 14%  191M 3m51s\n",
      " 23250K .......... .......... .......... .......... .......... 14% 2.56M 3m50s\n",
      " 23300K .......... .......... .......... .......... .......... 14%  773K 3m50s\n",
      " 23350K .......... .......... .......... .......... .......... 14%  786K 3m50s\n",
      " 23400K .......... .......... .......... .......... .......... 14%  727K 3m50s\n",
      " 23450K .......... .......... .......... .......... .......... 15%  777K 3m49s\n",
      " 23500K .......... .......... .......... .......... .......... 15%  539K 3m49s\n",
      " 23550K .......... .......... .......... .......... .......... 15%  900K 3m49s\n",
      " 23600K .......... .......... .......... .......... .......... 15%  689K 3m49s\n",
      " 23650K .......... .......... .......... .......... .......... 15%  781K 3m49s\n",
      " 23700K .......... .......... .......... .......... .......... 15%  728K 3m49s\n",
      " 23750K .......... .......... .......... .......... .......... 15%  767K 3m48s\n",
      " 23800K .......... .......... .......... .......... .......... 15%  800K 3m48s\n",
      " 23850K .......... .......... .......... .......... .......... 15%  705K 3m48s\n",
      " 23900K .......... .......... .......... .......... .......... 15%  578K 3m48s\n",
      " 23950K .......... .......... .......... .......... .......... 15%  719K 3m48s\n",
      " 24000K .......... .......... .......... .......... .......... 15%  784K 3m48s\n",
      " 24050K .......... .......... .......... .......... .......... 15%  787K 3m47s\n",
      " 24100K .......... .......... .......... .......... .......... 15%  718K 3m47s\n",
      " 24150K .......... .......... .......... .......... .......... 15%  780K 3m47s\n",
      " 24200K .......... .......... .......... .......... .......... 15%  716K 3m47s\n",
      " 24250K .......... .......... .......... .......... .......... 15%  766K 3m47s\n",
      " 24300K .......... .......... .......... .......... .......... 15%  594K 3m47s\n",
      " 24350K .......... .......... .......... .......... .......... 15%  715K 3m46s\n",
      " 24400K .......... .......... .......... .......... .......... 15%  782K 3m46s\n",
      " 24450K .......... .......... .......... .......... .......... 15%  727K 3m46s\n",
      " 24500K .......... .......... .......... .......... .......... 15%  784K 3m46s\n",
      " 24550K .......... .......... .......... .......... .......... 15%  781K 3m46s\n",
      " 24600K .......... .......... .......... .......... .......... 15%  720K 3m45s\n",
      " 24650K .......... .......... .......... .......... .......... 15%  786K 3m45s\n",
      " 24700K .......... .......... .......... .......... .......... 15%  716K 3m45s\n",
      " 24750K .......... .......... .......... .......... .......... 15%  591K 3m45s\n",
      " 24800K .......... .......... .......... .......... .......... 15%  781K 3m45s\n",
      " 24850K .......... .......... .......... .......... .......... 15%  716K 3m45s\n",
      " 24900K .......... .......... .......... .......... .......... 15%  780K 3m44s\n",
      " 24950K .......... .......... .......... .......... .......... 15%  722K 3m44s\n",
      " 25000K .......... .......... .......... .......... .......... 16%  783K 3m44s\n",
      " 25050K .......... .......... .......... .......... .......... 16%  784K 3m44s\n",
      " 25100K .......... .......... .......... .......... .......... 16%  718K 3m44s\n",
      " 25150K .......... .......... .......... .......... .......... 16%  591K 3m44s\n",
      " 25200K .......... .......... .......... .......... .......... 16%  721K 3m43s\n",
      " 25250K .......... .......... .......... .......... .......... 16%  789K 3m43s\n",
      " 25300K .......... .......... .......... .......... .......... 16%  732K 3m43s\n",
      " 25350K .......... .......... .......... .......... .......... 16%  748K 3m43s\n",
      " 25400K .......... .......... .......... .......... .......... 16%  786K 3m43s\n",
      " 25450K .......... .......... .......... .......... .......... 16%  732K 3m42s\n",
      " 25500K .......... .......... .......... .......... .......... 16%  760K 3m42s\n",
      " 25550K .......... .......... .......... .......... .......... 16%  579K 3m42s\n",
      " 25600K .......... .......... .......... .......... .......... 16%  745K 3m42s\n",
      " 25650K .......... .......... .......... .......... .......... 16%  785K 3m42s\n",
      " 25700K .......... .......... .......... .......... .......... 16%  710K 3m42s\n",
      " 25750K .......... .......... .......... .......... .......... 16%  773K 3m41s\n",
      " 25800K .......... .......... .......... .......... .......... 16%  731K 3m41s\n",
      " 25850K .......... .......... .......... .......... .......... 16%  699K 3m41s\n",
      " 25900K .......... .......... .......... .......... .......... 16%  599K 3m41s\n",
      " 25950K .......... .......... .......... .......... .......... 16%  726K 3m41s\n",
      " 26000K .......... .......... .......... .......... .......... 16%  758K 3m41s\n",
      " 26050K .......... .......... .......... .......... .......... 16%  794K 3m41s\n",
      " 26100K .......... .......... .......... .......... .......... 16%  712K 3m40s\n",
      " 26150K .......... .......... .......... .......... .......... 16%  764K 3m40s\n",
      " 26200K .......... .......... .......... .......... .......... 16%  696K 3m40s\n",
      " 26250K .......... .......... .......... .......... .......... 16%  790K 3m40s\n",
      " 26300K .......... .......... .......... .......... .......... 16%  614K 3m40s\n",
      " 26350K .......... .......... .......... .......... .......... 16%  703K 3m40s\n",
      " 26400K .......... .......... .......... .......... .......... 16%  800K 3m39s\n",
      " 26450K .......... .......... .......... .......... .......... 16%  719K 3m39s\n",
      " 26500K .......... .......... .......... .......... .......... 16%  783K 3m39s\n",
      " 26550K .......... .......... .......... .......... .......... 16%  788K 3m39s\n",
      " 26600K .......... .......... .......... .......... .......... 17%  719K 3m39s\n",
      " 26650K .......... .......... .......... .......... .......... 17%  794K 3m39s\n",
      " 26700K .......... .......... .......... .......... .......... 17%  240K 3m39s\n",
      " 26750K .......... .......... .......... .......... .......... 17%  254K 3m40s\n",
      " 26800K .......... .......... .......... .......... .......... 17% 1.48M 3m39s\n",
      " 26850K .......... .......... .......... .......... .......... 17%  312K 3m39s\n",
      " 26900K .......... .......... .......... .......... .......... 17%  585K 3m39s\n",
      " 26950K .......... .......... .......... .......... .......... 17%  260K 3m40s\n",
      " 27000K .......... .......... .......... .......... .......... 17%  464K 3m40s\n",
      " 27050K .......... .......... .......... .......... .......... 17% 1.17M 3m40s\n",
      " 27100K .......... .......... .......... .......... .......... 17% 1.11M 3m39s\n",
      " 27150K .......... .......... .......... .......... .......... 17%  591K 3m39s\n",
      " 27200K .......... .......... .......... .......... .......... 17%  715K 3m39s\n",
      " 27250K .......... .......... .......... .......... .......... 17%  781K 3m39s\n",
      " 27300K .......... .......... .......... .......... .......... 17%  788K 3m39s\n",
      " 27350K .......... .......... .......... .......... .......... 17%  724K 3m39s\n",
      " 27400K .......... .......... .......... .......... .......... 17%  788K 3m38s\n",
      " 27450K .......... .......... .......... .......... .......... 17%  715K 3m38s\n",
      " 27500K .......... .......... .......... .......... .......... 17%  589K 3m38s\n",
      " 27550K .......... .......... .......... .......... .......... 17%  789K 3m38s\n",
      " 27600K .......... .......... .......... .......... .......... 17%  690K 3m38s\n",
      " 27650K .......... .......... .......... .......... .......... 17%  828K 3m38s\n",
      " 27700K .......... .......... .......... .......... .......... 17%  707K 3m37s\n",
      " 27750K .......... .......... .......... .......... .......... 17%  791K 3m37s\n",
      " 27800K .......... .......... .......... .......... .......... 17%  784K 3m37s\n",
      " 27850K .......... .......... .......... .......... .......... 17%  715K 3m37s\n",
      " 27900K .......... .......... .......... .......... .......... 17%  591K 3m37s\n",
      " 27950K .......... .......... .......... .......... .......... 17% 1.01M 3m37s\n",
      " 28000K .......... .......... .......... .......... .......... 17%  584K 3m37s\n",
      " 28050K .......... .......... .......... .......... .......... 17%  782K 3m36s\n",
      " 28100K .......... .......... .......... .......... .......... 17%  724K 3m36s\n",
      " 28150K .......... .......... .......... .......... .......... 18%  791K 3m36s\n",
      " 28200K .......... .......... .......... .......... .......... 18%  713K 3m36s\n",
      " 28250K .......... .......... .......... .......... .......... 18%  787K 3m36s\n",
      " 28300K .......... .......... .......... .......... .......... 18%  589K 3m36s\n",
      " 28350K .......... .......... .......... .......... .......... 18%  715K 3m35s\n",
      " 28400K .......... .......... .......... .......... .......... 18%  737K 3m35s\n",
      " 28450K .......... .......... .......... .......... .......... 18%  757K 3m35s\n",
      " 28500K .......... .......... .......... .......... .......... 18%  788K 3m35s\n",
      " 28550K .......... .......... .......... .......... .......... 18%  733K 3m35s\n",
      " 28600K .......... .......... .......... .......... .......... 18%  763K 3m35s\n",
      " 28650K .......... .......... .......... .......... .......... 18%  737K 3m34s\n",
      " 28700K .......... .......... .......... .......... .......... 18%  773K 3m34s\n",
      " 28750K .......... .......... .......... .......... .......... 18%  749K 3m34s\n",
      " 28800K .......... .......... .......... .......... .......... 18%  581K 3m34s\n",
      " 28850K .......... .......... .......... .......... .......... 18%  749K 3m34s\n",
      " 28900K .......... .......... .......... .......... .......... 18%  753K 3m34s\n",
      " 28950K .......... .......... .......... .......... .......... 18%  777K 3m34s\n",
      " 29000K .......... .......... .......... .......... .......... 18%  797K 3m33s\n",
      " 29050K .......... .......... .......... .......... .......... 18%  715K 3m33s\n",
      " 29100K .......... .......... .......... .......... .......... 18%  591K 3m33s\n",
      " 29150K .......... .......... .......... .......... .......... 18%  704K 3m33s\n",
      " 29200K .......... .......... .......... .......... .......... 18%  798K 3m33s\n",
      " 29250K .......... .......... .......... .......... .......... 18%  784K 3m33s\n",
      " 29300K .......... .......... .......... .......... .......... 18%  706K 3m33s\n",
      " 29350K .......... .......... .......... .......... .......... 18%  788K 3m32s\n",
      " 29400K .......... .......... .......... .......... .......... 18%  720K 3m32s\n",
      " 29450K .......... .......... .......... .......... .......... 18%  792K 3m32s\n",
      " 29500K .......... .......... .......... .......... .......... 18%  724K 3m32s\n",
      " 29550K .......... .......... .......... .......... .......... 18%  574K 3m32s\n",
      " 29600K .......... .......... .......... .......... .......... 18%  818K 3m32s\n",
      " 29650K .......... .......... .......... .......... .......... 18%  699K 3m32s\n",
      " 29700K .......... .......... .......... .......... .......... 19%  789K 3m31s\n",
      " 29750K .......... .......... .......... .......... .......... 19%  783K 3m31s\n",
      " 29800K .......... .......... .......... .......... .......... 19%  717K 3m31s\n",
      " 29850K .......... .......... .......... .......... .......... 19%  787K 3m31s\n",
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      " 29950K .......... .......... .......... .......... .......... 19%  590K 3m31s\n",
      " 30000K .......... .......... .......... .......... .......... 19%  783K 3m31s\n",
      " 30050K .......... .......... .......... .......... .......... 19%  717K 3m30s\n",
      " 30100K .......... .......... .......... .......... .......... 19%  789K 3m30s\n",
      " 30150K .......... .......... .......... .......... .......... 19%  712K 3m30s\n",
      " 30200K .......... .......... .......... .......... .......... 19%  788K 3m30s\n",
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      " 30300K .......... .......... .......... .......... .......... 19%  692K 3m30s\n",
      " 30350K .......... .......... .......... .......... .......... 19%  600K 3m30s\n",
      " 30400K .......... .......... .......... .......... .......... 19%  696K 3m29s\n",
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      " 30500K .......... .......... .......... .......... .......... 19%  761K 3m29s\n",
      " 30550K .......... .......... .......... .......... .......... 19%  789K 3m29s\n",
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      " 30700K .......... .......... .......... .......... .......... 19%  561K 3m29s\n",
      " 30750K .......... .......... .......... .......... .......... 19%  786K 3m28s\n",
      " 30800K .......... .......... .......... .......... .......... 19%  716K 3m28s\n",
      " 30850K .......... .......... .......... .......... .......... 19%  733K 3m28s\n",
      " 30900K .......... .......... .......... .......... .......... 19%  477K 3m28s\n",
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      " 31250K .......... .......... .......... .......... .......... 19%  569K 3m29s\n",
      " 31300K .......... .......... .......... .......... .......... 20%  773K 3m29s\n",
      " 31350K .......... .......... .......... .......... .......... 20%  749K 3m28s\n",
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      " 31600K .......... .......... .......... .......... .......... 20%  792K 3m28s\n",
      " 31650K .......... .......... .......... .......... .......... 20%  712K 3m28s\n",
      " 31700K .......... .......... .......... .......... .......... 20%  786K 3m27s\n",
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      " 31900K .......... .......... .......... .......... .......... 20%  718K 3m27s\n",
      " 31950K .......... .......... .......... .......... .......... 20%  589K 3m27s\n",
      " 32000K .......... .......... .......... .......... .......... 20%  780K 3m27s\n",
      " 32050K .......... .......... .......... .......... .......... 20%  720K 3m26s\n",
      " 32100K .......... .......... .......... .......... .......... 20%  788K 3m26s\n",
      " 32150K .......... .......... .......... .......... .......... 20%  715K 3m26s\n",
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      " 32250K .......... .......... .......... .......... .......... 20%  787K 3m26s\n",
      " 32300K .......... .......... .......... .......... .......... 20%  717K 3m26s\n",
      " 32350K .......... .......... .......... .......... .......... 20%  574K 3m26s\n",
      " 32400K .......... .......... .......... .......... .......... 20%  747K 3m26s\n",
      " 32450K .......... .......... .......... .......... .......... 20%  790K 3m25s\n",
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      " 32750K .......... .......... .......... .......... .......... 20%  737K 3m25s\n",
      " 32800K .......... .......... .......... .......... .......... 20%  713K 3m24s\n",
      " 32850K .......... .......... .......... .......... .......... 21%  795K 3m24s\n",
      " 32900K .......... .......... .......... .......... .......... 21%  698K 3m24s\n",
      " 32950K .......... .......... .......... .......... .......... 21%  764K 3m24s\n",
      " 33000K .......... .......... .......... .......... .......... 21%  793K 3m24s\n",
      " 33050K .......... .......... .......... .......... .......... 21%  665K 3m24s\n",
      " 33100K .......... .......... .......... .......... .......... 21%  594K 3m24s\n",
      " 33150K .......... .......... .......... .......... .......... 21%  684K 3m24s\n",
      " 33200K .......... .......... .......... .......... .......... 21%  791K 3m23s\n",
      " 33250K .......... .......... .......... .......... .......... 21%  650K 3m23s\n",
      " 33300K .......... .......... .......... .......... .......... 21%  777K 3m23s\n",
      " 33350K .......... .......... .......... .......... .......... 21%  887K 3m23s\n",
      " 33400K .......... .......... .......... .......... .......... 21%  679K 3m23s\n",
      " 33450K .......... .......... .......... .......... .......... 21%  816K 3m23s\n",
      " 33500K .......... .......... .......... .......... .......... 21%  591K 3m23s\n",
      " 33550K .......... .......... .......... .......... .......... 21%  681K 3m23s\n",
      " 33600K .......... .......... .......... .......... .......... 21%  765K 3m22s\n",
      " 33650K .......... .......... .......... .......... .......... 21%  724K 3m22s\n",
      " 33700K .......... .......... .......... .......... .......... 21%  746K 3m22s\n",
      " 33750K .......... .......... .......... .......... .......... 21%  871K 3m22s\n",
      " 33800K .......... .......... .......... .......... .......... 21%  718K 3m22s\n",
      " 33850K .......... .......... .......... .......... .......... 21%  751K 3m22s\n",
      " 33900K .......... .......... .......... .......... .......... 21%  692K 3m22s\n",
      " 33950K .......... .......... .......... .......... .......... 21%  636K 3m21s\n",
      " 34000K .......... .......... .......... .......... .......... 21%  774K 3m21s\n",
      " 34050K .......... .......... .......... .......... .......... 21%  726K 3m21s\n",
      " 34100K .......... .......... .......... .......... .......... 21%  782K 3m21s\n",
      " 34150K .......... .......... .......... .......... .......... 21%  711K 3m21s\n",
      " 34200K .......... .......... .......... .......... .......... 21%  798K 3m21s\n",
      " 34250K .......... .......... .......... .......... .......... 21%  779K 3m21s\n",
      " 34300K .......... .......... .......... .......... .......... 21%  701K 3m21s\n",
      " 34350K .......... .......... .......... .......... .......... 21%  567K 3m20s\n",
      " 34400K .......... .......... .......... .......... .......... 22%  722K 3m20s\n",
      " 34450K .......... .......... .......... .......... .......... 22%  852K 3m20s\n",
      " 34500K .......... .......... .......... .......... .......... 22%  761K 3m20s\n",
      " 34550K .......... .......... .......... .......... .......... 22%  692K 3m20s\n",
      " 34600K .......... .......... .......... .......... .......... 22%  732K 3m20s\n",
      " 34650K .......... .......... .......... .......... .......... 22%  641K 3m20s\n",
      " 34700K .......... .......... .......... .......... .......... 22%  242K 3m20s\n",
      " 34750K .......... .......... .......... .......... .......... 22%  644K 3m20s\n",
      " 34800K .......... .......... .......... .......... .......... 22%  507K 3m20s\n",
      " 34850K .......... .......... .......... .......... .......... 22%  159K 3m21s\n",
      " 34900K .......... .......... .......... .......... .......... 22%  396K 3m21s\n",
      " 34950K .......... .......... .......... .......... .......... 22% 1.54M 3m20s\n",
      " 35000K .......... .......... .......... .......... .......... 22% 2.21M 3m20s\n",
      " 35050K .......... .......... .......... .......... .......... 22% 1014K 3m20s\n",
      " 35100K .......... .......... .......... .......... .......... 22%  638K 3m20s\n",
      " 35150K .......... .......... .......... .......... .......... 22% 1.02M 3m20s\n",
      " 35200K .......... .......... .......... .......... .......... 22%  574K 3m20s\n",
      " 35250K .......... .......... .......... .......... .......... 22%  688K 3m19s\n",
      " 35300K .......... .......... .......... .......... .......... 22%  791K 3m19s\n",
      " 35350K .......... .......... .......... .......... .......... 22%  645K 3m19s\n",
      " 35400K .......... .......... .......... .......... .......... 22%  845K 3m19s\n",
      " 35450K .......... .......... .......... .......... .......... 22%  779K 3m19s\n",
      " 35500K .......... .......... .......... .......... .......... 22%  588K 3m19s\n",
      " 35550K .......... .......... .......... .......... .......... 22%  714K 3m19s\n",
      " 35600K .......... .......... .......... .......... .......... 22%  742K 3m19s\n",
      " 35650K .......... .......... .......... .......... .......... 22%  766K 3m18s\n",
      " 35700K .......... .......... .......... .......... .......... 22%  799K 3m18s\n",
      " 35750K .......... .......... .......... .......... .......... 22%  776K 3m18s\n",
      " 35800K .......... .......... .......... .......... .......... 22%  713K 3m18s\n",
      " 35850K .......... .......... .......... .......... .......... 22%  791K 3m18s\n",
      " 35900K .......... .......... .......... .......... .......... 22%  711K 3m18s\n",
      " 35950K .......... .......... .......... .......... .......... 22%  591K 3m18s\n",
      " 36000K .......... .......... .......... .......... .......... 23%  790K 3m18s\n",
      " 36050K .......... .......... .......... .......... .......... 23%  723K 3m17s\n",
      " 36100K .......... .......... .......... .......... .......... 23%  783K 3m17s\n",
      " 36150K .......... .......... .......... .......... .......... 23%  698K 3m17s\n",
      " 36200K .......... .......... .......... .......... .......... 23%  812K 3m17s\n",
      " 36250K .......... .......... .......... .......... .......... 23%  788K 3m17s\n",
      " 36300K .......... .......... .......... .......... .......... 23%  716K 3m17s\n",
      " 36350K .......... .......... .......... .......... .......... 23%  570K 3m17s\n",
      " 36400K .......... .......... .......... .......... .......... 23%  748K 3m17s\n",
      " 36450K .......... .......... .......... .......... .......... 23%  785K 3m16s\n",
      " 36500K .......... .......... .......... .......... .......... 23%  763K 3m16s\n",
      " 36550K .......... .......... .......... .......... .......... 23%  639K 3m16s\n",
      " 36600K .......... .......... .......... .......... .......... 23%  930K 3m16s\n",
      " 36650K .......... .......... .......... .......... .......... 23%  704K 3m16s\n",
      " 36700K .......... .......... .......... .......... .......... 23%  807K 3m16s\n",
      " 36750K .......... .......... .......... .......... .......... 23%  589K 3m16s\n",
      " 36800K .......... .......... .......... .......... .......... 23%  729K 3m16s\n",
      " 36850K .......... .......... .......... .......... .......... 23%  763K 3m15s\n",
      " 36900K .......... .......... .......... .......... .......... 23%  730K 3m15s\n",
      " 36950K .......... .......... .......... .......... .......... 23%  790K 3m15s\n",
      " 37000K .......... .......... .......... .......... .......... 23%  778K 3m15s\n",
      " 37050K .......... .......... .......... .......... .......... 23%  716K 3m15s\n",
      " 37100K .......... .......... .......... .......... .......... 23%  541K 3m15s\n",
      " 37150K .......... .......... .......... .......... .......... 23% 1.03M 3m15s\n",
      " 37200K .......... .......... .......... .......... .......... 23%  578K 3m15s\n",
      " 37250K .......... .......... .......... .......... .......... 23%  755K 3m14s\n",
      " 37300K .......... .......... .......... .......... .......... 23%  727K 3m14s\n",
      " 37350K .......... .......... .......... .......... .......... 23%  686K 3m14s\n",
      " 37400K .......... .......... .......... .......... .......... 23%  894K 3m14s\n",
      " 37450K .......... .......... .......... .......... .......... 23%  729K 3m14s\n",
      " 37500K .......... .......... .......... .......... .......... 23%  590K 3m14s\n",
      " 37550K .......... .......... .......... .......... .......... 24%  726K 3m14s\n",
      " 37600K .......... .......... .......... .......... .......... 24%  787K 3m14s\n",
      " 37650K .......... .......... .......... .......... .......... 24%  715K 3m14s\n",
      " 37700K .......... .......... .......... .......... .......... 24%  791K 3m13s\n",
      " 37750K .......... .......... .......... .......... .......... 24%  782K 3m13s\n",
      " 37800K .......... .......... .......... .......... .......... 24%  716K 3m13s\n",
      " 37850K .......... .......... .......... .......... .......... 24%  785K 3m13s\n",
      " 37900K .......... .......... .......... .......... .......... 24%  721K 3m13s\n",
      " 37950K .......... .......... .......... .......... .......... 24%  587K 3m13s\n",
      " 38000K .......... .......... .......... .......... .......... 24%  783K 3m13s\n",
      " 38050K .......... .......... .......... .......... .......... 24%  717K 3m13s\n",
      " 38100K .......... .......... .......... .......... .......... 24%  783K 3m12s\n",
      " 38150K .......... .......... .......... .......... .......... 24%  789K 3m12s\n",
      " 38200K .......... .......... .......... .......... .......... 24%  713K 3m12s\n",
      " 38250K .......... .......... .......... .......... .......... 24%  760K 3m12s\n",
      " 38300K .......... .......... .......... .......... .......... 24%  746K 3m12s\n",
      " 38350K .......... .......... .......... .......... .......... 24%  594K 3m12s\n",
      " 38400K .......... .......... .......... .......... .......... 24%  713K 3m12s\n",
      " 38450K .......... .......... .......... .......... .......... 24%  784K 3m12s\n",
      " 38500K .......... .......... .......... .......... .......... 24%  295K 3m12s\n",
      " 38550K .......... .......... .......... .......... .......... 24% 1.14M 3m12s\n",
      " 38600K .......... .......... .......... .......... .......... 24% 1.39M 3m11s\n",
      " 38650K .......... .......... .......... .......... .......... 24% 2.62M 3m11s\n",
      " 38700K .......... .......... .......... .......... .......... 24%  778K 3m11s\n",
      " 38750K .......... .......... .......... .......... .......... 24%  591K 3m11s\n",
      " 38800K .......... .......... .......... .......... .......... 24%  712K 3m11s\n",
      " 38850K .......... .......... .......... .......... .......... 24%  251K 3m11s\n",
      " 38900K .......... .......... .......... .......... .......... 24%  261K 3m11s\n",
      " 38950K .......... .......... .......... .......... .......... 24%  328K 3m11s\n",
      " 39000K .......... .......... .......... .......... .......... 24% 31.1M 3m11s\n",
      " 39050K .......... .......... .......... .......... .......... 24%  192K 3m12s\n",
      " 39100K .......... .......... .......... .......... .......... 25%  114M 3m11s\n",
      " 39150K .......... .......... .......... .......... .......... 25%  570K 3m11s\n",
      " 39200K .......... .......... .......... .......... .......... 25% 1.14M 3m11s\n",
      " 39250K .......... .......... .......... .......... .......... 25%  618K 3m11s\n",
      " 39300K .......... .......... .......... .......... .......... 25%  751K 3m11s\n",
      " 39350K .......... .......... .......... .......... .......... 25%  610K 3m11s\n",
      " 39400K .......... .......... .......... .......... .......... 25%  782K 3m11s\n",
      " 39450K .......... .......... .......... .......... .......... 25%  684K 3m10s\n",
      " 39500K .......... .......... .......... .......... .......... 25%  389K 3m11s\n",
      " 39550K .......... .......... .......... .......... .......... 25%  341K 3m11s\n",
      " 39600K .......... .......... .......... .......... .......... 25%  163K 3m11s\n",
      " 39650K .......... .......... .......... .......... .......... 25% 3.85M 3m11s\n",
      " 39700K .......... .......... .......... .......... .......... 25%  567K 3m11s\n",
      " 39750K .......... .......... .......... .......... .......... 25%  523K 3m11s\n",
      " 39800K .......... .......... .......... .......... .......... 25%  661K 3m11s\n",
      " 39850K .......... .......... .......... .......... .......... 25%  683K 3m11s\n",
      " 39900K .......... .......... .......... .......... .......... 25%  689K 3m10s\n",
      " 39950K .......... .......... .......... .......... .......... 25%  564K 3m10s\n",
      " 40000K .......... .......... .......... .......... .......... 25%  770K 3m10s\n",
      " 40050K .......... .......... .......... .......... .......... 25%  695K 3m10s\n",
      " 40100K .......... .......... .......... .......... .......... 25%  785K 3m10s\n",
      " 40150K .......... .......... .......... .......... .......... 25%  610K 3m10s\n",
      " 40200K .......... .......... .......... .......... .......... 25%  761K 3m10s\n",
      " 40250K .......... .......... .......... .......... .......... 25%  784K 3m10s\n",
      " 40300K .......... .......... .......... .......... .......... 25%  700K 3m10s\n",
      " 40350K .......... .......... .......... .......... .......... 25%  588K 3m10s\n",
      " 40400K .......... .......... .......... .......... .......... 25%  725K 3m9s\n",
      " 40450K .......... .......... .......... .......... .......... 25%  783K 3m9s\n",
      " 40500K .......... .......... .......... .......... .......... 25%  785K 3m9s\n",
      " 40550K .......... .......... .......... .......... .......... 25%  713K 3m9s\n",
      " 40600K .......... .......... .......... .......... .......... 25%  789K 3m9s\n",
      " 40650K .......... .......... .......... .......... .......... 25%  720K 3m9s\n",
      " 40700K .......... .......... .......... .......... .......... 26%  780K 3m9s\n",
      " 40750K .......... .......... .......... .......... .......... 26%  575K 3m9s\n",
      " 40800K .......... .......... .......... .......... .......... 26%  739K 3m8s\n",
      " 40850K .......... .......... .......... .......... .......... 26%  673K 3m8s\n",
      " 40900K .......... .......... .......... .......... .......... 26%  936K 3m8s\n",
      " 40950K .......... .......... .......... .......... .......... 26%  719K 3m8s\n",
      " 41000K .......... .......... .......... .......... .......... 26%  787K 3m8s\n",
      " 41050K .......... .......... .......... .......... .......... 26%  715K 3m8s\n",
      " 41100K .......... .......... .......... .......... .......... 26%  591K 3m8s\n",
      " 41150K .......... .......... .......... .......... .......... 26% 1.02M 3m8s\n",
      " 41200K .......... .......... .......... .......... .......... 26%  589K 3m8s\n",
      " 41250K .......... .......... .......... .......... .......... 26%  788K 3m7s\n",
      " 41300K .......... .......... .......... .......... .......... 26%  714K 3m7s\n",
      " 41350K .......... .......... .......... .......... .......... 26%  784K 3m7s\n",
      " 41400K .......... .......... .......... .......... .......... 26%  785K 3m7s\n",
      " 41450K .......... .......... .......... .......... .......... 26%  711K 3m7s\n",
      " 41500K .......... .......... .......... .......... .......... 26%  588K 3m7s\n",
      " 41550K .......... .......... .......... .......... .......... 26%  717K 3m7s\n",
      " 41600K .......... .......... .......... .......... .......... 26%  790K 3m7s\n",
      " 41650K .......... .......... .......... .......... .......... 26%  789K 3m6s\n",
      " 41700K .......... .......... .......... .......... .......... 26%  711K 3m6s\n",
      " 41750K .......... .......... .......... .......... .......... 26%  785K 3m6s\n",
      " 41800K .......... .......... .......... .......... .......... 26%  718K 3m6s\n",
      " 41850K .......... .......... .......... .......... .......... 26%  783K 3m6s\n",
      " 41900K .......... .......... .......... .......... .......... 26%  724K 3m6s\n",
      " 41950K .......... .......... .......... .......... .......... 26%  591K 3m6s\n",
      " 42000K .......... .......... .......... .......... .......... 26%  786K 3m6s\n",
      " 42050K .......... .......... .......... .......... .......... 26%  715K 3m6s\n",
      " 42100K .......... .......... .......... .......... .......... 26%  785K 3m5s\n",
      " 42150K .......... .......... .......... .......... .......... 26%  790K 3m5s\n",
      " 42200K .......... .......... .......... .......... .......... 26%  711K 3m5s\n",
      " 42250K .......... .......... .......... .......... .......... 27%  790K 3m5s\n",
      " 42300K .......... .......... .......... .......... .......... 27%  714K 3m5s\n",
      " 42350K .......... .......... .......... .......... .......... 27%  589K 3m5s\n",
      " 42400K .......... .......... .......... .......... .......... 27%  792K 3m5s\n",
      " 42450K .......... .......... .......... .......... .......... 27%  710K 3m5s\n",
      " 42500K .......... .......... .......... .......... .......... 27%  771K 3m5s\n",
      " 42550K .......... .......... .......... .......... .......... 27%  711K 3m4s\n",
      " 42600K .......... .......... .......... .......... .......... 27%  727K 3m4s\n",
      " 42650K .......... .......... .......... .......... .......... 27%  844K 3m4s\n",
      " 42700K .......... .......... .......... .......... .......... 27%  546K 3m4s\n",
      " 42750K .......... .......... .......... .......... .......... 27%  154K 3m5s\n",
      " 42800K .......... .......... .......... .......... .......... 27%  405K 3m5s\n",
      " 42850K .......... .......... .......... .......... .......... 27% 1.32M 3m5s\n",
      " 42900K .......... .......... .......... .......... .......... 27% 1.58M 3m4s\n",
      " 42950K .......... .......... .......... .......... .......... 27%  252K 3m5s\n",
      " 43000K .......... .......... .......... .......... .......... 27% 1.02M 3m4s\n",
      " 43050K .......... .......... .......... .......... .......... 27%  404K 3m4s\n",
      " 43100K .......... .......... .......... .......... .......... 27%  755K 3m4s\n",
      " 43150K .......... .......... .......... .......... .......... 27%  539K 3m4s\n",
      " 43200K .......... .......... .......... .......... .......... 27%  767K 3m4s\n",
      " 43250K .......... .......... .......... .......... .......... 27%  732K 3m4s\n",
      " 43300K .......... .......... .......... .......... .......... 27%  758K 3m4s\n",
      " 43350K .......... .......... .......... .......... .......... 27%  721K 3m4s\n",
      " 43400K .......... .......... .......... .......... .......... 27%  782K 3m4s\n",
      " 43450K .......... .......... .......... .......... .......... 27%  728K 3m3s\n",
      " 43500K .......... .......... .......... .......... .......... 27%  778K 3m3s\n",
      " 43550K .......... .......... .......... .......... .......... 27%  737K 3m3s\n",
      " 43600K .......... .......... .......... .......... .......... 27%  570K 3m3s\n",
      " 43650K .......... .......... .......... .......... .......... 27%  756K 3m3s\n",
      " 43700K .......... .......... .......... .......... .......... 27%  783K 3m3s\n",
      " 43750K .......... .......... .......... .......... .......... 27%  634K 3m3s\n",
      " 43800K .......... .......... .......... .......... .......... 28%  895K 3m3s\n",
      " 43850K .......... .......... .......... .......... .......... 28%  793K 3m3s\n",
      " 43900K .......... .......... .......... .......... .......... 28%  590K 3m3s\n",
      " 43950K .......... .......... .......... .......... .......... 28%  772K 3m2s\n",
      " 44000K .......... .......... .......... .......... .......... 28%  696K 3m2s\n",
      " 44050K .......... .......... .......... .......... .......... 28%  791K 3m2s\n",
      " 44100K .......... .......... .......... .......... .......... 28%  725K 3m2s\n",
      " 44150K .......... .......... .......... .......... .......... 28%  757K 3m2s\n",
      " 44200K .......... .......... .......... .......... .......... 28%  811K 3m2s\n",
      " 44250K .......... .......... .......... .......... .......... 28%  715K 3m2s\n",
      " 44300K .......... .......... .......... .......... .......... 28%  591K 3m2s\n",
      " 44350K .......... .......... .......... .......... .......... 28% 1.01M 3m1s\n",
      " 44400K .......... .......... .......... .......... .......... 28%  586K 3m1s\n",
      " 44450K .......... .......... .......... .......... .......... 28%  779K 3m1s\n",
      " 44500K .......... .......... .......... .......... .......... 28%  712K 3m1s\n",
      " 44550K .......... .......... .......... .......... .......... 28%  790K 3m1s\n",
      " 44600K .......... .......... .......... .......... .......... 28%  797K 3m1s\n",
      " 44650K .......... .......... .......... .......... .......... 28%  712K 3m1s\n",
      " 44700K .......... .......... .......... .......... .......... 28%  575K 3m1s\n",
      " 44750K .......... .......... .......... .......... .......... 28%  725K 3m1s\n",
      " 44800K .......... .......... .......... .......... .......... 28%  779K 3m1s\n",
      " 44850K .......... .......... .......... .......... .......... 28%  730K 3m0s\n",
      " 44900K .......... .......... .......... .......... .......... 28%  784K 3m0s\n",
      " 44950K .......... .......... .......... .......... .......... 28%  784K 3m0s\n",
      " 45000K .......... .......... .......... .......... .......... 28%  715K 3m0s\n",
      " 45050K .......... .......... .......... .......... .......... 28%  783K 3m0s\n",
      " 45100K .......... .......... .......... .......... .......... 28%  725K 3m0s\n",
      " 45150K .......... .......... .......... .......... .......... 28%  586K 3m0s\n",
      " 45200K .......... .......... .......... .......... .......... 28%  784K 3m0s\n",
      " 45250K .......... .......... .......... .......... .......... 28%  716K 3m0s\n",
      " 45300K .......... .......... .......... .......... .......... 28%  792K 2m59s\n",
      " 45350K .......... .......... .......... .......... .......... 29%  782K 2m59s\n",
      " 45400K .......... .......... .......... .......... .......... 29%  716K 2m59s\n",
      " 45450K .......... .......... .......... .......... .......... 29%  789K 2m59s\n",
      " 45500K .......... .......... .......... .......... .......... 29%  717K 2m59s\n",
      " 45550K .......... .......... .......... .......... .......... 29%  590K 2m59s\n",
      " 45600K .......... .......... .......... .......... .......... 29%  724K 2m59s\n",
      " 45650K .......... .......... .......... .......... .......... 29%  783K 2m59s\n",
      " 45700K .......... .......... .......... .......... .......... 29%  789K 2m58s\n",
      " 45750K .......... .......... .......... .......... .......... 29%  710K 2m58s\n",
      " 45800K .......... .......... .......... .......... .......... 29%  794K 2m58s\n",
      " 45850K .......... .......... .......... .......... .......... 29%  718K 2m58s\n",
      " 45900K .......... .......... .......... .......... .......... 29%  778K 2m58s\n",
      " 45950K .......... .......... .......... .......... .......... 29%  589K 2m58s\n",
      " 46000K .......... .......... .......... .......... .......... 29%  705K 2m58s\n",
      " 46050K .......... .......... .......... .......... .......... 29%  783K 2m58s\n",
      " 46100K .......... .......... .......... .......... .......... 29%  784K 2m58s\n",
      " 46150K .......... .......... .......... .......... .......... 29%  718K 2m58s\n",
      " 46200K .......... .......... .......... .......... .......... 29%  784K 2m57s\n",
      " 46250K .......... .......... .......... .......... .......... 29%  724K 2m57s\n",
      " 46300K .......... .......... .......... .......... .......... 29%  591K 2m57s\n",
      " 46350K .......... .......... .......... .......... .......... 29% 1.00M 2m57s\n",
      " 46400K .......... .......... .......... .......... .......... 29%  585K 2m57s\n",
      " 46450K .......... .......... .......... .......... .......... 29%  630K 2m57s\n",
      " 46500K .......... .......... .......... .......... .......... 29%  264K 2m57s\n",
      " 46550K .......... .......... .......... .......... .......... 29%  438K 2m57s\n",
      " 46600K .......... .......... .......... .......... .......... 29%  855K 2m57s\n",
      " 46650K .......... .......... .......... .......... .......... 29%  236K 2m57s\n",
      " 46700K .......... .......... .......... .......... .......... 29%  333K 2m57s\n",
      " 46750K .......... .......... .......... .......... .......... 29%  399K 2m57s\n",
      " 46800K .......... .......... .......... .......... .......... 29%  552K 2m57s\n",
      " 46850K .......... .......... .......... .......... .......... 29%  665K 2m57s\n",
      " 46900K .......... .......... .......... .......... .......... 29%  586K 2m57s\n",
      " 46950K .......... .......... .......... .......... .......... 30%  652K 2m57s\n",
      " 47000K .......... .......... .......... .......... .......... 30%  642K 2m57s\n",
      " 47050K .......... .......... .......... .......... .......... 30%  629K 2m57s\n",
      " 47100K .......... .......... .......... .......... .......... 30%  572K 2m57s\n",
      " 47150K .......... .......... .......... .......... .......... 30%  473K 2m57s\n",
      " 47200K .......... .......... .......... .......... .......... 30%  647K 2m57s\n",
      " 47250K .......... .......... .......... .......... .......... 30%  610K 2m57s\n",
      " 47300K .......... .......... .......... .......... .......... 30%  630K 2m56s\n",
      " 47350K .......... .......... .......... .......... .......... 30%  633K 2m56s\n",
      " 47400K .......... .......... .......... .......... .......... 30%  618K 2m56s\n",
      " 47450K .......... .......... .......... .......... .......... 30%  578K 2m56s\n",
      " 47500K .......... .......... .......... .......... .......... 30%  676K 2m56s\n",
      " 47550K .......... .......... .......... .......... .......... 30%  467K 2m56s\n",
      " 47600K .......... .......... .......... .......... .......... 30%  696K 2m56s\n",
      " 47650K .......... .......... .......... .......... .......... 30%  722K 2m56s\n",
      " 47700K .......... .......... .......... .......... .......... 30%  784K 2m56s\n",
      " 47750K .......... .......... .......... .......... .......... 30%  724K 2m56s\n",
      " 47800K .......... .......... .......... .......... .......... 30%  787K 2m56s\n",
      " 47850K .......... .......... .......... .......... .......... 30%  703K 2m55s\n",
      " 47900K .......... .......... .......... .......... .......... 30%  801K 2m55s\n",
      " 47950K .......... .......... .......... .......... .......... 30%  588K 2m55s\n",
      " 48000K .......... .......... .......... .......... .......... 30%  719K 2m55s\n",
      " 48050K .......... .......... .......... .......... .......... 30%  782K 2m55s\n",
      " 48100K .......... .......... .......... .......... .......... 30%  783K 2m55s\n",
      " 48150K .......... .......... .......... .......... .......... 30%  717K 2m55s\n",
      " 48200K .......... .......... .......... .......... .......... 30%  785K 2m55s\n",
      " 48250K .......... .......... .......... .......... .......... 30%  717K 2m55s\n",
      " 48300K .......... .......... .......... .......... .......... 30%  586K 2m55s\n",
      " 48350K .......... .......... .......... .......... .......... 30%  790K 2m54s\n",
      " 48400K .......... .......... .......... .......... .......... 30%  714K 2m54s\n",
      " 48450K .......... .......... .......... .......... .......... 30%  790K 2m54s\n",
      " 48500K .......... .......... .......... .......... .......... 31%  719K 2m54s\n",
      " 48550K .......... .......... .......... .......... .......... 31%  786K 2m54s\n",
      " 48600K .......... .......... .......... .......... .......... 31%  789K 2m54s\n",
      " 48650K .......... .......... .......... .......... .......... 31%  715K 2m54s\n",
      " 48700K .......... .......... .......... .......... .......... 31%  590K 2m54s\n",
      " 48750K .......... .......... .......... .......... .......... 31%  714K 2m54s\n",
      " 48800K .......... .......... .......... .......... .......... 31%  770K 2m53s\n",
      " 48850K .......... .......... .......... .......... .......... 31%  805K 2m53s\n",
      " 48900K .......... .......... .......... .......... .......... 31%  706K 2m53s\n",
      " 48950K .......... .......... .......... .......... .......... 31%  797K 2m53s\n",
      " 49000K .......... .......... .......... .......... .......... 31%  711K 2m53s\n",
      " 49050K .......... .......... .......... .......... .......... 31%  791K 2m53s\n",
      " 49100K .......... .......... .......... .......... .......... 31%  591K 2m53s\n",
      " 49150K .......... .......... .......... .......... .......... 31%  714K 2m53s\n",
      " 49200K .......... .......... .......... .......... .......... 31%  786K 2m53s\n",
      " 49250K .......... .......... .......... .......... .......... 31%  726K 2m52s\n",
      " 49300K .......... .......... .......... .......... .......... 31%  784K 2m52s\n",
      " 49350K .......... .......... .......... .......... .......... 31%  781K 2m52s\n",
      " 49400K .......... .......... .......... .......... .......... 31%  719K 2m52s\n",
      " 49450K .......... .......... .......... .......... .......... 31%  787K 2m52s\n",
      " 49500K .......... .......... .......... .......... .......... 31%  713K 2m52s\n",
      " 49550K .......... .......... .......... .......... .......... 31%  591K 2m52s\n",
      " 49600K .......... .......... .......... .......... .......... 31%  783K 2m52s\n",
      " 49650K .......... .......... .......... .......... .......... 31%  708K 2m52s\n",
      " 49700K .......... .......... .......... .......... .......... 31%  784K 2m52s\n",
      " 49750K .......... .......... .......... .......... .......... 31%  725K 2m51s\n",
      " 49800K .......... .......... .......... .......... .......... 31%  785K 2m51s\n",
      " 49850K .......... .......... .......... .......... .......... 31%  784K 2m51s\n",
      " 49900K .......... .......... .......... .......... .......... 31%  724K 2m51s\n",
      " 49950K .......... .......... .......... .......... .......... 31%  585K 2m51s\n",
      " 50000K .......... .......... .......... .......... .......... 31%  726K 2m51s\n",
      " 50050K .......... .......... .......... .......... .......... 32%  786K 2m51s\n",
      " 50100K .......... .......... .......... .......... .......... 32%  785K 2m51s\n",
      " 50150K .......... .......... .......... .......... .......... 32%  721K 2m51s\n",
      " 50200K .......... .......... .......... .......... .......... 32%  765K 2m50s\n",
      " 50250K .......... .......... .......... .......... .......... 32%  727K 2m50s\n",
      " 50300K .......... .......... .......... .......... .......... 32%  593K 2m50s\n",
      " 50350K .......... .......... .......... .......... .......... 32%  784K 2m50s\n",
      " 50400K .......... .......... .......... .......... .......... 32%  246K 2m50s\n",
      " 50450K .......... .......... .......... .......... .......... 32%  269K 2m51s\n",
      " 50500K .......... .......... .......... .......... .......... 32%  916K 2m50s\n",
      " 50550K .......... .......... .......... .......... .......... 32%  432K 2m50s\n",
      " 50600K .......... .......... .......... .......... .......... 32% 1.01M 2m50s\n",
      " 50650K .......... .......... .......... .......... .......... 32%  316K 2m50s\n",
      " 50700K .......... .......... .......... .......... .......... 32%  295K 2m50s\n",
      " 50750K .......... .......... .......... .......... .......... 32%  623K 2m50s\n",
      " 50800K .......... .......... .......... .......... .......... 32% 1.55M 2m50s\n",
      " 50850K .......... .......... .......... .......... .......... 32%  707K 2m50s\n",
      " 50900K .......... .......... .......... .......... .......... 32%  677K 2m50s\n",
      " 50950K .......... .......... .......... .......... .......... 32%  849K 2m50s\n",
      " 51000K .......... .......... .......... .......... .......... 32%  657K 2m50s\n",
      " 51050K .......... .......... .......... .......... .......... 32%  693K 2m50s\n",
      " 51100K .......... .......... .......... .......... .......... 32%  619K 2m50s\n",
      " 51150K .......... .......... .......... .......... .......... 32%  658K 2m49s\n",
      " 51200K .......... .......... .......... .......... .......... 32%  841K 2m49s\n",
      " 51250K .......... .......... .......... .......... .......... 32%  716K 2m49s\n",
      " 51300K .......... .......... .......... .......... .......... 32%  783K 2m49s\n",
      " 51350K .......... .......... .......... .......... .......... 32%  642K 2m49s\n",
      " 51400K .......... .......... .......... .......... .......... 32%  883K 2m49s\n",
      " 51450K .......... .......... .......... .......... .......... 32%  812K 2m49s\n",
      " 51500K .......... .......... .......... .......... .......... 32%  714K 2m49s\n",
      " 51550K .......... .......... .......... .......... .......... 32%  587K 2m49s\n",
      " 51600K .......... .......... .......... .......... .......... 32%  795K 2m49s\n",
      " 51650K .......... .......... .......... .......... .......... 33%  713K 2m48s\n",
      " 51700K .......... .......... .......... .......... .......... 33%  787K 2m48s\n",
      " 51750K .......... .......... .......... .......... .......... 33%  714K 2m48s\n",
      " 51800K .......... .......... .......... .......... .......... 33%  772K 2m48s\n",
      " 51850K .......... .......... .......... .......... .......... 33%  726K 2m48s\n",
      " 51900K .......... .......... .......... .......... .......... 33%  663K 2m48s\n",
      " 51950K .......... .......... .......... .......... .......... 33%  375K 2m48s\n",
      " 52000K .......... .......... .......... .......... .......... 33% 1.13M 2m48s\n",
      " 52050K .......... .......... .......... .......... .......... 33%  989K 2m48s\n",
      " 52100K .......... .......... .......... .......... .......... 33%  732K 2m48s\n",
      " 52150K .......... .......... .......... .......... .......... 33%  706K 2m47s\n",
      " 52200K .......... .......... .......... .......... .......... 33%  733K 2m47s\n",
      " 52250K .......... .......... .......... .......... .......... 33%  718K 2m47s\n",
      " 52300K .......... .......... .......... .......... .......... 33%  576K 2m47s\n",
      " 52350K .......... .......... .......... .......... .......... 33%  773K 2m47s\n",
      " 52400K .......... .......... .......... .......... .......... 33%  727K 2m47s\n",
      " 52450K .......... .......... .......... .......... .......... 33%  744K 2m47s\n",
      " 52500K .......... .......... .......... .......... .......... 33%  755K 2m47s\n",
      " 52550K .......... .......... .......... .......... .......... 33%  715K 2m47s\n",
      " 52600K .......... .......... .......... .......... .......... 33%  798K 2m46s\n",
      " 52650K .......... .......... .......... .......... .......... 33%  704K 2m46s\n",
      " 52700K .......... .......... .......... .......... .......... 33%  591K 2m46s\n",
      " 52750K .......... .......... .......... .......... .......... 33% 1.01M 2m46s\n",
      " 52800K .......... .......... .......... .......... .......... 33%  586K 2m46s\n",
      " 52850K .......... .......... .......... .......... .......... 33%  786K 2m46s\n",
      " 52900K .......... .......... .......... .......... .......... 33%  706K 2m46s\n",
      " 52950K .......... .......... .......... .......... .......... 33%  810K 2m46s\n",
      " 53000K .......... .......... .......... .......... .......... 33%  706K 2m46s\n",
      " 53050K .......... .......... .......... .......... .......... 33%  800K 2m46s\n",
      " 53100K .......... .......... .......... .......... .......... 33%  589K 2m46s\n",
      " 53150K .......... .......... .......... .......... .......... 33%  698K 2m45s\n",
      " 53200K .......... .......... .......... .......... .......... 34%  632K 2m45s\n",
      " 53250K .......... .......... .......... .......... .......... 34%  717K 2m45s\n",
      " 53300K .......... .......... .......... .......... .......... 34%  767K 2m45s\n",
      " 53350K .......... .......... .......... .......... .......... 34%  785K 2m45s\n",
      " 53400K .......... .......... .......... .......... .......... 34%  716K 2m45s\n",
      " 53450K .......... .......... .......... .......... .......... 34%  785K 2m45s\n",
      " 53500K .......... .......... .......... .......... .......... 34%  719K 2m45s\n",
      " 53550K .......... .......... .......... .......... .......... 34%  586K 2m45s\n",
      " 53600K .......... .......... .......... .......... .......... 34%  792K 2m45s\n",
      " 53650K .......... .......... .......... .......... .......... 34%  728K 2m44s\n",
      " 53700K .......... .......... .......... .......... .......... 34%  772K 2m44s\n",
      " 53750K .......... .......... .......... .......... .......... 34%  723K 2m44s\n",
      " 53800K .......... .......... .......... .......... .......... 34%  786K 2m44s\n",
      " 53850K .......... .......... .......... .......... .......... 34%  785K 2m44s\n",
      " 53900K .......... .......... .......... .......... .......... 34%  714K 2m44s\n",
      " 53950K .......... .......... .......... .......... .......... 34%  588K 2m44s\n",
      " 54000K .......... .......... .......... .......... .......... 34%  720K 2m44s\n",
      " 54050K .......... .......... .......... .......... .......... 34%  785K 2m44s\n",
      " 54100K .......... .......... .......... .......... .......... 34%  778K 2m43s\n",
      " 54150K .......... .......... .......... .......... .......... 34%  722K 2m43s\n",
      " 54200K .......... .......... .......... .......... .......... 34%  784K 2m43s\n",
      " 54250K .......... .......... .......... .......... .......... 34%  728K 2m43s\n",
      " 54300K .......... .......... .......... .......... .......... 34%  580K 2m43s\n",
      " 54350K .......... .......... .......... .......... .......... 34%  802K 2m43s\n",
      " 54400K .......... .......... .......... .......... .......... 34%  714K 2m43s\n",
      " 54450K .......... .......... .......... .......... .......... 34%  786K 2m43s\n",
      " 54500K .......... .......... .......... .......... .......... 34%  716K 2m43s\n",
      " 54550K .......... .......... .......... .......... .......... 34%  625K 2m43s\n",
      " 54600K .......... .......... .......... .......... .......... 34%  165K 2m43s\n",
      " 54650K .......... .......... .......... .......... .......... 34% 1.43M 2m43s\n",
      " 54700K .......... .......... .......... .......... .......... 34%  160K 2m43s\n",
      " 54750K .......... .......... .......... .......... .......... 35%  119M 2m43s\n",
      " 54800K .......... .......... .......... .......... .......... 35%  294K 2m43s\n",
      " 54850K .......... .......... .......... .......... .......... 35% 3.19M 2m43s\n",
      " 54900K .......... .......... .......... .......... .......... 35%  626K 2m43s\n",
      " 54950K .......... .......... .......... .......... .......... 35%  788K 2m43s\n",
      " 55000K .......... .......... .......... .......... .......... 35%  719K 2m43s\n",
      " 55050K .......... .......... .......... .......... .......... 35%  796K 2m42s\n",
      " 55100K .......... .......... .......... .......... .......... 35%  722K 2m42s\n",
      " 55150K .......... .......... .......... .......... .......... 35%  584K 2m42s\n",
      " 55200K .......... .......... .......... .......... .......... 35%  786K 2m42s\n",
      " 55250K .......... .......... .......... .......... .......... 35%  717K 2m42s\n",
      " 55300K .......... .......... .......... .......... .......... 35%  736K 2m42s\n",
      " 55350K .......... .......... .......... .......... .......... 35%  805K 2m42s\n",
      " 55400K .......... .......... .......... .......... .......... 35%  743K 2m42s\n",
      " 55450K .......... .......... .......... .......... .......... 35%  784K 2m42s\n",
      " 55500K .......... .......... .......... .......... .......... 35%  720K 2m41s\n",
      " 55550K .......... .......... .......... .......... .......... 35%  585K 2m41s\n",
      " 55600K .......... .......... .......... .......... .......... 35%  794K 2m41s\n",
      " 55650K .......... .......... .......... .......... .......... 35%  711K 2m41s\n",
      " 55700K .......... .......... .......... .......... .......... 35%  721K 2m41s\n",
      " 55750K .......... .......... .......... .......... .......... 35%  790K 2m41s\n",
      " 55800K .......... .......... .......... .......... .......... 35%  781K 2m41s\n",
      " 55850K .......... .......... .......... .......... .......... 35%  785K 2m41s\n",
      " 55900K .......... .......... .......... .......... .......... 35%  718K 2m41s\n",
      " 55950K .......... .......... .......... .......... .......... 35%  590K 2m41s\n",
      " 56000K .......... .......... .......... .......... .......... 35%  713K 2m41s\n",
      " 56050K .......... .......... .......... .......... .......... 35%  789K 2m40s\n",
      " 56100K .......... .......... .......... .......... .......... 35%  788K 2m40s\n",
      " 56150K .......... .......... .......... .......... .......... 35%  712K 2m40s\n",
      " 56200K .......... .......... .......... .......... .......... 35%  790K 2m40s\n",
      " 56250K .......... .......... .......... .......... .......... 35%  716K 2m40s\n",
      " 56300K .......... .......... .......... .......... .......... 35%  782K 2m40s\n",
      " 56350K .......... .......... .......... .......... .......... 36%  592K 2m40s\n",
      " 56400K .......... .......... .......... .......... .......... 36%  716K 2m40s\n",
      " 56450K .......... .......... .......... .......... .......... 36%  784K 2m40s\n",
      " 56500K .......... .......... .......... .......... .......... 36%  726K 2m40s\n",
      " 56550K .......... .......... .......... .......... .......... 36%  778K 2m39s\n",
      " 56600K .......... .......... .......... .......... .......... 36%  790K 2m39s\n",
      " 56650K .......... .......... .......... .......... .......... 36%  713K 2m39s\n",
      " 56700K .......... .......... .......... .......... .......... 36%  591K 2m39s\n",
      " 56750K .......... .......... .......... .......... .......... 36% 1.01M 2m39s\n",
      " 56800K .......... .......... .......... .......... .......... 36%  586K 2m39s\n",
      " 56850K .......... .......... .......... .......... .......... 36%  789K 2m39s\n",
      " 56900K .......... .......... .......... .......... .......... 36%  716K 2m39s\n",
      " 56950K .......... .......... .......... .......... .......... 36%  786K 2m39s\n",
      " 57000K .......... .......... .......... .......... .......... 36%  784K 2m39s\n",
      " 57050K .......... .......... .......... .......... .......... 36%  717K 2m38s\n",
      " 57100K .......... .......... .......... .......... .......... 36%  590K 2m38s\n",
      " 57150K .......... .......... .......... .......... .......... 36%  718K 2m38s\n",
      " 57200K .......... .......... .......... .......... .......... 36%  783K 2m38s\n",
      " 57250K .......... .......... .......... .......... .......... 36%  724K 2m38s\n",
      " 57300K .......... .......... .......... .......... .......... 36%  786K 2m38s\n",
      " 57350K .......... .......... .......... .......... .......... 36%  787K 2m38s\n",
      " 57400K .......... .......... .......... .......... .......... 36%  718K 2m38s\n",
      " 57450K .......... .......... .......... .......... .......... 36%  782K 2m38s\n",
      " 57500K .......... .......... .......... .......... .......... 36%  724K 2m38s\n",
      " 57550K .......... .......... .......... .......... .......... 36%  583K 2m37s\n",
      " 57600K .......... .......... .......... .......... .......... 36%  790K 2m37s\n",
      " 57650K .......... .......... .......... .......... .......... 36%  716K 2m37s\n",
      " 57700K .......... .......... .......... .......... .......... 36%  785K 2m37s\n",
      " 57750K .......... .......... .......... .......... .......... 36%  785K 2m37s\n",
      " 57800K .......... .......... .......... .......... .......... 36%  716K 2m37s\n",
      " 57850K .......... .......... .......... .......... .......... 36%  787K 2m37s\n",
      " 57900K .......... .......... .......... .......... .......... 37%  726K 2m37s\n",
      " 57950K .......... .......... .......... .......... .......... 37%  589K 2m37s\n",
      " 58000K .......... .......... .......... .......... .......... 37%  715K 2m37s\n",
      " 58050K .......... .......... .......... .......... .......... 37%  785K 2m36s\n",
      " 58100K .......... .......... .......... .......... .......... 37%  785K 2m36s\n",
      " 58150K .......... .......... .......... .......... .......... 37%  717K 2m36s\n",
      " 58200K .......... .......... .......... .......... .......... 37%  785K 2m36s\n",
      " 58250K .......... .......... .......... .......... .......... 37%  721K 2m36s\n",
      " 58300K .......... .......... .......... .......... .......... 37%  779K 2m36s\n",
      " 58350K .......... .......... .......... .......... .......... 37%  591K 2m36s\n",
      " 58400K .......... .......... .......... .......... .......... 37%  720K 2m36s\n",
      " 58450K .......... .......... .......... .......... .......... 37%  785K 2m36s\n",
      " 58500K .......... .......... .......... .......... .......... 37%  315K 2m36s\n",
      " 58550K .......... .......... .......... .......... .......... 37%  192M 2m36s\n",
      " 58600K .......... .......... .......... .......... .......... 37%  959K 2m35s\n",
      " 58650K .......... .......... .......... .......... .......... 37%  176K 2m36s\n",
      " 58700K .......... .......... .......... .......... .......... 37%  162K 2m36s\n",
      " 58750K .......... .......... .......... .......... .......... 37% 24.1M 2m36s\n",
      " 58800K .......... .......... .......... .......... .......... 37%  301M 2m36s\n",
      " 58850K .......... .......... .......... .......... .......... 37%  488K 2m35s\n",
      " 58900K .......... .......... .......... .......... .......... 37%  238K 2m36s\n",
      " 58950K .......... .......... .......... .......... .......... 37%  459K 2m36s\n",
      " 59000K .......... .......... .......... .......... .......... 37% 2.82M 2m35s\n",
      " 59050K .......... .......... .......... .......... .......... 37%  725K 2m35s\n",
      " 59100K .......... .......... .......... .......... .......... 37%  601K 2m35s\n",
      " 59150K .......... .......... .......... .......... .......... 37%  720K 2m35s\n",
      " 59200K .......... .......... .......... .......... .......... 37%  784K 2m35s\n",
      " 59250K .......... .......... .......... .......... .......... 37%  788K 2m35s\n",
      " 59300K .......... .......... .......... .......... .......... 37%  698K 2m35s\n",
      " 59350K .......... .......... .......... .......... .......... 37%  759K 2m35s\n",
      " 59400K .......... .......... .......... .......... .......... 37%  768K 2m35s\n",
      " 59450K .......... .......... .......... .......... .......... 38%  785K 2m35s\n",
      " 59500K .......... .......... .......... .......... .......... 38%  725K 2m34s\n",
      " 59550K .......... .......... .......... .......... .......... 38%  581K 2m34s\n",
      " 59600K .......... .......... .......... .......... .......... 38%  784K 2m34s\n",
      " 59650K .......... .......... .......... .......... .......... 38%  718K 2m34s\n",
      " 59700K .......... .......... .......... .......... .......... 38%  781K 2m34s\n",
      " 59750K .......... .......... .......... .......... .......... 38%  770K 2m34s\n",
      " 59800K .......... .......... .......... .......... .......... 38%  715K 2m34s\n",
      " 59850K .......... .......... .......... .......... .......... 38%  770K 2m34s\n",
      " 59900K .......... .......... .......... .......... .......... 38%  699K 2m34s\n",
      " 59950K .......... .......... .......... .......... .......... 38%  589K 2m34s\n",
      " 60000K .......... .......... .......... .......... .......... 38%  724K 2m33s\n",
      " 60050K .......... .......... .......... .......... .......... 38%  761K 2m33s\n",
      " 60100K .......... .......... .......... .......... .......... 38%  793K 2m33s\n",
      " 60150K .......... .......... .......... .......... .......... 38%  733K 2m33s\n",
      " 60200K .......... .......... .......... .......... .......... 38%  780K 2m33s\n",
      " 60250K .......... .......... .......... .......... .......... 38%  581K 2m33s\n",
      " 60300K .......... .......... .......... .......... .......... 38%  810K 2m33s\n",
      " 60350K .......... .......... .......... .......... .......... 38%  590K 2m33s\n",
      " 60400K .......... .......... .......... .......... .......... 38%  716K 2m33s\n",
      " 60450K .......... .......... .......... .......... .......... 38%  785K 2m33s\n",
      " 60500K .......... .......... .......... .......... .......... 38%  787K 2m33s\n",
      " 60550K .......... .......... .......... .......... .......... 38%  714K 2m32s\n",
      " 60600K .......... .......... .......... .......... .......... 38%  788K 2m32s\n",
      " 60650K .......... .......... .......... .......... .......... 38%  706K 2m32s\n",
      " 60700K .......... .......... .......... .......... .......... 38%  597K 2m32s\n",
      " 60750K .......... .......... .......... .......... .......... 38%  784K 2m32s\n",
      " 60800K .......... .......... .......... .......... .......... 38%  717K 2m32s\n",
      " 60850K .......... .......... .......... .......... .......... 38%  786K 2m32s\n",
      " 60900K .......... .......... .......... .......... .......... 38%  723K 2m32s\n",
      " 60950K .......... .......... .......... .......... .......... 38%  758K 2m32s\n",
      " 61000K .......... .......... .......... .......... .......... 38%  816K 2m32s\n",
      " 61050K .......... .......... .......... .......... .......... 39%  715K 2m31s\n",
      " 61100K .......... .......... .......... .......... .......... 39%  577K 2m31s\n",
      " 61150K .......... .......... .......... .......... .......... 39%  732K 2m31s\n",
      " 61200K .......... .......... .......... .......... .......... 39%  762K 2m31s\n",
      " 61250K .......... .......... .......... .......... .......... 39%  816K 2m31s\n",
      " 61300K .......... .......... .......... .......... .......... 39%  697K 2m31s\n",
      " 61350K .......... .......... .......... .......... .......... 39%  809K 2m31s\n",
      " 61400K .......... .......... .......... .......... .......... 39%  713K 2m31s\n",
      " 61450K .......... .......... .......... .......... .......... 39%  778K 2m31s\n",
      " 61500K .......... .......... .......... .......... .......... 39%  573K 2m31s\n",
      " 61550K .......... .......... .......... .......... .......... 39%  752K 2m31s\n",
      " 61600K .......... .......... .......... .......... .......... 39%  691K 2m30s\n",
      " 61650K .......... .......... .......... .......... .......... 39%  722K 2m30s\n",
      " 61700K .......... .......... .......... .......... .......... 39%  783K 2m30s\n",
      " 61750K .......... .......... .......... .......... .......... 39%  784K 2m30s\n",
      " 61800K .......... .......... .......... .......... .......... 39%  717K 2m30s\n",
      " 61850K .......... .......... .......... .......... .......... 39%  783K 2m30s\n",
      " 61900K .......... .......... .......... .......... .......... 39%  720K 2m30s\n",
      " 61950K .......... .......... .......... .......... .......... 39%  588K 2m30s\n",
      " 62000K .......... .......... .......... .......... .......... 39%  787K 2m30s\n",
      " 62050K .......... .......... .......... .......... .......... 39%  718K 2m30s\n",
      " 62100K .......... .......... .......... .......... .......... 39%  641K 2m30s\n",
      " 62150K .......... .......... .......... .......... .......... 39%  898K 2m29s\n",
      " 62200K .......... .......... .......... .......... .......... 39%  783K 2m29s\n",
      " 62250K .......... .......... .......... .......... .......... 39%  771K 2m29s\n",
      " 62300K .......... .......... .......... .......... .......... 39%  742K 2m29s\n",
      " 62350K .......... .......... .......... .......... .......... 39%  582K 2m29s\n",
      " 62400K .......... .......... .......... .......... .......... 39%  557K 2m29s\n",
      " 62450K .......... .......... .......... .......... .......... 39%  270K 2m29s\n",
      " 62500K .......... .......... .......... .......... .......... 39%  626K 2m29s\n",
      " 62550K .......... .......... .......... .......... .......... 39%  306K 2m29s\n",
      " 62600K .......... .......... .......... .......... .......... 40%  565K 2m29s\n",
      " 62650K .......... .......... .......... .......... .......... 40%  291K 2m29s\n",
      " 62700K .......... .......... .......... .......... .......... 40%  564K 2m29s\n",
      " 62750K .......... .......... .......... .......... .......... 40%  356K 2m29s\n",
      " 62800K .......... .......... .......... .......... .......... 40% 3.36M 2m29s\n",
      " 62850K .......... .......... .......... .......... .......... 40%  868K 2m29s\n",
      " 62900K .......... .......... .......... .......... .......... 40%  717K 2m29s\n",
      " 62950K .......... .......... .......... .......... .......... 40%  778K 2m28s\n",
      " 63000K .......... .......... .......... .......... .......... 40%  799K 2m28s\n",
      " 63050K .......... .......... .......... .......... .......... 40%  722K 2m28s\n",
      " 63100K .......... .......... .......... .......... .......... 40%  589K 2m28s\n",
      " 63150K .......... .......... .......... .......... .......... 40%  724K 2m28s\n",
      " 63200K .......... .......... .......... .......... .......... 40%  752K 2m28s\n",
      " 63250K .......... .......... .......... .......... .......... 40%  753K 2m28s\n",
      " 63300K .......... .......... .......... .......... .......... 40%  766K 2m28s\n",
      " 63350K .......... .......... .......... .......... .......... 40%  743K 2m28s\n",
      " 63400K .......... .......... .......... .......... .......... 40%  754K 2m28s\n",
      " 63450K .......... .......... .......... .......... .......... 40%  786K 2m28s\n",
      " 63500K .......... .......... .......... .......... .......... 40%  590K 2m27s\n",
      " 63550K .......... .......... .......... .......... .......... 40%  786K 2m27s\n",
      " 63600K .......... .......... .......... .......... .......... 40%  686K 2m27s\n",
      " 63650K .......... .......... .......... .......... .......... 40%  790K 2m27s\n",
      " 63700K .......... .......... .......... .......... .......... 40%  724K 2m27s\n",
      " 63750K .......... .......... .......... .......... .......... 40%  772K 2m27s\n",
      " 63800K .......... .......... .......... .......... .......... 40%  796K 2m27s\n",
      " 63850K .......... .......... .......... .......... .......... 40%  716K 2m27s\n",
      " 63900K .......... .......... .......... .......... .......... 40%  590K 2m27s\n",
      " 63950K .......... .......... .......... .......... .......... 40% 1.01M 2m27s\n",
      " 64000K .......... .......... .......... .......... .......... 40%  583K 2m26s\n",
      " 64050K .......... .......... .......... .......... .......... 40%  792K 2m26s\n",
      " 64100K .......... .......... .......... .......... .......... 40%  710K 2m26s\n",
      " 64150K .......... .......... .......... .......... .......... 41%  790K 2m26s\n",
      " 64200K .......... .......... .......... .......... .......... 41%  792K 2m26s\n",
      " 64250K .......... .......... .......... .......... .......... 41%  714K 2m26s\n",
      " 64300K .......... .......... .......... .......... .......... 41%  589K 2m26s\n",
      " 64350K .......... .......... .......... .......... .......... 41%  716K 2m26s\n",
      " 64400K .......... .......... .......... .......... .......... 41%  784K 2m26s\n",
      " 64450K .......... .......... .......... .......... .......... 41%  722K 2m26s\n",
      " 64500K .......... .......... .......... .......... .......... 41%  788K 2m26s\n",
      " 64550K .......... .......... .......... .......... .......... 41%  781K 2m25s\n",
      " 64600K .......... .......... .......... .......... .......... 41%  723K 2m25s\n",
      " 64650K .......... .......... .......... .......... .......... 41%  783K 2m25s\n",
      " 64700K .......... .......... .......... .......... .......... 41%  723K 2m25s\n",
      " 64750K .......... .......... .......... .......... .......... 41%  585K 2m25s\n",
      " 64800K .......... .......... .......... .......... .......... 41%  789K 2m25s\n",
      " 64850K .......... .......... .......... .......... .......... 41%  701K 2m25s\n",
      " 64900K .......... .......... .......... .......... .......... 41%  802K 2m25s\n",
      " 64950K .......... .......... .......... .......... .......... 41%  786K 2m25s\n",
      " 65000K .......... .......... .......... .......... .......... 41%  716K 2m25s\n",
      " 65050K .......... .......... .......... .......... .......... 41%  784K 2m24s\n",
      " 65100K .......... .......... .......... .......... .......... 41%  712K 2m24s\n",
      " 65150K .......... .......... .......... .......... .......... 41%  592K 2m24s\n",
      " 65200K .......... .......... .......... .......... .......... 41%  699K 2m24s\n",
      " 65250K .......... .......... .......... .......... .......... 41%  819K 2m24s\n",
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      " 65350K .......... .......... .......... .......... .......... 41%  713K 2m24s\n",
      " 65400K .......... .......... .......... .......... .......... 41%  791K 2m24s\n",
      " 65450K .......... .......... .......... .......... .......... 41%  722K 2m24s\n",
      " 65500K .......... .......... .......... .......... .......... 41%  778K 2m24s\n",
      " 65550K .......... .......... .......... .......... .......... 41%  590K 2m24s\n",
      " 65600K .......... .......... .......... .......... .......... 41%  677K 2m23s\n",
      " 65650K .......... .......... .......... .......... .......... 41%  836K 2m23s\n",
      " 65700K .......... .......... .......... .......... .......... 42%  783K 2m23s\n",
      " 65750K .......... .......... .......... .......... .......... 42%  716K 2m23s\n",
      " 65800K .......... .......... .......... .......... .......... 42%  787K 2m23s\n",
      " 65850K .......... .......... .......... .......... .......... 42%  717K 2m23s\n",
      " 65900K .......... .......... .......... .......... .......... 42%  591K 2m23s\n",
      " 65950K .......... .......... .......... .......... .......... 42% 1.02M 2m23s\n",
      " 66000K .......... .......... .......... .......... .......... 42%  589K 2m23s\n",
      " 66050K .......... .......... .......... .......... .......... 42%  729K 2m23s\n",
      " 66100K .......... .......... .......... .......... .......... 42%  767K 2m23s\n",
      " 66150K .......... .......... .......... .......... .......... 42%  792K 2m22s\n",
      " 66200K .......... .......... .......... .......... .......... 42%  782K 2m22s\n",
      " 66250K .......... .......... .......... .......... .......... 42%  716K 2m22s\n",
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      " 66350K .......... .......... .......... .......... .......... 42%  714K 2m22s\n",
      " 66400K .......... .......... .......... .......... .......... 42%  782K 2m22s\n",
      " 66450K .......... .......... .......... .......... .......... 42%  787K 2m22s\n",
      " 66500K .......... .......... .......... .......... .......... 42%  232K 2m22s\n",
      " 66550K .......... .......... .......... .......... .......... 42%  277K 2m22s\n",
      " 66600K .......... .......... .......... .......... .......... 42% 6.57M 2m22s\n",
      " 66650K .......... .......... .......... .......... .......... 42%  552K 2m22s\n",
      " 66700K .......... .......... .......... .......... .......... 42%  343K 2m22s\n",
      " 66750K .......... .......... .......... .......... .......... 42%  280K 2m22s\n",
      " 66800K .......... .......... .......... .......... .......... 42%  888K 2m22s\n",
      " 66850K .......... .......... .......... .......... .......... 42%  508K 2m22s\n",
      " 66900K .......... .......... .......... .......... .......... 42% 1.06M 2m22s\n",
      " 66950K .......... .......... .......... .......... .......... 42%  749K 2m22s\n",
      " 67000K .......... .......... .......... .......... .......... 42%  747K 2m21s\n",
      " 67050K .......... .......... .......... .......... .......... 42%  778K 2m21s\n",
      " 67100K .......... .......... .......... .......... .......... 42%  721K 2m21s\n",
      " 67150K .......... .......... .......... .......... .......... 42%  575K 2m21s\n",
      " 67200K .......... .......... .......... .......... .......... 42%  758K 2m21s\n",
      " 67250K .......... .......... .......... .......... .......... 42%  765K 2m21s\n",
      " 67300K .......... .......... .......... .......... .......... 43%  785K 2m21s\n",
      " 67350K .......... .......... .......... .......... .......... 43%  714K 2m21s\n",
      " 67400K .......... .......... .......... .......... .......... 43%  787K 2m21s\n",
      " 67450K .......... .......... .......... .......... .......... 43%  789K 2m21s\n",
      " 67500K .......... .......... .......... .......... .......... 43%  722K 2m20s\n",
      " 67550K .......... .......... .......... .......... .......... 43%  592K 2m20s\n",
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      " 68000K .......... .......... .......... .......... .......... 43%  715K 2m20s\n",
      " 68050K .......... .......... .......... .......... .......... 43%  786K 2m19s\n",
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      " 68150K .......... .......... .......... .......... .......... 43%  789K 2m19s\n",
      " 68200K .......... .......... .......... .......... .......... 43%  782K 2m19s\n",
      " 68250K .......... .......... .......... .......... .......... 43%  712K 2m19s\n",
      " 68300K .......... .......... .......... .......... .......... 43%  590K 2m19s\n",
      " 68350K .......... .......... .......... .......... .......... 43%  717K 2m19s\n",
      " 68400K .......... .......... .......... .......... .......... 43%  785K 2m19s\n",
      " 68450K .......... .......... .......... .......... .......... 43%  784K 2m19s\n",
      " 68500K .......... .......... .......... .......... .......... 43%  717K 2m19s\n",
      " 68550K .......... .......... .......... .......... .......... 43%  787K 2m19s\n",
      " 68600K .......... .......... .......... .......... .......... 43%  713K 2m18s\n",
      " 68650K .......... .......... .......... .......... .......... 43%  785K 2m18s\n",
      " 68700K .......... .......... .......... .......... .......... 43%  589K 2m18s\n",
      " 68750K .......... .......... .......... .......... .......... 43%  695K 2m18s\n",
      " 68800K .......... .......... .......... .......... .......... 43%  822K 2m18s\n",
      " 68850K .......... .......... .......... .......... .......... 44%  683K 2m18s\n",
      " 68900K .......... .......... .......... .......... .......... 44%  838K 2m18s\n",
      " 68950K .......... .......... .......... .......... .......... 44%  785K 2m18s\n",
      " 69000K .......... .......... .......... .......... .......... 44%  717K 2m18s\n",
      " 69050K .......... .......... .......... .......... .......... 44%  785K 2m18s\n",
      " 69100K .......... .......... .......... .......... .......... 44%  715K 2m18s\n",
      " 69150K .......... .......... .......... .......... .......... 44%  591K 2m17s\n",
      " 69200K .......... .......... .......... .......... .......... 44%  776K 2m17s\n",
      " 69250K .......... .......... .......... .......... .......... 44%  721K 2m17s\n",
      " 69300K .......... .......... .......... .......... .......... 44%  786K 2m17s\n",
      " 69350K .......... .......... .......... .......... .......... 44%  719K 2m17s\n",
      " 69400K .......... .......... .......... .......... .......... 44%  785K 2m17s\n",
      " 69450K .......... .......... .......... .......... .......... 44%  763K 2m17s\n",
      " 69500K .......... .......... .......... .......... .......... 44%  728K 2m17s\n",
      " 69550K .......... .......... .......... .......... .......... 44%  591K 2m17s\n",
      " 69600K .......... .......... .......... .......... .......... 44%  723K 2m17s\n",
      " 69650K .......... .......... .......... .......... .......... 44%  783K 2m17s\n",
      " 69700K .......... .......... .......... .......... .......... 44%  784K 2m16s\n",
      " 69750K .......... .......... .......... .......... .......... 44%  716K 2m16s\n",
      " 69800K .......... .......... .......... .......... .......... 44%  783K 2m16s\n",
      " 69850K .......... .......... .......... .......... .......... 44%  704K 2m16s\n",
      " 69900K .......... .......... .......... .......... .......... 44%  601K 2m16s\n",
      " 69950K .......... .......... .......... .......... .......... 44%  782K 2m16s\n",
      " 70000K .......... .......... .......... .......... .......... 44%  715K 2m16s\n",
      " 70050K .......... .......... .......... .......... .......... 44%  786K 2m16s\n",
      " 70100K .......... .......... .......... .......... .......... 44%  716K 2m16s\n",
      " 70150K .......... .......... .......... .......... .......... 44%  785K 2m16s\n",
      " 70200K .......... .......... .......... .......... .......... 44%  782K 2m16s\n",
      " 70250K .......... .......... .......... .......... .......... 44%  718K 2m15s\n",
      " 70300K .......... .......... .......... .......... .......... 44%  588K 2m15s\n",
      " 70350K .......... .......... .......... .......... .......... 44%  720K 2m15s\n",
      " 70400K .......... .......... .......... .......... .......... 45%  791K 2m15s\n",
      " 70450K .......... .......... .......... .......... .......... 45%  785K 2m15s\n",
      " 70500K .......... .......... .......... .......... .......... 45%  720K 2m15s\n",
      " 70550K .......... .......... .......... .......... .......... 45%  779K 2m15s\n",
      " 70600K .......... .......... .......... .......... .......... 45%  715K 2m15s\n",
      " 70650K .......... .......... .......... .......... .......... 45%  787K 2m15s\n",
      " 70700K .......... .......... .......... .......... .......... 45%  144K 2m15s\n",
      " 70750K .......... .......... .......... .......... .......... 45% 1.39M 2m15s\n",
      " 70800K .......... .......... .......... .......... .......... 45%  375K 2m15s\n",
      " 70850K .......... .......... .......... .......... .......... 45%  490K 2m15s\n",
      " 70900K .......... .......... .......... .......... .......... 45%  279K 2m15s\n",
      " 70950K .......... .......... .......... .......... .......... 45%  707K 2m15s\n",
      " 71000K .......... .......... .......... .......... .......... 45% 6.12M 2m15s\n",
      " 71050K .......... .......... .......... .......... .......... 45%  611K 2m15s\n",
      " 71100K .......... .......... .......... .......... .......... 45%  760K 2m14s\n",
      " 71150K .......... .......... .......... .......... .......... 45%  588K 2m14s\n",
      " 71200K .......... .......... .......... .......... .......... 45%  787K 2m14s\n",
      " 71250K .......... .......... .......... .......... .......... 45%  720K 2m14s\n",
      " 71300K .......... .......... .......... .......... .......... 45%  763K 2m14s\n",
      " 71350K .......... .......... .......... .......... .......... 45%  726K 2m14s\n",
      " 71400K .......... .......... .......... .......... .......... 45%  781K 2m14s\n",
      " 71450K .......... .......... .......... .......... .......... 45%  678K 2m14s\n",
      " 71500K .......... .......... .......... .......... .......... 45%  695K 2m14s\n",
      " 71550K .......... .......... .......... .......... .......... 45%  587K 2m14s\n",
      " 71600K .......... .......... .......... .......... .......... 45%  718K 2m14s\n",
      " 71650K .......... .......... .......... .......... .......... 45%  655K 2m13s\n",
      " 71700K .......... .......... .......... .......... .......... 45%  981K 2m13s\n",
      " 71750K .......... .......... .......... .......... .......... 45%  726K 2m13s\n",
      " 71800K .......... .......... .......... .......... .......... 45%  767K 2m13s\n",
      " 71850K .......... .......... .......... .......... .......... 45%  729K 2m13s\n",
      " 71900K .......... .......... .......... .......... .......... 45%  592K 2m13s\n",
      " 71950K .......... .......... .......... .......... .......... 45%  788K 2m13s\n",
      " 72000K .......... .......... .......... .......... .......... 46%  661K 2m13s\n",
      " 72050K .......... .......... .......... .......... .......... 46%  863K 2m13s\n",
      " 72100K .......... .......... .......... .......... .......... 46%  714K 2m13s\n",
      " 72150K .......... .......... .......... .......... .......... 46%  714K 2m13s\n",
      " 72200K .......... .......... .......... .......... .......... 46%  879K 2m12s\n",
      " 72250K .......... .......... .......... .......... .......... 46%  712K 2m12s\n",
      " 72300K .......... .......... .......... .......... .......... 46%  591K 2m12s\n",
      " 72350K .......... .......... .......... .......... .......... 46% 1.01M 2m12s\n",
      " 72400K .......... .......... .......... .......... .......... 46%  586K 2m12s\n",
      " 72450K .......... .......... .......... .......... .......... 46%  584K 2m12s\n",
      " 72500K .......... .......... .......... .......... .......... 46% 1.04M 2m12s\n",
      " 72550K .......... .......... .......... .......... .......... 46%  778K 2m12s\n",
      " 72600K .......... .......... .......... .......... .......... 46%  721K 2m12s\n",
      " 72650K .......... .......... .......... .......... .......... 46%  762K 2m12s\n",
      " 72700K .......... .......... .......... .......... .......... 46%  604K 2m12s\n",
      " 72750K .......... .......... .......... .......... .......... 46%  716K 2m11s\n",
      " 72800K .......... .......... .......... .......... .......... 46%  768K 2m11s\n",
      " 72850K .......... .......... .......... .......... .......... 46%  714K 2m11s\n",
      " 72900K .......... .......... .......... .......... .......... 46%  785K 2m11s\n",
      " 72950K .......... .......... .......... .......... .......... 46%  784K 2m11s\n",
      " 73000K .......... .......... .......... .......... .......... 46%  719K 2m11s\n",
      " 73050K .......... .......... .......... .......... .......... 46%  784K 2m11s\n",
      " 73100K .......... .......... .......... .......... .......... 46%  724K 2m11s\n",
      " 73150K .......... .......... .......... .......... .......... 46%  586K 2m11s\n",
      " 73200K .......... .......... .......... .......... .......... 46%  786K 2m11s\n",
      " 73250K .......... .......... .......... .......... .......... 46%  712K 2m11s\n",
      " 73300K .......... .......... .......... .......... .......... 46%  792K 2m10s\n",
      " 73350K .......... .......... .......... .......... .......... 46%  724K 2m10s\n",
      " 73400K .......... .......... .......... .......... .......... 46%  767K 2m10s\n",
      " 73450K .......... .......... .......... .......... .......... 46%  787K 2m10s\n",
      " 73500K .......... .......... .......... .......... .......... 46%  716K 2m10s\n",
      " 73550K .......... .......... .......... .......... .......... 47%  591K 2m10s\n",
      " 73600K .......... .......... .......... .......... .......... 47%  715K 2m10s\n",
      " 73650K .......... .......... .......... .......... .......... 47%  779K 2m10s\n",
      " 73700K .......... .......... .......... .......... .......... 47%  728K 2m10s\n",
      " 73750K .......... .......... .......... .......... .......... 47%  715K 2m10s\n",
      " 73800K .......... .......... .......... .......... .......... 47%  796K 2m10s\n",
      " 73850K .......... .......... .......... .......... .......... 47%  717K 2m9s\n",
      " 73900K .......... .......... .......... .......... .......... 47%  778K 2m9s\n",
      " 73950K .......... .......... .......... .......... .......... 47%  590K 2m9s\n",
      " 74000K .......... .......... .......... .......... .......... 47%  722K 2m9s\n",
      " 74050K .......... .......... .......... .......... .......... 47%  789K 2m9s\n",
      " 74100K .......... .......... .......... .......... .......... 47%  714K 2m9s\n",
      " 74150K .......... .......... .......... .......... .......... 47%  786K 2m9s\n",
      " 74200K .......... .......... .......... .......... .......... 47%  790K 2m9s\n",
      " 74250K .......... .......... .......... .......... .......... 47%  711K 2m9s\n",
      " 74300K .......... .......... .......... .......... .......... 47%  589K 2m9s\n",
      " 74350K .......... .......... .......... .......... .......... 47% 1.02M 2m9s\n",
      " 74400K .......... .......... .......... .......... .......... 47%  585K 2m9s\n",
      " 74450K .......... .......... .......... .......... .......... 47%  766K 2m8s\n",
      " 74500K .......... .......... .......... .......... .......... 47%  725K 2m8s\n",
      " 74550K .......... .......... .......... .......... .......... 47%  786K 2m8s\n",
      " 74600K .......... .......... .......... .......... .......... 47%  793K 2m8s\n",
      " 74650K .......... .......... .......... .......... .......... 47%  721K 2m8s\n",
      " 74700K .......... .......... .......... .......... .......... 47%  578K 2m8s\n",
      " 74750K .......... .......... .......... .......... .......... 47%  742K 2m8s\n",
      " 74800K .......... .......... .......... .......... .......... 47%  688K 2m8s\n",
      " 74850K .......... .......... .......... .......... .......... 47%  242K 2m8s\n",
      " 74900K .......... .......... .......... .......... .......... 47%  830K 2m8s\n",
      " 74950K .......... .......... .......... .......... .......... 47%  311K 2m8s\n",
      " 75000K .......... .......... .......... .......... .......... 47%  588K 2m8s\n",
      " 75050K .......... .......... .......... .......... .......... 47%  303K 2m8s\n",
      " 75100K .......... .......... .......... .......... .......... 48%  438K 2m8s\n",
      " 75150K .......... .......... .......... .......... .......... 48%  661K 2m8s\n",
      " 75200K .......... .......... .......... .......... .......... 48%  313K 2m8s\n",
      " 75250K .......... .......... .......... .......... .......... 48% 1.31M 2m8s\n",
      " 75300K .......... .......... .......... .......... .......... 48%  787K 2m7s\n",
      " 75350K .......... .......... .......... .......... .......... 48%  777K 2m7s\n",
      " 75400K .......... .......... .......... .......... .......... 48%  695K 2m7s\n",
      " 75450K .......... .......... .......... .......... .......... 48%  776K 2m7s\n",
      " 75500K .......... .......... .......... .......... .......... 48%  596K 2m7s\n",
      " 75550K .......... .......... .......... .......... .......... 48%  715K 2m7s\n",
      " 75600K .......... .......... .......... .......... .......... 48%  787K 2m7s\n",
      " 75650K .......... .......... .......... .......... .......... 48%  784K 2m7s\n",
      " 75700K .......... .......... .......... .......... .......... 48%  714K 2m7s\n",
      " 75750K .......... .......... .......... .......... .......... 48%  788K 2m7s\n",
      " 75800K .......... .......... .......... .......... .......... 48%  715K 2m7s\n",
      " 75850K .......... .......... .......... .......... .......... 48%  788K 2m6s\n",
      " 75900K .......... .......... .......... .......... .......... 48%  590K 2m6s\n",
      " 75950K .......... .......... .......... .......... .......... 48%  708K 2m6s\n",
      " 76000K .......... .......... .......... .......... .......... 48%  783K 2m6s\n",
      " 76050K .......... .......... .......... .......... .......... 48%  723K 2m6s\n",
      " 76100K .......... .......... .......... .......... .......... 48%  787K 2m6s\n",
      " 76150K .......... .......... .......... .......... .......... 48%  777K 2m6s\n",
      " 76200K .......... .......... .......... .......... .......... 48%  727K 2m6s\n",
      " 76250K .......... .......... .......... .......... .......... 48%  785K 2m6s\n",
      " 76300K .......... .......... .......... .......... .......... 48%  696K 2m6s\n",
      " 76350K .......... .......... .......... .......... .......... 48%  594K 2m6s\n",
      " 76400K .......... .......... .......... .......... .......... 48%  802K 2m5s\n",
      " 76450K .......... .......... .......... .......... .......... 48%  715K 2m5s\n",
      " 76500K .......... .......... .......... .......... .......... 48%  791K 2m5s\n",
      " 76550K .......... .......... .......... .......... .......... 48%  711K 2m5s\n",
      " 76600K .......... .......... .......... .......... .......... 48%  786K 2m5s\n",
      " 76650K .......... .......... .......... .......... .......... 48%  788K 2m5s\n",
      " 76700K .......... .......... .......... .......... .......... 49%  712K 2m5s\n",
      " 76750K .......... .......... .......... .......... .......... 49%  595K 2m5s\n",
      " 76800K .......... .......... .......... .......... .......... 49%  716K 2m5s\n",
      " 76850K .......... .......... .......... .......... .......... 49%  793K 2m5s\n",
      " 76900K .......... .......... .......... .......... .......... 49%  779K 2m5s\n",
      " 76950K .......... .......... .......... .......... .......... 49%  717K 2m4s\n",
      " 77000K .......... .......... .......... .......... .......... 49%  767K 2m4s\n",
      " 77050K .......... .......... .......... .......... .......... 49%  733K 2m4s\n",
      " 77100K .......... .......... .......... .......... .......... 49%  590K 2m4s\n",
      " 77150K .......... .......... .......... .......... .......... 49%  787K 2m4s\n",
      " 77200K .......... .......... .......... .......... .......... 49%  719K 2m4s\n",
      " 77250K .......... .......... .......... .......... .......... 49%  785K 2m4s\n",
      " 77300K .......... .......... .......... .......... .......... 49%  709K 2m4s\n",
      " 77350K .......... .......... .......... .......... .......... 49%  791K 2m4s\n",
      " 77400K .......... .......... .......... .......... .......... 49%  787K 2m4s\n",
      " 77450K .......... .......... .......... .......... .......... 49%  696K 2m4s\n",
      " 77500K .......... .......... .......... .......... .......... 49%  603K 2m4s\n",
      " 77550K .......... .......... .......... .......... .......... 49%  724K 2m3s\n",
      " 77600K .......... .......... .......... .......... .......... 49%  779K 2m3s\n",
      " 77650K .......... .......... .......... .......... .......... 49%  764K 2m3s\n",
      " 77700K .......... .......... .......... .......... .......... 49%  739K 2m3s\n",
      " 77750K .......... .......... .......... .......... .......... 49%  766K 2m3s\n",
      " 77800K .......... .......... .......... .......... .......... 49%  734K 2m3s\n",
      " 77850K .......... .......... .......... .......... .......... 49%  788K 2m3s\n",
      " 77900K .......... .......... .......... .......... .......... 49%  568K 2m3s\n",
      " 77950K .......... .......... .......... .......... .......... 49%  750K 2m3s\n",
      " 78000K .......... .......... .......... .......... .......... 49%  767K 2m3s\n",
      " 78050K .......... .......... .......... .......... .......... 49%  732K 2m3s\n",
      " 78100K .......... .......... .......... .......... .......... 49%  774K 2m2s\n",
      " 78150K .......... .......... .......... .......... .......... 49%  801K 2m2s\n",
      " 78200K .......... .......... .......... .......... .......... 49%  712K 2m2s\n",
      " 78250K .......... .......... .......... .......... .......... 50%  788K 2m2s\n",
      " 78300K .......... .......... .......... .......... .......... 50%  717K 2m2s\n",
      " 78350K .......... .......... .......... .......... .......... 50%  593K 2m2s\n",
      " 78400K .......... .......... .......... .......... .......... 50%  794K 2m2s\n",
      " 78450K .......... .......... .......... .......... .......... 50%  716K 2m2s\n",
      " 78500K .......... .......... .......... .......... .......... 50%  781K 2m2s\n",
      " 78550K .......... .......... .......... .......... .......... 50%  719K 2m2s\n",
      " 78600K .......... .......... .......... .......... .......... 50%  784K 2m2s\n",
      " 78650K .......... .......... .......... .......... .......... 50%  655K 2m2s\n",
      " 78700K .......... .......... .......... .......... .......... 50%  235K 2m2s\n",
      " 78750K .......... .......... .......... .......... .......... 50%  185K 2m2s\n",
      " 78800K .......... .......... .......... .......... .......... 50% 4.31M 2m2s\n",
      " 78850K .......... .......... .......... .......... .......... 50%  633K 2m1s\n",
      " 78900K .......... .......... .......... .......... .......... 50%  316K 2m1s\n",
      " 78950K .......... .......... .......... .......... .......... 50%  382K 2m1s\n",
      " 79000K .......... .......... .......... .......... .......... 50%  669K 2m1s\n",
      " 79050K .......... .......... .......... .......... .......... 50%  702K 2m1s\n",
      " 79100K .......... .......... .......... .......... .......... 50%  775K 2m1s\n",
      " 79150K .......... .......... .......... .......... .......... 50%  567K 2m1s\n",
      " 79200K .......... .......... .......... .......... .......... 50%  755K 2m1s\n",
      " 79250K .......... .......... .......... .......... .......... 50%  787K 2m1s\n",
      " 79300K .......... .......... .......... .......... .......... 50%  672K 2m1s\n",
      " 79350K .......... .......... .......... .......... .......... 50%  781K 2m1s\n",
      " 79400K .......... .......... .......... .......... .......... 50%  753K 2m1s\n",
      " 79450K .......... .......... .......... .......... .......... 50%  785K 2m1s\n",
      " 79500K .......... .......... .......... .......... .......... 50%  589K 2m0s\n",
      " 79550K .......... .......... .......... .......... .......... 50%  948K 2m0s\n",
      " 79600K .......... .......... .......... .......... .......... 50%  598K 2m0s\n",
      " 79650K .......... .......... .......... .......... .......... 50%  785K 2m0s\n",
      " 79700K .......... .......... .......... .......... .......... 50%  718K 2m0s\n",
      " 79750K .......... .......... .......... .......... .......... 50%  753K 2m0s\n",
      " 79800K .......... .......... .......... .......... .......... 51%  751K 2m0s\n",
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      "143150K .......... .......... .......... .......... .......... 91% 2.12M 20s\n",
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      "156500K .......... .......... .......... .......... ....      100%  928K=4m0s\n",
      "\n",
      "2022-10-13 17:52:48 (653 KB/s) - 'moviedataset.zip' saved [160301210/160301210]\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  moviedataset.zip\n",
      "  inflating: links.csv               \n",
      "  inflating: movies.csv              \n",
      "  inflating: ratings.csv             \n",
      "  inflating: README.txt              \n",
      "  inflating: tags.csv                \n"
     ]
    }
   ],
   "source": [
    "!wget -O moviedataset.zip https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-ML0101EN-SkillsNetwork/labs/Module%205/data/moviedataset.zip\n",
    "\n",
    "print('unziping ...')\n",
    "!unzip -o -j moviedataset.zip "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you're ready to start working with the data!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"ref2\"></a>\n",
    "\n",
    "# Preprocessing\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's get all of the imports out of the way:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dataframe manipulation library\n",
    "import pandas as pd\n",
    "#Math functions, we'll only need the sqrt function so let's import only that\n",
    "from math import sqrt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's read each file into their Dataframes:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure|Children|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                               title  \\\n",
       "0        1                    Toy Story (1995)   \n",
       "1        2                      Jumanji (1995)   \n",
       "2        3             Grumpier Old Men (1995)   \n",
       "3        4            Waiting to Exhale (1995)   \n",
       "4        5  Father of the Bride Part II (1995)   \n",
       "\n",
       "                                        genres  \n",
       "0  Adventure|Animation|Children|Comedy|Fantasy  \n",
       "1                   Adventure|Children|Fantasy  \n",
       "2                               Comedy|Romance  \n",
       "3                         Comedy|Drama|Romance  \n",
       "4                                       Comedy  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Storing the movie information into a pandas dataframe\n",
    "movies_df = pd.read_csv('movies.csv')\n",
    "#Storing the user information into a pandas dataframe\n",
    "ratings_df = pd.read_csv('ratings.csv')\n",
    "#Head is a function that gets the first N rows of a dataframe. N's default is 5.\n",
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also remove the year from the **title** column by using pandas' replace function and store in a new **year** column.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Adventure|Animation|Children|Comedy|Fantasy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>Adventure|Children|Fantasy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                        title  \\\n",
       "0        1                    Toy Story   \n",
       "1        2                      Jumanji   \n",
       "2        3             Grumpier Old Men   \n",
       "3        4            Waiting to Exhale   \n",
       "4        5  Father of the Bride Part II   \n",
       "\n",
       "                                        genres  year  \n",
       "0  Adventure|Animation|Children|Comedy|Fantasy  1995  \n",
       "1                   Adventure|Children|Fantasy  1995  \n",
       "2                               Comedy|Romance  1995  \n",
       "3                         Comedy|Drama|Romance  1995  \n",
       "4                                       Comedy  1995  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Using regular expressions to find a year stored between parentheses\n",
    "#We specify the parantheses so we don't conflict with movies that have years in their titles\n",
    "movies_df['year'] = movies_df.title.str.extract('(\\(\\d\\d\\d\\d\\))',expand=False)\n",
    "#Removing the parentheses\n",
    "movies_df['year'] = movies_df.year.str.extract('(\\d\\d\\d\\d)',expand=False)\n",
    "#Removing the years from the 'title' column\n",
    "movies_df['title'] = movies_df.title.str.replace('(\\(\\d\\d\\d\\d\\))', '', regex=True)\n",
    "#Applying the strip function to get rid of any ending whitespace characters that may have appeared\n",
    "movies_df['title'] = movies_df['title'].apply(lambda x: x.strip())\n",
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With that, let's also split the values in the **Genres** column into a **list of Genres** to simplify for future use. This can be achieved by applying Python's split string function on the correct column.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>[Adventure, Children, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>[Comedy, Romance]</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>1995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                        title  \\\n",
       "0        1                    Toy Story   \n",
       "1        2                      Jumanji   \n",
       "2        3             Grumpier Old Men   \n",
       "3        4            Waiting to Exhale   \n",
       "4        5  Father of the Bride Part II   \n",
       "\n",
       "                                              genres  year  \n",
       "0  [Adventure, Animation, Children, Comedy, Fantasy]  1995  \n",
       "1                     [Adventure, Children, Fantasy]  1995  \n",
       "2                                  [Comedy, Romance]  1995  \n",
       "3                           [Comedy, Drama, Romance]  1995  \n",
       "4                                           [Comedy]  1995  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Every genre is separated by a | so we simply have to call the split function on |\n",
    "movies_df['genres'] = movies_df.genres.str.split('|')\n",
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since keeping genres in a list format isn't optimal for the content-based recommendation system technique, we will use the One Hot Encoding technique to convert the list of genres to a vector where each column corresponds to one possible value of the feature. This encoding is needed for feeding categorical data. In this case, we store every different genre in columns that contain either 1 or 0. 1 shows that a movie has that genre and 0 shows that it doesn't. Let's also store this dataframe in another variable since genres won't be important for our first recommendation system.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>year</th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Animation</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Romance</th>\n",
       "      <th>...</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <th>IMAX</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>War</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Western</th>\n",
       "      <th>Film-Noir</th>\n",
       "      <th>(no genres listed)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>[Adventure, Children, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Grumpier Old Men</td>\n",
       "      <td>[Comedy, Romance]</td>\n",
       "      <td>1995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Waiting to Exhale</td>\n",
       "      <td>[Comedy, Drama, Romance]</td>\n",
       "      <td>1995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Father of the Bride Part II</td>\n",
       "      <td>[Comedy]</td>\n",
       "      <td>1995</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                        title  \\\n",
       "0        1                    Toy Story   \n",
       "1        2                      Jumanji   \n",
       "2        3             Grumpier Old Men   \n",
       "3        4            Waiting to Exhale   \n",
       "4        5  Father of the Bride Part II   \n",
       "\n",
       "                                              genres  year  Adventure  \\\n",
       "0  [Adventure, Animation, Children, Comedy, Fantasy]  1995        1.0   \n",
       "1                     [Adventure, Children, Fantasy]  1995        1.0   \n",
       "2                                  [Comedy, Romance]  1995        0.0   \n",
       "3                           [Comedy, Drama, Romance]  1995        0.0   \n",
       "4                                           [Comedy]  1995        0.0   \n",
       "\n",
       "   Animation  Children  Comedy  Fantasy  Romance  ...  Horror  Mystery  \\\n",
       "0        1.0       1.0     1.0      1.0      0.0  ...     0.0      0.0   \n",
       "1        0.0       1.0     0.0      1.0      0.0  ...     0.0      0.0   \n",
       "2        0.0       0.0     1.0      0.0      1.0  ...     0.0      0.0   \n",
       "3        0.0       0.0     1.0      0.0      1.0  ...     0.0      0.0   \n",
       "4        0.0       0.0     1.0      0.0      0.0  ...     0.0      0.0   \n",
       "\n",
       "   Sci-Fi  IMAX  Documentary  War  Musical  Western  Film-Noir  \\\n",
       "0     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "1     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "2     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "3     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "4     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "\n",
       "   (no genres listed)  \n",
       "0                 0.0  \n",
       "1                 0.0  \n",
       "2                 0.0  \n",
       "3                 0.0  \n",
       "4                 0.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Copying the movie dataframe into a new one since we won't need to use the genre information in our first case.\n",
    "moviesWithGenres_df = movies_df.copy()\n",
    "\n",
    "#For every row in the dataframe, iterate through the list of genres and place a 1 into the corresponding column\n",
    "for index, row in movies_df.iterrows():\n",
    "    for genre in row['genres']:\n",
    "        moviesWithGenres_df.at[index, genre] = 1\n",
    "#Filling in the NaN values with 0 to show that a movie doesn't have that column's genre\n",
    "moviesWithGenres_df = moviesWithGenres_df.fillna(0)\n",
    "moviesWithGenres_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's look at the ratings dataframe.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>169</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1204927694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2471</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1204927438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>48516</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1204927435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2571</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1436165433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>109487</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1436165496</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userId  movieId  rating   timestamp\n",
       "0       1      169     2.5  1204927694\n",
       "1       1     2471     3.0  1204927438\n",
       "2       1    48516     5.0  1204927435\n",
       "3       2     2571     3.5  1436165433\n",
       "4       2   109487     4.0  1436165496"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Every row in the ratings dataframe has a user id associated with at least one movie, a rating and a timestamp showing when they reviewed it. We won't be needing the timestamp column, so let's drop it to save memory.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>169</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2471</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>48516</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>2571</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>109487</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   userId  movieId  rating\n",
       "0       1      169     2.5\n",
       "1       1     2471     3.0\n",
       "2       1    48516     5.0\n",
       "3       2     2571     3.5\n",
       "4       2   109487     4.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Drop removes a specified row or column from a dataframe\n",
    "ratings_df = ratings_df.drop('timestamp', axis=1)\n",
    "ratings_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id=\"ref3\"></a>\n",
    "\n",
    "# Content-Based recommendation system\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's take a look at how to implement **Content-Based** or **Item-Item recommendation systems**. This technique attempts to figure out what a user's favourite aspects of an item is, and then recommends items that present those aspects. In our case, we're going to try to figure out the input's favorite genres from the movies and ratings given.\n",
    "\n",
    "Let's begin by creating an input user to recommend movies to:\n",
    "\n",
    "Notice: To add more movies, simply increase the amount of elements in the **userInput**. Feel free to add more in! Just be sure to write it in with capital letters and if a movie starts with a \"The\", like \"The Matrix\" then write it in like this: 'Matrix, The' .\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Breakfast Club, The</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Toy Story</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jumanji</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Akira</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 title  rating\n",
       "0  Breakfast Club, The     5.0\n",
       "1            Toy Story     3.5\n",
       "2              Jumanji     2.0\n",
       "3         Pulp Fiction     5.0\n",
       "4                Akira     4.5"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "userInput = [\n",
    "            {'title':'Breakfast Club, The', 'rating':5},\n",
    "            {'title':'Toy Story', 'rating':3.5},\n",
    "            {'title':'Jumanji', 'rating':2},\n",
    "            {'title':\"Pulp Fiction\", 'rating':5},\n",
    "            {'title':'Akira', 'rating':4.5}\n",
    "         ] \n",
    "inputMovies = pd.DataFrame(userInput)\n",
    "inputMovies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add movieId to input user\n",
    "\n",
    "With the input complete, let's extract the input movie's ID's from the movies dataframe and add them into it.\n",
    "\n",
    "We can achieve this by first filtering out the rows that contain the input movie's title and then merging this subset with the input dataframe. We also drop unnecessary columns for the input to save memory space.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>296</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1274</td>\n",
       "      <td>Akira</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1968</td>\n",
       "      <td>Breakfast Club, The</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movieId                title  rating\n",
       "0        1            Toy Story     3.5\n",
       "1        2              Jumanji     2.0\n",
       "2      296         Pulp Fiction     5.0\n",
       "3     1274                Akira     4.5\n",
       "4     1968  Breakfast Club, The     5.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Filtering out the movies by title\n",
    "inputId = movies_df[movies_df['title'].isin(inputMovies['title'].tolist())]\n",
    "#Then merging it so we can get the movieId. It's implicitly merging it by title.\n",
    "inputMovies = pd.merge(inputId, inputMovies)\n",
    "#Dropping information we won't use from the input dataframe\n",
    "inputMovies = inputMovies.drop('genres', axis=1).drop('year', axis=1)\n",
    "#Final input dataframe\n",
    "#If a movie you added in above isn't here, then it might not be in the original \n",
    "#dataframe or it might spelled differently, please check capitalisation.\n",
    "inputMovies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to start by learning the input's preferences, so let's get the subset of movies that the input has watched from the Dataframe containing genres defined with binary values.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>year</th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Animation</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Romance</th>\n",
       "      <th>...</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <th>IMAX</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>War</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Western</th>\n",
       "      <th>Film-Noir</th>\n",
       "      <th>(no genres listed)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>[Adventure, Children, Fantasy]</td>\n",
       "      <td>1995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>296</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>[Comedy, Crime, Drama, Thriller]</td>\n",
       "      <td>1994</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>1274</td>\n",
       "      <td>Akira</td>\n",
       "      <td>[Action, Adventure, Animation, Sci-Fi]</td>\n",
       "      <td>1988</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>1968</td>\n",
       "      <td>Breakfast Club, The</td>\n",
       "      <td>[Comedy, Drama]</td>\n",
       "      <td>1985</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      movieId                title  \\\n",
       "0           1            Toy Story   \n",
       "1           2              Jumanji   \n",
       "293       296         Pulp Fiction   \n",
       "1246     1274                Akira   \n",
       "1885     1968  Breakfast Club, The   \n",
       "\n",
       "                                                 genres  year  Adventure  \\\n",
       "0     [Adventure, Animation, Children, Comedy, Fantasy]  1995        1.0   \n",
       "1                        [Adventure, Children, Fantasy]  1995        1.0   \n",
       "293                    [Comedy, Crime, Drama, Thriller]  1994        0.0   \n",
       "1246             [Action, Adventure, Animation, Sci-Fi]  1988        1.0   \n",
       "1885                                    [Comedy, Drama]  1985        0.0   \n",
       "\n",
       "      Animation  Children  Comedy  Fantasy  Romance  ...  Horror  Mystery  \\\n",
       "0           1.0       1.0     1.0      1.0      0.0  ...     0.0      0.0   \n",
       "1           0.0       1.0     0.0      1.0      0.0  ...     0.0      0.0   \n",
       "293         0.0       0.0     1.0      0.0      0.0  ...     0.0      0.0   \n",
       "1246        1.0       0.0     0.0      0.0      0.0  ...     0.0      0.0   \n",
       "1885        0.0       0.0     1.0      0.0      0.0  ...     0.0      0.0   \n",
       "\n",
       "      Sci-Fi  IMAX  Documentary  War  Musical  Western  Film-Noir  \\\n",
       "0        0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "1        0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "293      0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "1246     1.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "1885     0.0   0.0          0.0  0.0      0.0      0.0        0.0   \n",
       "\n",
       "      (no genres listed)  \n",
       "0                    0.0  \n",
       "1                    0.0  \n",
       "293                  0.0  \n",
       "1246                 0.0  \n",
       "1885                 0.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Filtering out the movies from the input\n",
    "userMovies = moviesWithGenres_df[moviesWithGenres_df['movieId'].isin(inputMovies['movieId'].tolist())]\n",
    "userMovies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll only need the actual genre table, so let's clean this up a bit by resetting the index and dropping the movieId, title, genres and year columns.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Animation</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Romance</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Action</th>\n",
       "      <th>Crime</th>\n",
       "      <th>Thriller</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <th>IMAX</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>War</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Western</th>\n",
       "      <th>Film-Noir</th>\n",
       "      <th>(no genres listed)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Adventure  Animation  Children  Comedy  Fantasy  Romance  Drama  Action  \\\n",
       "0        1.0        1.0       1.0     1.0      1.0      0.0    0.0     0.0   \n",
       "1        1.0        0.0       1.0     0.0      1.0      0.0    0.0     0.0   \n",
       "2        0.0        0.0       0.0     1.0      0.0      0.0    1.0     0.0   \n",
       "3        1.0        1.0       0.0     0.0      0.0      0.0    0.0     1.0   \n",
       "4        0.0        0.0       0.0     1.0      0.0      0.0    1.0     0.0   \n",
       "\n",
       "   Crime  Thriller  Horror  Mystery  Sci-Fi  IMAX  Documentary  War  Musical  \\\n",
       "0    0.0       0.0     0.0      0.0     0.0   0.0          0.0  0.0      0.0   \n",
       "1    0.0       0.0     0.0      0.0     0.0   0.0          0.0  0.0      0.0   \n",
       "2    1.0       1.0     0.0      0.0     0.0   0.0          0.0  0.0      0.0   \n",
       "3    0.0       0.0     0.0      0.0     1.0   0.0          0.0  0.0      0.0   \n",
       "4    0.0       0.0     0.0      0.0     0.0   0.0          0.0  0.0      0.0   \n",
       "\n",
       "   Western  Film-Noir  (no genres listed)  \n",
       "0      0.0        0.0                 0.0  \n",
       "1      0.0        0.0                 0.0  \n",
       "2      0.0        0.0                 0.0  \n",
       "3      0.0        0.0                 0.0  \n",
       "4      0.0        0.0                 0.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Resetting the index to avoid future issues\n",
    "userMovies = userMovies.reset_index(drop=True)\n",
    "#Dropping unnecessary issues due to save memory and to avoid issues\n",
    "userGenreTable = userMovies.drop('movieId', axis=1).drop('title', axis=1).drop('genres', axis=1).drop('year', axis=1)\n",
    "userGenreTable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we're ready to start learning the input's preferences!\n",
    "\n",
    "To do this, we're going to turn each genre into weights. We can do this by using the input's reviews and multiplying them into the input's genre table and then summing up the resulting table by column. This operation is actually a dot product between a matrix and a vector, so we can simply accomplish by calling the Pandas \"dot\" function.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    3.5\n",
       "1    2.0\n",
       "2    5.0\n",
       "3    4.5\n",
       "4    5.0\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputMovies['rating']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Adventure             10.0\n",
       "Animation              8.0\n",
       "Children               5.5\n",
       "Comedy                13.5\n",
       "Fantasy                5.5\n",
       "Romance                0.0\n",
       "Drama                 10.0\n",
       "Action                 4.5\n",
       "Crime                  5.0\n",
       "Thriller               5.0\n",
       "Horror                 0.0\n",
       "Mystery                0.0\n",
       "Sci-Fi                 4.5\n",
       "IMAX                   0.0\n",
       "Documentary            0.0\n",
       "War                    0.0\n",
       "Musical                0.0\n",
       "Western                0.0\n",
       "Film-Noir              0.0\n",
       "(no genres listed)     0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dot produt to get weights\n",
    "userProfile = userGenreTable.transpose().dot(inputMovies['rating'])\n",
    "#The user profile\n",
    "userProfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we have the weights for every of the user's preferences. This is known as the User Profile. Using this, we can recommend movies that satisfy the user's preferences.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by extracting the genre table from the original dataframe:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Adventure</th>\n",
       "      <th>Animation</th>\n",
       "      <th>Children</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>Romance</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Action</th>\n",
       "      <th>Crime</th>\n",
       "      <th>Thriller</th>\n",
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       "      <th>Mystery</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <th>IMAX</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>War</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Western</th>\n",
       "      <th>Film-Noir</th>\n",
       "      <th>(no genres listed)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Adventure  Animation  Children  Comedy  Fantasy  Romance  Drama  \\\n",
       "movieId                                                                    \n",
       "1              1.0        1.0       1.0     1.0      1.0      0.0    0.0   \n",
       "2              1.0        0.0       1.0     0.0      1.0      0.0    0.0   \n",
       "3              0.0        0.0       0.0     1.0      0.0      1.0    0.0   \n",
       "4              0.0        0.0       0.0     1.0      0.0      1.0    1.0   \n",
       "5              0.0        0.0       0.0     1.0      0.0      0.0    0.0   \n",
       "\n",
       "         Action  Crime  Thriller  Horror  Mystery  Sci-Fi  IMAX  Documentary  \\\n",
       "movieId                                                                        \n",
       "1           0.0    0.0       0.0     0.0      0.0     0.0   0.0          0.0   \n",
       "2           0.0    0.0       0.0     0.0      0.0     0.0   0.0          0.0   \n",
       "3           0.0    0.0       0.0     0.0      0.0     0.0   0.0          0.0   \n",
       "4           0.0    0.0       0.0     0.0      0.0     0.0   0.0          0.0   \n",
       "5           0.0    0.0       0.0     0.0      0.0     0.0   0.0          0.0   \n",
       "\n",
       "         War  Musical  Western  Film-Noir  (no genres listed)  \n",
       "movieId                                                        \n",
       "1        0.0      0.0      0.0        0.0                 0.0  \n",
       "2        0.0      0.0      0.0        0.0                 0.0  \n",
       "3        0.0      0.0      0.0        0.0                 0.0  \n",
       "4        0.0      0.0      0.0        0.0                 0.0  \n",
       "5        0.0      0.0      0.0        0.0                 0.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Now let's get the genres of every movie in our original dataframe\n",
    "genreTable = moviesWithGenres_df.set_index(moviesWithGenres_df['movieId'])\n",
    "#And drop the unnecessary information\n",
    "genreTable = genreTable.drop('movieId', axis=1).drop('title', axis=1).drop('genres', axis=1).drop('year', axis=1)\n",
    "genreTable.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(34208, 20)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genreTable.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the input's profile and the complete list of movies and their genres in hand, we're going to take the weighted average of every movie based on the input profile and recommend the top twenty movies that most satisfy it.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "movieId\n",
       "1    0.594406\n",
       "2    0.293706\n",
       "3    0.188811\n",
       "4    0.328671\n",
       "5    0.188811\n",
       "dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Multiply the genres by the weights and then take the weighted average\n",
    "recommendationTable_df = ((genreTable*userProfile).sum(axis=1))/(userProfile.sum())\n",
    "recommendationTable_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "movieId\n",
       "5018      0.748252\n",
       "26093     0.734266\n",
       "27344     0.720280\n",
       "148775    0.685315\n",
       "6902      0.678322\n",
       "dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sort our recommendations in descending order\n",
    "recommendationTable_df = recommendationTable_df.sort_values(ascending=False)\n",
    "#Just a peek at the values\n",
    "recommendationTable_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now here's the recommendation table!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>673</td>\n",
       "      <td>Space Jam</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fanta...</td>\n",
       "      <td>1996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>1907</td>\n",
       "      <td>Mulan</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Drama...</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>2987</td>\n",
       "      <td>Who Framed Roger Rabbit?</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Crime...</td>\n",
       "      <td>1988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923</th>\n",
       "      <td>5018</td>\n",
       "      <td>Motorama</td>\n",
       "      <td>[Adventure, Comedy, Crime, Drama, Fantasy, Mys...</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6793</th>\n",
       "      <td>6902</td>\n",
       "      <td>Interstate 60</td>\n",
       "      <td>[Adventure, Comedy, Drama, Fantasy, Mystery, S...</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8605</th>\n",
       "      <td>26093</td>\n",
       "      <td>Wonderful World of the Brothers Grimm, The</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Drama...</td>\n",
       "      <td>1962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8783</th>\n",
       "      <td>26340</td>\n",
       "      <td>Twelve Tasks of Asterix, The (Les douze travau...</td>\n",
       "      <td>[Action, Adventure, Animation, Children, Comed...</td>\n",
       "      <td>1976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9296</th>\n",
       "      <td>27344</td>\n",
       "      <td>Revolutionary Girl Utena: Adolescence of Utena...</td>\n",
       "      <td>[Action, Adventure, Animation, Comedy, Drama, ...</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9825</th>\n",
       "      <td>32031</td>\n",
       "      <td>Robots</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fanta...</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11716</th>\n",
       "      <td>51632</td>\n",
       "      <td>Atlantis: Milo's Return</td>\n",
       "      <td>[Action, Adventure, Animation, Children, Comed...</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11751</th>\n",
       "      <td>51939</td>\n",
       "      <td>TMNT (Teenage Mutant Ninja Turtles)</td>\n",
       "      <td>[Action, Adventure, Animation, Children, Comed...</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13250</th>\n",
       "      <td>64645</td>\n",
       "      <td>The Wrecking Crew</td>\n",
       "      <td>[Action, Adventure, Comedy, Crime, Drama, Thri...</td>\n",
       "      <td>1968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16055</th>\n",
       "      <td>81132</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>[Action, Adventure, Comedy, Crime, Drama, Film...</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18312</th>\n",
       "      <td>91335</td>\n",
       "      <td>Gruffalo, The</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Drama]</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22778</th>\n",
       "      <td>108540</td>\n",
       "      <td>Ernest &amp; Célestine (Ernest et Célestine)</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Drama...</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22881</th>\n",
       "      <td>108932</td>\n",
       "      <td>The Lego Movie</td>\n",
       "      <td>[Action, Adventure, Animation, Children, Comed...</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25218</th>\n",
       "      <td>117646</td>\n",
       "      <td>Dragonheart 2: A New Beginning</td>\n",
       "      <td>[Action, Adventure, Comedy, Drama, Fantasy, Th...</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26442</th>\n",
       "      <td>122787</td>\n",
       "      <td>The 39 Steps</td>\n",
       "      <td>[Action, Adventure, Comedy, Crime, Drama, Thri...</td>\n",
       "      <td>1959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32854</th>\n",
       "      <td>146305</td>\n",
       "      <td>Princes and Princesses</td>\n",
       "      <td>[Animation, Children, Comedy, Drama, Fantasy, ...</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33509</th>\n",
       "      <td>148775</td>\n",
       "      <td>Wizards of Waverly Place: The Movie</td>\n",
       "      <td>[Adventure, Children, Comedy, Drama, Fantasy, ...</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                                              title  \\\n",
       "664        673                                          Space Jam   \n",
       "1824      1907                                              Mulan   \n",
       "2902      2987                           Who Framed Roger Rabbit?   \n",
       "4923      5018                                           Motorama   \n",
       "6793      6902                                      Interstate 60   \n",
       "8605     26093         Wonderful World of the Brothers Grimm, The   \n",
       "8783     26340  Twelve Tasks of Asterix, The (Les douze travau...   \n",
       "9296     27344  Revolutionary Girl Utena: Adolescence of Utena...   \n",
       "9825     32031                                             Robots   \n",
       "11716    51632                            Atlantis: Milo's Return   \n",
       "11751    51939                TMNT (Teenage Mutant Ninja Turtles)   \n",
       "13250    64645                                  The Wrecking Crew   \n",
       "16055    81132                                             Rubber   \n",
       "18312    91335                                      Gruffalo, The   \n",
       "22778   108540           Ernest & Célestine (Ernest et Célestine)   \n",
       "22881   108932                                     The Lego Movie   \n",
       "25218   117646                     Dragonheart 2: A New Beginning   \n",
       "26442   122787                                       The 39 Steps   \n",
       "32854   146305                             Princes and Princesses   \n",
       "33509   148775                Wizards of Waverly Place: The Movie   \n",
       "\n",
       "                                                  genres  year  \n",
       "664    [Adventure, Animation, Children, Comedy, Fanta...  1996  \n",
       "1824   [Adventure, Animation, Children, Comedy, Drama...  1998  \n",
       "2902   [Adventure, Animation, Children, Comedy, Crime...  1988  \n",
       "4923   [Adventure, Comedy, Crime, Drama, Fantasy, Mys...  1991  \n",
       "6793   [Adventure, Comedy, Drama, Fantasy, Mystery, S...  2002  \n",
       "8605   [Adventure, Animation, Children, Comedy, Drama...  1962  \n",
       "8783   [Action, Adventure, Animation, Children, Comed...  1976  \n",
       "9296   [Action, Adventure, Animation, Comedy, Drama, ...  1999  \n",
       "9825   [Adventure, Animation, Children, Comedy, Fanta...  2005  \n",
       "11716  [Action, Adventure, Animation, Children, Comed...  2003  \n",
       "11751  [Action, Adventure, Animation, Children, Comed...  2007  \n",
       "13250  [Action, Adventure, Comedy, Crime, Drama, Thri...  1968  \n",
       "16055  [Action, Adventure, Comedy, Crime, Drama, Film...  2010  \n",
       "18312    [Adventure, Animation, Children, Comedy, Drama]  2009  \n",
       "22778  [Adventure, Animation, Children, Comedy, Drama...  2012  \n",
       "22881  [Action, Adventure, Animation, Children, Comed...  2014  \n",
       "25218  [Action, Adventure, Comedy, Drama, Fantasy, Th...  2000  \n",
       "26442  [Action, Adventure, Comedy, Crime, Drama, Thri...  1959  \n",
       "32854  [Animation, Children, Comedy, Drama, Fantasy, ...  2000  \n",
       "33509  [Adventure, Children, Comedy, Drama, Fantasy, ...  2009  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The final recommendation table\n",
    "movies_df.loc[movies_df['movieId'].isin(recommendationTable_df.head(20).keys())]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Advantages and Disadvantages of Content-Based Filtering\n",
    "\n",
    "##### Advantages\n",
    "\n",
    "*   Learns user's preferences\n",
    "*   Highly personalized for the user\n",
    "\n",
    "##### Disadvantages\n",
    "\n",
    "*   Doesn't take into account what others think of the item, so low quality item recommendations might happen\n",
    "*   Extracting data is not always intuitive\n",
    "*   Determining what characteristics of the item the user dislikes or likes is not always obvious\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Want to learn more?</h2>\n",
    "\n",
    "IBM SPSS Modeler is a comprehensive analytics platform that has many machine learning algorithms. It has been designed to bring predictive intelligence to decisions made by individuals, by groups, by systems – by your enterprise as a whole. A free trial is available through this course, available here: <a href=\"https://www.ibm.com/analytics/spss-statistics-software?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2022-01-01\">SPSS Modeler</a>\n",
    "\n",
    "Also, you can use Watson Studio to run these notebooks faster with bigger datasets. Watson Studio is IBM's leading cloud solution for data scientists, built by data scientists. With Jupyter notebooks, RStudio, Apache Spark and popular libraries pre-packaged in the cloud, Watson Studio enables data scientists to collaborate on their projects without having to install anything. Join the fast-growing community of Watson Studio users today with a free account at <a href=\"https://www.ibm.com/cloud/watson-studio?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2022-01-01\">Watson Studio</a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Thank you for completing this lab!\n",
    "\n",
    "## Author\n",
    "\n",
    "Saeed Aghabozorgi\n",
    "\n",
    "### Other Contributors\n",
    "\n",
    "<a href=\"https://www.linkedin.com/in/joseph-s-50398b136/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDeveloperSkillsNetworkML0101ENSkillsNetwork20718538-2022-01-01\" target=\"_blank\">Joseph Santarcangelo</a>\n",
    "\n",
    "## Change Log\n",
    "\n",
    "| Date (YYYY-MM-DD) | Version | Changed By | Change Description                 |\n",
    "| ----------------- | ------- | ---------- | ---------------------------------- |\n",
    "| 2020-11-03        | 2.1     | Lakshmi    | Updated URL of csv                 |\n",
    "| 2020-08-27        | 2.0     | Lavanya    | Moved lab to course repo in GitLab |\n",
    "|                   |         |            |                                    |\n",
    "|                   |         |            |                                    |\n",
    "\n",
    "## <h3 align=\"center\"> © IBM Corporation 2020. All rights reserved. <h3/>\n"
   ]
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