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Programming Language Classifier #7

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Programming Language Classifier #7

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94ad62e
Basic File Structure.
lucianthorr Feb 12, 2015
13bb1f4
Edited .gitignore to skip data folder.
lucianthorr Feb 12, 2015
04e6329
A rough start.
lucianthorr Feb 12, 2015
4553f79
Four Features added.
lucianthorr Feb 13, 2015
52ba463
Works but about to reduce feature functions to one flexible get_ratio…
lucianthorr Feb 13, 2015
42fc69d
.875 as a top average.
lucianthorr Feb 14, 2015
db52ae7
Pickling seems to work.
lucianthorr Feb 15, 2015
b504edf
PEP8'd
lucianthorr Feb 15, 2015
8d0b64d
Comments added.
lucianthorr Feb 15, 2015
a3bf7f5
Extra Trees has done well. Pickled at 87.5%
lucianthorr Feb 15, 2015
7ba9518
Simple notebook on how to run from the command line.
lucianthorr Feb 15, 2015
b4c8814
Cleaned up Output a little and added another feature. Pickled on .90
lucianthorr Feb 15, 2015
513cb5d
Moved tests into other_tests/
lucianthorr Feb 15, 2015
7a37bb4
Update .gitignore
lucianthorr Feb 15, 2015
35cc5e1
DS_Store removed.
lucianthorr Feb 15, 2015
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4 changes: 3 additions & 1 deletion .gitignore
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Original file line number Diff line number Diff line change
Expand Up @@ -110,4 +110,6 @@ com_crashlytics_export_strings.xml
crashlytics.properties
crashlytics-build.properties

atusdata/
# Ignore the data folder ?
guess_lang/data/
.DS_Store
279 changes: 279 additions & 0 deletions Using_guess_lang.ipynb
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@@ -0,0 +1,279 @@
{
"metadata": {
"name": "",
"signature": "sha256:4c467298348c6ff6bcbe571ee98f7c99f30feb8c4bd3e3d7d4f67a4b00a8a79e"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import guess_lang"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 80
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!python guess_lang"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Extra Trees Random Forest\r\n",
"01 : Clojure \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"02 : Clojure \t Correct!\r\n",
"03 : Ruby \t Incorrect: Clojure\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"04 : Clojure \t Correct!\r\n",
"05 : Java \t Incorrect: Python\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"06 : Python \t Correct!\r\n",
"07 : Ruby \t Incorrect: Python\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"08 : Python \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"09 : Javascript \t Correct!\r\n",
"10 : Javascript \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 : Javascript \t Correct!\r\n",
"12 : Javascript \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"13 : Ruby \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 : Ruby \t Correct!\r\n",
"15 : Ruby \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"16 : Haskell \t Correct!\r\n",
"17 : Haskell \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"18 : Haskell \t Correct!\r\n",
"19 : Scheme \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"20 : Scheme \t Correct!\r\n",
"21 : Scheme \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"22 : Java \t Correct!\r\n",
"23 : Java \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"24 : Scala \t Correct!\r\n",
"25 : Scala \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"26 : Tcl \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"27 : Tcl \t Correct!\r\n",
"28 : Php \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"29 : Php \t Correct!\r\n",
"30 : Php \t Correct!\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"31 : Ocaml \t Correct!\r\n",
"32 : Ocaml \t Correct!\r\n",
"Score: 0.90625\r\n"
]
}
],
"prompt_number": 81
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!python guess_lang other_tests/multi_table.java"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Extra Trees Random Forest\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 : Java\r\n"
]
}
],
"prompt_number": 85
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!python guess_lang other_tests/scanner.py"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Extra Trees Random Forest\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 : Python\r\n"
]
}
],
"prompt_number": 86
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!python guess_lang other_tests/methods.rb"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Extra Trees Random Forest\r\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 : Ruby\r\n"
]
}
],
"prompt_number": 87
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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