diff --git a/ipython/Labs_Student/Lab4_Survey_Questions.ipynb b/ipython/Labs_Student/Lab4_Survey_Questions.ipynb index 109b24e..21c23e3 100644 --- a/ipython/Labs_Student/Lab4_Survey_Questions.ipynb +++ b/ipython/Labs_Student/Lab4_Survey_Questions.ipynb @@ -38,14 +38,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Student put in read data command here:\n", - "data = pd.read_csv(datadir + 'survey_responses_2018.csv', header = 0, sep=',')" + "data = pd.read_csv(datadir + 'survey_responses_2019.csv', header = 0, sep=',')" ] }, { @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -67,12 +67,12 @@ "text/plain": [ "Index(['id', 'cs_python', 'cs_java', 'cs_c', 'cs_perl', 'cs_javascript',\n", " 'cs_r', 'cs_sas', 'profile_1', 'profile_2', 'profile_3', 'profile_4',\n", - " 'profile_5', 'profile_6', 'profile_7', 'fruit', 'len_answer', 'season',\n", - " 'experience_coded', 'experience'],\n", + " 'profile_5', 'profile_6', 'profile_7', 'len_answer', 'experience_coded',\n", + " 'experience'],\n", " dtype='object')" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": { "collapsed": true }, @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -156,19 +156,19 @@ { "data": { "text/plain": [ - "(array([30., 68., 34., 14., 7., 2., 1., 1., 0., 1.]),\n", - " array([ 0. , 298.9, 597.8, 896.7, 1195.6, 1494.5, 1793.4, 2092.3,\n", - " 2391.2, 2690.1, 2989. ]),\n", + "(array([16., 47., 46., 28., 6., 7., 7., 3., 2., 1.]),\n", + " array([ 0. , 190.1, 380.2, 570.3, 760.4, 950.5, 1140.6, 1330.7,\n", + " 1520.8, 1710.9, 1901. ]),\n", " )" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text/plain": [ "
" ] @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -199,18 +199,18 @@ { "data": { "text/plain": [ - "count 158.000000\n", - "mean 589.708861\n", - "std 417.568947\n", + "count 163.000000\n", + "mean 523.478528\n", + "std 348.918087\n", "min 0.000000\n", - "25% 327.500000\n", - "50% 497.500000\n", - "75% 726.500000\n", - "max 2989.000000\n", + "25% 281.000000\n", + "50% 471.000000\n", + "75% 648.000000\n", + "max 1901.000000\n", "Name: len_answer, dtype: float64" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -238,10 +238,10 @@ { "data": { "text/plain": [ - "((152, 20), (158, 20))" + "((155, 18), (163, 18))" ] }, - "execution_count": 19, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -321,26 +321,26 @@ " \n", " \n", " 2-5 years, I'm getting good at what I do!\n", - " 644.852941\n", - " 316.607599\n", - " 34\n", + " 601.965517\n", + " 339.538498\n", + " 29\n", " \n", " \n", " 5+ years, I'm a veteran!\n", - " 607.785714\n", - " 427.640248\n", - " 14\n", + " 733.153846\n", + " 403.083913\n", + " 13\n", " \n", " \n", " < 2 years, I'm fresh!\n", - " 460.941176\n", - " 195.111303\n", - " 34\n", + " 503.395349\n", + " 284.094396\n", + " 43\n", " \n", " \n", " None, I just finished my undergrad!\n", - " 567.128571\n", - " 344.456258\n", + " 449.700000\n", + " 249.228278\n", " 70\n", " \n", " \n", @@ -351,13 +351,13 @@ " len_answer \n", " mean std count\n", "experience \n", - "2-5 years, I'm getting good at what I do! 644.852941 316.607599 34\n", - "5+ years, I'm a veteran! 607.785714 427.640248 14\n", - "< 2 years, I'm fresh! 460.941176 195.111303 34\n", - "None, I just finished my undergrad! 567.128571 344.456258 70" + "2-5 years, I'm getting good at what I do! 601.965517 339.538498 29\n", + "5+ years, I'm a veteran! 733.153846 403.083913 13\n", + "< 2 years, I'm fresh! 503.395349 284.094396 43\n", + "None, I just finished my undergrad! 449.700000 249.228278 70" ] }, - "execution_count": 20, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -416,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -426,28 +426,28 @@ "output_type": "stream", "text": [ "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and 5+ years, I'm a veteran!\n", - "Diff = 37.0 characters\n", - "The t-stat is 0.293 and p-value is 0.77\n", + "Diff = -131.0 characters\n", + "The t-stat is -1.022 and p-value is 0.307\n", "\n", "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and < 2 years, I'm fresh!\n", - "Diff = 184.0 characters\n", - "The t-stat is 2.884 and p-value is 0.004\n", + "Diff = 99.0 characters\n", + "The t-stat is 1.288 and p-value is 0.198\n", "\n", "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and None, I just finished my undergrad!\n", - "Diff = 78.0 characters\n", - "The t-stat is 1.141 and p-value is 0.254\n", + "Diff = 152.0 characters\n", + "The t-stat is 2.184 and p-value is 0.029\n", "\n", "Two tailed T-Test between groups: 5+ years, I'm a veteran! and < 2 years, I'm fresh!\n", - "Diff = 147.0 characters\n", - "The t-stat is 1.233 and p-value is 0.218\n", + "Diff = 230.0 characters\n", + "The t-stat is 1.916 and p-value is 0.055\n", "\n", "Two tailed T-Test between groups: 5+ years, I'm a veteran! and None, I just finished my undergrad!\n", - "Diff = 41.0 characters\n", - "The t-stat is 0.335 and p-value is 0.738\n", + "Diff = 283.0 characters\n", + "The t-stat is 2.45 and p-value is 0.014\n", "\n", "Two tailed T-Test between groups: < 2 years, I'm fresh! and None, I just finished my undergrad!\n", - "Diff = -106.0 characters\n", - "The t-stat is -2.002 and p-value is 0.045\n", + "Diff = 54.0 characters\n", + "The t-stat is 1.021 and p-value is 0.307\n", "\n" ] } @@ -497,7 +497,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -507,28 +507,28 @@ "output_type": "stream", "text": [ "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and 5+ years, I'm a veteran!\n", - "Diff = 76.0 characters\n", - "The t-stat is 0.579 and p-value is 0.562\n", + "Diff = -75.0 characters\n", + "The t-stat is -0.548 and p-value is 0.584\n", "\n", "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and < 2 years, I'm fresh!\n", - "Diff = 235.0 characters\n", - "The t-stat is 3.163 and p-value is 0.002\n", + "Diff = 176.0 characters\n", + "The t-stat is 1.925 and p-value is 0.054\n", "\n", "Two tailed T-Test between groups: 2-5 years, I'm getting good at what I do! and None, I just finished my undergrad!\n", - "Diff = 76.0 characters\n", - "The t-stat is 0.876 and p-value is 0.381\n", + "Diff = 205.0 characters\n", + "The t-stat is 2.357 and p-value is 0.018\n", "\n", "Two tailed T-Test between groups: 5+ years, I'm a veteran! and < 2 years, I'm fresh!\n", - "Diff = 159.0 characters\n", - "The t-stat is 1.328 and p-value is 0.184\n", + "Diff = 251.0 characters\n", + "The t-stat is 2.092 and p-value is 0.036\n", "\n", "Two tailed T-Test between groups: 5+ years, I'm a veteran! and None, I just finished my undergrad!\n", - "Diff = -0.0 characters\n", - "The t-stat is -0.002 and p-value is 0.998\n", + "Diff = 280.0 characters\n", + "The t-stat is 2.4 and p-value is 0.016\n", "\n", "Two tailed T-Test between groups: < 2 years, I'm fresh! and None, I just finished my undergrad!\n", - "Diff = -159.0 characters\n", - "The t-stat is -2.392 and p-value is 0.017\n", + "Diff = 29.0 characters\n", + "The t-stat is 0.522 and p-value is 0.602\n", "\n" ] } @@ -574,9 +574,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [py35]", "language": "python", - "name": "python3" + "name": "Python [py35]" }, "language_info": { "codemirror_mode": { diff --git a/ipython/Labs_Student/Lab4_Survey_Questions_Student.ipynb b/ipython/Labs_Student/Lab4_Survey_Questions_Student.ipynb index 8a3bbf1..b8a3cda 100644 --- a/ipython/Labs_Student/Lab4_Survey_Questions_Student.ipynb +++ b/ipython/Labs_Student/Lab4_Survey_Questions_Student.ipynb @@ -44,7 +44,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now read in the data called survey_responses_2017.csv into a pandas data frame." + "Now read in the data called survey_responses_2019.csv into a pandas data frame." ] }, { @@ -335,9 +335,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python [py35]", "language": "python", - "name": "python3" + "name": "Python [py35]" }, "language_info": { "codemirror_mode": { diff --git a/ipython/data/survey_responses_2019.csv b/ipython/data/survey_responses_2019.csv new file mode 100644 index 0000000..bb1fda2 --- /dev/null +++ b/ipython/data/survey_responses_2019.csv @@ -0,0 +1,164 @@ +id,cs_python,cs_java,cs_c,cs_perl,cs_javascript,cs_r,cs_sas,profile_1,profile_2,profile_3,profile_4,profile_5,profile_6,profile_7,len_answer,experience_coded,experience +1,1,1,1,0,0,1,0,8,9,9,9,9,5,9,774,1,"None, I just finished my undergrad!" +2,1,1,1,0,0,0,0,6,8,6,6,6,3,8,1584,1,"None, I just finished my undergrad!" +3,1,0,0,0,0,1,0,5,2,6,7,5,3,7,501,1,"None, I just finished my undergrad!" +4,1,1,0,0,0,1,0,7,5,7,3,3,1,7,528,2,"< 2 years, I'm fresh!" +5,1,0,0,0,1,1,1,7,5,5,6,5,7,7,715,3,"2-5 years, I'm getting good at what I do!" +6,1,0,0,0,0,0,1,8,3,7,8,1,8,8,656,4,"5+ years, I'm a veteran!" +7,1,1,0,0,0,1,0,6,5,7,6,3,3,5,370,1,"None, I just finished my undergrad!" +8,1,1,0,0,0,0,0,6,5,6,7,5,4,10,1088,1,"None, I just finished my undergrad!" +9,1,0,0,0,0,0,0,5,3,6,7,1,5,6,331,2,"< 2 years, I'm fresh!" +10,1,0,1,0,1,0,0,5,7,7,6,6,1,3,245,1,"None, I just finished my undergrad!" +11,1,0,1,0,0,0,0,2,3,2,5,2,1,7,595,4,"5+ years, I'm a veteran!" +12,0,1,0,0,0,0,0,2,3,8,7,5,1,2,371,2,"< 2 years, I'm fresh!" +13,1,0,0,0,0,1,0,8,5,4,4,2,7,7,507,2,"< 2 years, I'm fresh!" +14,0,0,1,0,0,0,0,7,2,8,6,2,4,8,570,3,"2-5 years, I'm getting good at what I do!" +15,1,1,1,0,1,0,0,4,7,8,7,6,6,7,460,3,"2-5 years, I'm getting good at what I do!" +16,1,0,1,0,0,0,0,8,5,8,6,1,5,8,375,3,"2-5 years, I'm getting good at what I do!" +17,1,0,1,0,0,1,0,6,6,7,5,4,4,7,558,2,"< 2 years, I'm fresh!" +18,1,1,1,0,0,1,0,5,5,6,6,3,4,9,788,2,"< 2 years, I'm fresh!" +19,1,0,0,0,0,1,0,6,7,8,8,6,7,8,1315,3,"2-5 years, I'm getting good at what I do!" +20,0,0,0,0,0,0,1,2,1,1,2,1,5,8,442,2,"< 2 years, I'm fresh!" +21,1,0,1,1,0,1,0,5,3,8,8,2,3,7,585,3,"2-5 years, I'm getting good at what I do!" +22,1,1,0,0,0,1,0,8,2,5,8,0,8,7,235,3,"2-5 years, I'm getting good at what I do!" +23,1,0,0,0,0,0,0,3,1,6,6,1,8,9,282,3,"2-5 years, I'm getting good at what I do!" +24,1,0,0,0,0,1,0,4,3,3,3,1,3,5,1304,4,"5+ years, I'm a veteran!" +25,1,0,1,0,0,1,0,6,2,5,8,1,1,7,224,1,"None, I just finished my undergrad!" +26,1,1,0,0,0,1,0,7,3,6,7,6,3,1,421,1,"None, I just finished my undergrad!" +27,0,0,0,0,0,0,0,7,3,3,3,1,9,9,504,4,"5+ years, I'm a veteran!" +28,1,0,1,0,0,1,1,7,3,5,7,3,5,7,497,2,"< 2 years, I'm fresh!" +29,0,0,1,0,0,1,0,1,3,7,5,1,1,5,0,1,"None, I just finished my undergrad!" +30,1,1,0,0,0,1,1,6,3,3,4,2,1,6,715,2,"< 2 years, I'm fresh!" +31,1,0,1,0,1,1,0,2,5,10,8,5,8,9,370,1,"None, I just finished my undergrad!" +32,1,0,0,0,0,0,0,1,3,5,5,1,2,3,242,1,"None, I just finished my undergrad!" +33,1,0,1,0,0,1,0,7,7,8,8,7,3,9,285,1,"None, I just finished my undergrad!" +34,1,0,0,0,0,1,0,8,6,4,3,4,6,10,292,2,"< 2 years, I'm fresh!" +35,1,0,0,0,0,1,0,7,4,8,7,3,7,6,1262,3,"2-5 years, I'm getting good at what I do!" +36,1,0,1,0,0,1,0,4,8,6,3,5,1,2,122,1,"None, I just finished my undergrad!" +37,1,0,0,0,0,0,0,5,2,5,7,3,8,8,274,1,"None, I just finished my undergrad!" +38,1,0,1,0,0,1,0,3,4,7,4,5,1,4,274,1,"None, I just finished my undergrad!" +39,0,0,0,0,0,1,0,7,1,10,10,1,8,5,889,4,"5+ years, I'm a veteran!" +40,0,0,0,0,0,1,0,6,3,5,7,2,7,8,1091,3,"2-5 years, I'm getting good at what I do!" +41,1,0,0,0,0,0,0,6,5,5,4,6,8,8,220,3,"2-5 years, I'm getting good at what I do!" +42,1,1,0,0,0,0,0,4,5,6,6,7,7,6,37,2,"< 2 years, I'm fresh!" +43,1,1,0,0,0,1,0,5,1,6,6,3,3,1,213,2,"< 2 years, I'm fresh!" +44,1,1,1,0,1,1,0,3,10,3,3,3,6,6,698,3,"2-5 years, I'm getting good at what I do!" +45,1,0,0,0,0,1,0,7,6,5,8,3,1,8,548,1,"None, I just finished my undergrad!" +46,1,0,1,0,0,0,0,5,4,3,7,7,3,2,448,2,"< 2 years, I'm fresh!" +47,1,1,1,0,1,1,1,2,4,6,6,2,1,4,280,1,"None, I just finished my undergrad!" +48,1,0,0,0,0,1,0,5,2,6,5,4,2,4,398,1,"None, I just finished my undergrad!" +49,1,1,1,0,0,1,0,3,7,7,8,6,3,8,139,1,"None, I just finished my undergrad!" +50,1,0,0,0,0,1,1,7,2,7,7,3,5,5,191,1,"None, I just finished my undergrad!" +51,1,1,0,0,0,1,0,3,3,7,5,3,5,5,471,1,"None, I just finished my undergrad!" +52,1,0,0,0,0,0,0,5,3,3,3,1,5,8,478,2,"< 2 years, I'm fresh!" +53,1,0,1,0,0,1,1,3,5,7,8,6,6,7,533,1,"None, I just finished my undergrad!" +54,1,0,0,0,0,1,0,5,5,7,7,7,1,4,603,1,"None, I just finished my undergrad!" +55,1,0,0,0,0,1,0,5,5,8,6,1,8,8,468,1,"None, I just finished my undergrad!" +56,1,1,0,0,0,0,0,1,5,6,6,1,5,8,404,3,"2-5 years, I'm getting good at what I do!" +57,1,0,0,0,0,1,0,5,3,8,8,3,8,9,459,2,"< 2 years, I'm fresh!" +58,1,0,0,0,0,0,0,2,2,7,5,1,5,10,447,1,"None, I just finished my undergrad!" +59,0,0,0,0,0,1,0,7,1,8,8,1,6,6,640,1,"None, I just finished my undergrad!" +60,1,1,0,0,1,1,0,7,5,8,8,4,2,7,341,1,"None, I just finished my undergrad!" +61,1,0,1,0,0,1,1,6,5,5,7,7,4,4,430,1,"None, I just finished my undergrad!" +62,1,0,0,0,0,1,0,6,3,5,9,3,8,8,672,2,"< 2 years, I'm fresh!" +63,1,1,1,0,0,1,0,1,6,6,3,1,3,6,176,3,"2-5 years, I'm getting good at what I do!" +64,1,0,0,0,0,1,0,6,7,10,10,4,8,9,370,3,"2-5 years, I'm getting good at what I do!" +65,1,1,0,0,0,1,1,4,5,7,8,3,3,5,535,1,"None, I just finished my undergrad!" +66,1,0,1,0,0,1,0,8,6,8,8,8,3,3,196,2,"< 2 years, I'm fresh!" +67,1,1,0,0,0,1,0,5,4,6,8,1,3,6,288,2,"< 2 years, I'm fresh!" +68,1,0,0,0,0,0,0,2,3,6,3,1,5,7,0,2,"< 2 years, I'm fresh!" +69,1,1,1,0,0,0,0,1,7,5,6,1,1,5,332,2,"< 2 years, I'm fresh!" +70,1,0,0,0,0,1,1,7,6,6,8,6,3,4,892,1,"None, I just finished my undergrad!" +71,1,0,0,0,0,0,0,1,3,9,8,1,1,5,975,3,"2-5 years, I'm getting good at what I do!" +72,0,0,0,0,0,1,0,4,3,5,6,2,7,7,714,3,"2-5 years, I'm getting good at what I do!" +73,1,0,0,0,0,1,0,6,5,6,7,7,7,7,671,3,"2-5 years, I'm getting good at what I do!" +74,1,1,0,0,0,0,0,1,4,7,7,1,3,5,544,1,"None, I just finished my undergrad!" +75,1,1,1,0,0,1,0,7,8,6,7,7,1,6,224,1,"None, I just finished my undergrad!" +76,0,0,0,0,0,1,1,2,1,5,7,1,6,8,396,2,"< 2 years, I'm fresh!" +77,1,0,0,0,0,0,0,4,7,1,2,2,7,6,1426,3,"2-5 years, I'm getting good at what I do!" +78,1,1,0,0,0,1,0,6,5,6,6,5,4,7,666,1,"None, I just finished my undergrad!" +79,0,0,0,0,0,0,0,1,1,6,1,1,4,5,612,3,"2-5 years, I'm getting good at what I do!" +80,1,1,1,0,0,0,0,2,5,4,4,4,6,4,285,1,"None, I just finished my undergrad!" +81,0,1,1,0,0,1,0,3,6,5,4,1,1,7,974,4,"5+ years, I'm a veteran!" +82,1,1,1,0,0,1,0,5,5,8,8,5,1,3,205,1,"None, I just finished my undergrad!" +83,0,0,1,0,0,0,0,1,1,5,5,1,1,1,247,2,"< 2 years, I'm fresh!" +84,1,0,0,0,0,0,0,4,3,6,8,7,8,8,1094,4,"5+ years, I'm a veteran!" +85,1,0,1,0,0,1,0,5,3,7,6,5,3,3,206,1,"None, I just finished my undergrad!" +86,1,0,1,0,0,0,0,6,7,5,5,7,6,6,579,1,"None, I just finished my undergrad!" +87,1,1,1,0,0,1,0,3,6,8,6,7,2,9,343,1,"None, I just finished my undergrad!" +88,1,0,0,0,0,1,0,7,4,8,7,5,7,6,1119,2,"< 2 years, I'm fresh!" +89,1,0,1,0,0,1,0,3,2,5,5,3,1,3,194,1,"None, I just finished my undergrad!" +90,1,1,0,0,0,0,0,1,8,6,6,3,5,3,1227,4,"5+ years, I'm a veteran!" +91,0,0,0,0,0,1,0,5,1,7,5,1,5,7,619,3,"2-5 years, I'm getting good at what I do!" +92,1,1,0,0,0,1,0,2,4,5,6,1,6,6,474,2,"< 2 years, I'm fresh!" +93,0,0,0,0,0,0,0,2,2,5,6,1,8,9,157,3,"2-5 years, I'm getting good at what I do!" +94,1,1,1,0,0,0,0,7,9,8,6,7,2,5,640,3,"2-5 years, I'm getting good at what I do!" +95,1,0,0,0,0,0,0,4,3,4,3,5,4,5,680,2,"< 2 years, I'm fresh!" +96,0,0,0,0,0,0,0,5,1,7,5,1,5,7,223,2,"< 2 years, I'm fresh!" +97,1,1,1,0,1,0,0,2,8,6,5,6,1,6,1232,1,"None, I just finished my undergrad!" +98,1,0,0,0,0,1,0,6,4,6,6,1,4,8,0,3,"2-5 years, I'm getting good at what I do!" +99,1,1,0,0,1,0,0,5,7,9,9,8,3,8,1026,2,"< 2 years, I'm fresh!" +100,1,1,1,0,0,0,0,4,7,7,6,5,4,5,518,1,"None, I just finished my undergrad!" +101,1,0,0,0,0,1,0,5,4,5,4,3,6,6,308,1,"None, I just finished my undergrad!" +102,1,0,1,0,0,0,0,1,5,6,4,3,1,1,606,1,"None, I just finished my undergrad!" +103,1,0,0,0,0,1,0,3,4,7,7,3,3,7,673,1,"None, I just finished my undergrad!" +104,1,0,0,0,0,0,1,7,2,7,7,1,10,9,361,4,"5+ years, I'm a veteran!" +105,1,1,1,0,1,1,0,6,6,6,5,7,4,5,238,1,"None, I just finished my undergrad!" +106,1,0,0,0,0,1,0,5,5,8,8,7,7,7,304,4,"5+ years, I'm a veteran!" +107,1,0,0,0,1,1,0,3,5,6,8,6,6,6,582,1,"None, I just finished my undergrad!" +108,1,0,1,0,0,0,0,9,5,8,7,2,6,7,279,2,"< 2 years, I'm fresh!" +109,1,0,0,0,0,1,0,2,2,5,5,1,3,2,821,1,"None, I just finished my undergrad!" +110,1,0,0,0,0,1,0,1,1,4,6,2,8,7,329,3,"2-5 years, I'm getting good at what I do!" +111,1,1,0,0,0,1,0,6,4,8,7,2,4,5,502,1,"None, I just finished my undergrad!" +112,1,0,0,0,0,1,0,7,4,6,6,6,6,9,433,2,"< 2 years, I'm fresh!" +113,1,0,1,0,0,0,0,8,7,6,5,3,8,8,1147,2,"< 2 years, I'm fresh!" +114,1,0,1,0,0,1,0,4,6,6,5,4,4,8,1432,2,"< 2 years, I'm fresh!" +115,1,0,0,0,0,1,0,5,2,7,8,1,9,9,753,3,"2-5 years, I'm getting good at what I do!" +116,1,0,0,0,1,0,0,4,6,4,3,3,7,7,312,4,"5+ years, I'm a veteran!" +117,1,1,1,0,0,0,0,6,6,5,4,6,4,6,810,2,"< 2 years, I'm fresh!" +118,1,1,1,0,1,1,0,5,8,5,5,5,5,8,161,2,"< 2 years, I'm fresh!" +119,1,0,0,0,0,1,0,5,3,6,7,1,6,4,427,1,"None, I just finished my undergrad!" +120,1,1,0,0,0,1,0,5,3,7,8,2,3,4,88,1,"None, I just finished my undergrad!" +121,1,1,0,0,0,1,0,7,6,7,4,4,7,5,1901,3,"2-5 years, I'm getting good at what I do!" +122,0,0,0,0,0,0,0,2,1,7,7,1,3,8,601,3,"2-5 years, I'm getting good at what I do!" +123,1,1,0,0,0,1,0,7,4,5,5,1,3,8,559,3,"2-5 years, I'm getting good at what I do!" +124,1,1,0,0,0,1,0,8,3,9,8,4,9,10,1193,4,"5+ years, I'm a veteran!" +125,1,1,1,0,0,0,0,5,7,3,3,5,1,1,576,2,"< 2 years, I'm fresh!" +126,0,0,1,0,0,1,0,7,2,10,10,8,1,7,481,1,"None, I just finished my undergrad!" +127,1,1,0,0,0,1,1,3,2,6,6,4,2,3,234,2,"< 2 years, I'm fresh!" +128,1,1,0,0,1,0,1,4,4,5,5,2,4,5,566,1,"None, I just finished my undergrad!" +129,1,1,0,0,0,0,0,7,8,9,6,7,6,8,476,2,"< 2 years, I'm fresh!" +130,1,1,1,0,0,1,1,4,5,8,6,3,8,6,437,1,"None, I just finished my undergrad!" +131,1,1,1,0,0,1,0,6,7,7,6,7,3,4,547,1,"None, I just finished my undergrad!" +132,1,0,1,0,0,1,0,6,7,8,7,8,6,7,471,1,"None, I just finished my undergrad!" +133,0,0,0,0,0,1,0,1,1,10,7,1,1,1,201,1,"None, I just finished my undergrad!" +134,1,0,0,0,0,0,0,5,3,6,5,2,6,5,472,2,"< 2 years, I'm fresh!" +135,0,0,0,0,0,0,0,6,3,5,3,2,7,8,494,1,"None, I just finished my undergrad!" +136,1,0,0,0,1,1,0,2,2,2,3,1,5,5,1390,1,"None, I just finished my undergrad!" +137,1,0,0,0,0,0,0,1,1,3,1,2,1,1,334,1,"None, I just finished my undergrad!" +138,0,0,0,0,0,1,0,4,1,7,7,1,8,9,304,3,"2-5 years, I'm getting good at what I do!" +139,0,0,0,0,0,1,0,3,1,7,9,5,5,7,114,1,"None, I just finished my undergrad!" +140,1,0,0,0,0,0,0,1,3,7,5,2,6,6,1692,3,"2-5 years, I'm getting good at what I do!" +141,1,0,1,0,0,1,1,3,2,3,7,3,2,3,198,1,"None, I just finished my undergrad!" +142,1,0,1,0,0,1,0,4,4,8,7,6,1,4,678,1,"None, I just finished my undergrad!" +143,1,0,0,0,0,1,0,3,5,2,1,4,7,6,449,1,"None, I just finished my undergrad!" +144,1,0,0,0,0,1,0,2,4,6,8,1,3,5,110,2,"< 2 years, I'm fresh!" +145,0,1,0,0,0,1,0,1,5,5,5,2,1,5,497,1,"None, I just finished my undergrad!" +146,1,0,0,0,0,1,1,5,5,9,9,6,7,9,481,2,"< 2 years, I'm fresh!" +147,1,0,0,0,1,0,0,3,5,7,6,6,7,7,706,1,"None, I just finished my undergrad!" +148,1,0,0,0,0,1,1,6,3,6,6,1,5,6,339,3,"2-5 years, I'm getting good at what I do!" +149,1,1,0,0,0,0,0,1,5,5,8,1,10,10,185,1,"None, I just finished my undergrad!" +150,1,0,0,0,0,1,0,6,4,8,8,6,4,5,405,1,"None, I just finished my undergrad!" +151,1,0,1,0,0,1,0,2,3,6,4,2,4,6,485,2,"< 2 years, I'm fresh!" +152,1,0,0,0,0,1,0,1,1,5,6,3,2,5,140,1,"None, I just finished my undergrad!" +153,1,0,0,0,0,1,1,5,2,4,7,1,1,4,0,1,"None, I just finished my undergrad!" +154,1,0,1,0,0,0,1,1,4,5,4,1,1,3,621,1,"None, I just finished my undergrad!" +155,1,1,0,0,0,1,0,7,5,5,7,6,3,8,449,2,"< 2 years, I'm fresh!" +156,1,0,0,0,0,1,0,1,5,9,9,6,6,6,193,2,"< 2 years, I'm fresh!" +157,1,0,0,0,0,1,0,2,6,10,8,3,6,4,225,2,"< 2 years, I'm fresh!" +158,1,1,1,0,0,1,1,5,5,8,8,1,2,5,667,2,"< 2 years, I'm fresh!" +159,1,0,0,0,0,1,0,7,7,9,7,8,1,5,485,1,"None, I just finished my undergrad!" +160,1,0,0,0,0,1,0,5,2,4,5,6,8,9,118,4,"5+ years, I'm a veteran!" +161,1,0,1,0,0,1,0,5,3,6,5,1,1,5,736,2,"< 2 years, I'm fresh!" +162,1,0,0,0,0,0,0,3,2,8,5,1,1,7,206,1,"None, I just finished my undergrad!" +163,1,1,0,0,0,1,0,6,3,6,7,0,0,8,527,1,"None, I just finished my undergrad!" \ No newline at end of file