Converted.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "(eval-and-compile\n",
    " (import sys)\n",
    " (sys.path.append \"/home/riktor/.hy\"))\n",
    "(eval-and-compile\n",
    " (require (utils (*)))\n",
    " (import-sci))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "(setf df (pd.read-csv \"2016-FCC-New-Coders-Survey-Data.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15620, 113)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 15620 entries, 0 to 15619\n",
      "Columns: 113 entries, Age to StudentDebtOwe\n",
      "dtypes: float64(85), object(28)\n",
      "memory usage: 13.5+ MB\n"
     ]
    }
   ],
   "source": [
    "(df.info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                Age  AttendedBootcamp  BootcampFinish  BootcampFullJobAfter  \\\n",
       "count  13613.000000      15380.000000      933.000000            635.000000   \n",
       "mean      29.175421          0.061964        0.689175              0.584252   \n",
       "std        9.017716          0.241097        0.463080              0.493239   \n",
       "min       10.000000          0.000000        0.000000              0.000000   \n",
       "25%       23.000000          0.000000        0.000000              0.000000   \n",
       "50%       27.000000          0.000000        1.000000              1.000000   \n",
       "75%       33.000000          0.000000        1.000000              1.000000   \n",
       "max       86.000000          1.000000        1.000000              1.000000   \n",
       "\n",
       "       BootcampLoanYesNo  BootcampMonthsAgo  BootcampPostSalary  \\\n",
       "count         934.000000         631.000000          330.000000   \n",
       "mean            0.332976           9.055468        63740.506061   \n",
       "std             0.471531          12.968035        26347.200265   \n",
       "min             0.000000           0.000000         6000.000000   \n",
       "25%             0.000000           3.000000        50000.000000   \n",
       "50%             0.000000           6.000000        60000.000000   \n",
       "75%             1.000000          12.000000        77000.000000   \n",
       "max             1.000000         220.000000       200000.000000   \n",
       "\n",
       "       BootcampRecommend  ChildrenNumber  CodeEventBootcamp       ...        \\\n",
       "count         937.000000     2554.000000               42.0       ...         \n",
       "mean            0.785486        1.896241                1.0       ...         \n",
       "std             0.410704        1.115975                0.0       ...         \n",
       "min             0.000000        0.000000                1.0       ...         \n",
       "25%             1.000000        1.000000                1.0       ...         \n",
       "50%             1.000000        2.000000                1.0       ...         \n",
       "75%             1.000000        2.000000                1.0       ...         \n",
       "max             1.000000       18.000000                1.0       ...         \n",
       "\n",
       "       ResourceReddit  ResourceSkillCrush  ResourceSoloLearn  \\\n",
       "count            29.0                36.0               30.0   \n",
       "mean              1.0                 1.0                1.0   \n",
       "std               0.0                 0.0                0.0   \n",
       "min               1.0                 1.0                1.0   \n",
       "25%               1.0                 1.0                1.0   \n",
       "50%               1.0                 1.0                1.0   \n",
       "75%               1.0                 1.0                1.0   \n",
       "max               1.0                 1.0                1.0   \n",
       "\n",
       "       ResourceStackOverflow  ResourceTreehouse  ResourceUdacity  \\\n",
       "count                  191.0              422.0           3306.0   \n",
       "mean                     1.0                1.0              1.0   \n",
       "std                      0.0                0.0              0.0   \n",
       "min                      1.0                1.0              1.0   \n",
       "25%                      1.0                1.0              1.0   \n",
       "50%                      1.0                1.0              1.0   \n",
       "75%                      1.0                1.0              1.0   \n",
       "max                      1.0                1.0              1.0   \n",
       "\n",
       "       ResourceUdemy  ResourceW3Schools  ResourceYouTube  StudentDebtOwe  \n",
       "count         4130.0              121.0            121.0     3514.000000  \n",
       "mean             1.0                1.0              1.0    34556.143711  \n",
       "std              0.0                0.0              0.0    54423.139781  \n",
       "min              1.0                1.0              1.0        0.000000  \n",
       "25%              1.0                1.0              1.0    10000.000000  \n",
       "50%              1.0                1.0              1.0    20000.000000  \n",
       "75%              1.0                1.0              1.0    40000.000000  \n",
       "max              1.0                1.0              1.0  1000000.000000  \n",
       "\n",
       "[8 rows x 85 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.describe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot object at 0x7f4ebf744080>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sns.countplot 'Gender :data df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmp0s1dw9w3.png\n"
     ]
    }
   ],
   "source": [
    "(vis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BEAAAwDIEQAAAAMsUOACuX79elSpVyrfcz89P69evL9SiAAAAUHQKHADvuOMO+fj45Fte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\nYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "(setf dataset (np.random.randn 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmppw7gm67g.png\n"
     ]
    }
   ],
   "source": [
    "(rvis ()  (plt.hist dataset)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iCuDxqKysjNtuuy1WrlwZra2tnW63adOmmDFjRrz22msxYMCAmDt3bjzzzDMxcuTIeP/9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\nEiMAAQASIwABABLz/wEJAd/LPKsxbwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot object at 0x7f8f00fd9860>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sns.countplot 'HasChildren :data df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmptjaiyhfx.png\n"
     ]
    }
   ],
   "source": [
    "(vis)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAgUAXkH8GqMHTtWTqdTR44c0UsvvaTOnTt79sXGxqqiosITf5KUnZ2t+vp6xcTEeObs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\nAAIAABiGAAQAADDM/wEo7bncmZ3o5wAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot object at 0x7f8f00fd9860>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sns.countplot 'EmploymentStatus :data df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpmd0y32np.png\n"
     ]
    }
   ],
   "source": [
    "(vis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MTIyqq6tVWlpa7xyPx6OYmBhJUkxMzGGrh3W3v6tNVFSUWrVqpaqqqiPWFhYWpvDwcOd2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\nV6q4AwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpu3h6s5qt.png\n"
     ]
    }
   ],
   "source": [
    "(rvis '(18 4) (sns.countplot :y 'EmploymentStatus :data df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpeg1kw34h.png\n"
     ]
    }
   ],
   "source": [
    "(rvis '(10 4) (sns.countplot 'Age :data df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jRozQk08+qe3bt0uShg8friNHjigiIkIpKSnq16+funTpoj59+igrK0tpaWl6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\nBALBn4D/AwTmyo+9O9xUAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmph9go81l0.png\n"
     ]
    }
   ],
   "source": [
    "(rvis () (sns.kdeplot (.dropna (get df 'Age)  :how 'all))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kLr4KcFVahnWRf9MmKsw/o8Pf7DEdx20VF57Tzs8SJUl9xrGKDgAA4Gko6E7i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\nIpKB/weSd2trOQ3+fwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpq7eor4db.png\n"
     ]
    }
   ],
   "source": [
    "(setf dataset (np.random.randn 30))\n",
    "(rvis () (plt.hist dataset :alpha 0.5) (sns.rugplot dataset))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpg59zuazx.png\n"
     ]
    }
   ],
   "source": [
    "(rvis () (sns.kdeplot dataset)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ahhMBAHD1KOgAABSQVv1C5V81UElnzuqLN942HafI2rV2vX7YsFGubnZ1mTBWrm5upiMB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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmpujmc6s3m.png\n"
     ]
    }
   ],
   "source": [
    "(rvis ()\n",
    "      (iter\n",
    "        (_for bw in (np.arange 0.5 2 0.5))\n",
    "        (sns.kdeplot dataset :bw bw :label bw)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VL+/K5dSviv28FdwH2LxJl9JNU9xFRERKqKABV1b73bXyP+Tl5pqc5mo7v/oWgGa9ulPO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\n/wPR9Yf4DQb5GgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmps5r8hzjf.png\n"
     ]
    }
   ],
   "source": [
    "(rvis () (sns.boxplot (get df 'Income)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+++xT3KZc/Vszlt3N3nvvHVu3bo21a9eWLL/hhhti5cqVMXv27LjuuutKbk9V\n69Y544wzYvny5fHWW2/Fz3/+89h3332L68zpz0bv3r3j/PPPj3vvvbfJOnO67Rpf3+V03dGasbBr\nqWzvAZCv/fbbLyorK2P58uUly5cvXx4DBw5sp1Hlq6KiIv7lX/4lXnjhhXj99deLy//93/89FixY\nEEuWLInjjjsuxo8fH0ceeWSMHj06IiL233//ZmtcWFdum7333jv23HPP6Nmz525/rmbOnBmXX355\nvP3223HAAQfEuHHjYsaMGXHMMcfE/vvvH5s2bYoPP/yw5DnLly/fZg0L68pt05Hq3NhXvvKV2Gef\nfeL+++8vLjOnPxuF2jR3zA3r1vBiLyJiy5YtsXr16pJtampqmvRRWLd27doW69+wj22NZXfStWvX\nGD9+fDz88MNRW1tbXP6zn/0sZs+eHatXr46TTz45br755jjggAPiO9/5TkSodWs8+eST8cgjj0RN\nTU0cfvjh8cMf/jCmTJkSw4YNi61bt5rTn5GxY8dGbW1tPPLIIyXLzem2a+76LqfrjtaMhV2LgA47\nyB133BHHHHNMnHrqqSXL77777uLXr732WixdujSeffbZOOyww+L3v//9zh7mLuvJJ58sfj1v3ryY\nOXNmLFiwIMaMGRN1dXXtOLLd2xVXXBFTpkyJpUuXFpeZ0+xOKisr41e/+lVUVFTENddcU7Lu1ltv\nLX49b9682Lx5c0yYMCG+973vxebNm3f2UHdJv/zlL4tfv/baazF37tz4/e9/H2eccUY8++yz7Tiy\n3ds3v/nNeOihh2LTpk0ly83ptmvp+g4+K25xp0UrV66M+vr66NOnT8nyPn36xLJly9ppVHm67bbb\n4oILLogzzzwzFi9eXHbbmTNnRkQUP8102bJlzda4sK7cNh9++GFs3LixQ56rDz/8MN55550YMGBA\nLFu2LLp27Vq8Ba2g4fGrc9v169cvRo4cGffcc0/Z7czpHaNwXOWOedmyZU0+mbdz586x77777pC5\n3nD9tsayOyiE8/79+8fZZ59d8u55c2bOnBl77LFHHHLIIRGh1tujpqYm/vCHP5R8vzCnd6xTTz01\nBg4cuM3v3RHm9La0dH2X03VHa8bCrkVAp0Uff/xxzJo1K0aMGFFcVlFRESNGjIiXXnqpHUeWl9tu\nuy0uvvjiOOuss+L999/f5vbHH398RETxHcmXXnopjj322Pj85z9f3Obss8+ODz/8MN54443iNg3P\nQ2Gbwnm6PluEAAAIO0lEQVToiOeqe/fucfjhh8fSpUtj1qxZsXnz5pLjP+KII6J///7F41fntvuL\nv/iLWLFiRTz++ONltzOnd4yamppYunRpyTFXVVXF0KFDS+Zxz549Y/DgwcVtzjrrrOjUqVPxByUv\nvfRSnH766VFZ+ceb5M4+++x46623ir9fva36t2Ysu7pCOK+uro6RI0c2+eyQ5hx//PGxZcuW4i3Z\nat12Bx54YPTq1avk+4U5vWNdccUV8eqrr8bcuXO3ua053bJy13c5XXe0Zizsetr9k+q0fNuYMWNS\nXV1d+sY3vpEGDhyY7rzzzrR69eqST6TsyO2OO+5Ia9asSaeffnrJnyzZc889U0Skww47LN14441p\n8ODBqX///unCCy9M7777bnruueeKfRT+DMeTTz6ZjjvuuHTOOeek5cuXN/tnOMaPH5+OPPLIdM01\n1zT7Zzh253P14x//OJ1++umpf//+adiwYenpp59OK1asSPvtt1+K+ORPjLz//vvpjDPOSIMHD04v\nvvhievHFF9V5O1tFRUV6//33080331yy3Jz+dK179+5p0KBBadCgQSmllP72b/82DRo0qPjJ4ddf\nf31avXp1uvDCC9MxxxyTJk+e3OyfWZs1a1Y68cQT08knn5zefvvtkj9J1aNHj7R06dL0wAMPpKOO\nOiqNGTMmrV+/vsmfSdq8eXP69re/nY488sg0bty4Zv9M0rbGknMrV+vKysr06KOPpoULF6bjjjuu\n5Pt34dOVv/jFL6Zrr702HXfccenQQw9Nf/Znf5aWL1+e7r//frVuZZ27d++ebrnlljR06NDUv3//\ndNZZZ6VXX301vf3226lLly7m9A6sdWGbqqqqtH79+nT11Vc3eb453fq2reu7iLyuO7Y1Fm2Xa+0+\nAC3z9q1vfSu9//77aePGjenll19OJ510UruPKZfWkrFjx6aISAcddFB67rnn0sqVK1NdXV165513\n0vjx40v+ZnREpH79+qXHH388bdiwIa1YsSL9+Mc/Tp07dy7ZZvjw4Wn27Nlp48aN6d133y3uo6Oc\nq4cffjgtXrw4bdy4MS1atCg9/PDD6bDDDiuu79q1a7r99tvTqlWr0vr169OkSZNSnz591Hk729ln\nn51SSqm6urpkuTn96drw4cOb/Z4xceLE4jY33XRTWrp0aaqrq0u//e1vm5yDnj17poceeiitW7cu\nrV27Nt17772pe/fuJdsce+yxafr06amuri4tWrQoXX/99U3Gcskll6S33norbdy4Mc2bNy+dd955\nTbbZ1lhybuVq3b9//xa/fw8fPjxFRDrhhBPSSy+9lNasWZM++uij9Prrr6cbbrihJFiqdfk677nn\nnunJJ59My5cvT5s2bUo1NTVpwoQJTX7IZk5/+loXtrnyyivThg0bUo8ePZo835xufWtJw/+ncrru\naM1YtF2nVfzfFwAAAEA78jvoAAAAkAEBHQAAADIgoAMAAEAGBHQAAADIgIAOAAAAGRDQAQAAIAMC\nOgAAAGRAQAcAAIAMCOgAkKGJEyfG5MmT23sYAMBOJKADAABABgR0AMjctGnT4qc//WmMHz8+Vq1a\nFUuXLo1x48aVbLP33nvHnXfeGcuWLYu6urqYN29enH/++cX1X/3qV+O1116LjRs3Rk1NTXz7298u\neX5NTU38/d//fTzwwANRW1sb77//flx44YWx3377xaOPPhq1tbXxv//7vzFkyJCS551yyikxffr0\n+Oijj2LhwoXx05/+NPbaa6/PrhgAsJtLmqZpmqbl1SZOnJgmT56cIiJNmzYtrV27Nn3/+99PAwYM\nSH/+53+etmzZkkaOHJkiIlVUVKTf/e53ad68eWnkyJHp0EMPTeeff34aNWpUiog0ePDgVF9fn268\n8cZUXV2dxo4dmzZs2JDGjh1b3F9NTU1auXJluuqqq9KAAQPSHXfckdauXZueeOKJdMkll6Tq6ur0\nyCOPpNdff734nMMOOyzV1tama6+9Ng0YMCANGzYszZo1K913333tXj9N0zRN20Vbuw9A0zRN07RG\nrXFAnz59esn6mTNnpptvvjlFRDr77LNTfX19qq6ubravBx98MD311FMly8aPH59ee+214uOampr0\nr//6r8XHffr0SSmldNNNNxWXDR06NKWUUp8+fVJEpLvvvjvdeeedJf2ecsopqb6+PnXt2rXda6hp\nmqZpu1pzizsA7ALmzp1b8njp0qXRu3fviIg4/vjj44MPPoj58+c3+9wvfOEL8eKLL5Yse/HFF6O6\nujo6dfrjpUDDfSxfvjwiIubNm9dkWWG/gwYNissvvzxqa2uL7amnnorOnTvHoYceur2HCgAdVmV7\nDwAA2LaPP/645HFKqRiu6+rqPpN9NF6WUoqIKO73c5/7XEyYMCF+9rOfNXnewoULd8iYAKAjEdAB\nYBc3d+7cOOigg6K6urrZd9HffPPNOOWUU0qWnXLKKfHOO+/E1q1bt3u/s2fPjqOOOiree++97e4D\nAPgjt7gDwC5u+vTpMX369Jg0aVKMHDkyDjnkkBg1alSce+65ERHxT//0TzFixIi48cYbo7q6Or7x\njW/E3/zN38RPfvKTT7Xf8ePHx8knnxy33XZbDBo0KAYMGBBf/vKX47bbbtsRhwUAHY6ADgC7gdGj\nR8crr7wSDz/8cLzxxhtxyy23ROfOnSMiYs6cOTFmzJj40z/903jttdfiBz/4QXz/+9+PBx544FPt\nc968eTF8+PA44ogjYsaMGTFnzpz4wQ9+EEuWLNkRhwQAHU5FfPJpcQAAAEA78g46AAAAZEBABwAA\ngAwI6AAAAJCB/w9c7EIF9PGDYwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmp8eqnj1hb.png\n"
     ]
    }
   ],
   "source": [
    "(rvis () (sns.violinplot  (get df 'Income)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J7nKp9/RJ9f7sRTk8HgWDQb3//vv62c9+JrfbbXV5AAAAsAgBHdjA2t7n3l2dcjY2WFwN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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmplh9i13y2.png\n"
     ]
    }
   ],
   "source": [
    "(rvis ()\n",
    "      (setf hours-learning (.dropna (get df 'HoursLearning)))\n",
    "      (sns.distplot hours-learning))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q5cqVkqSUlBTl5+frsccekyQtW7ZMmzZtUlJSkjZs2KBp06YpLi5OM2fOlCSd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\nTtlZLQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(export-nb \"Untitled9.ipynb\" \"convert_test.ipynb\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "autoscroll": false,
    "ein.tags": "worksheet-0",
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Calysto Hy",
   "language": "hy",
   "name": "calysto_hy"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "scheme"
   },
   "mimetype": "text/x-hylang",
   "name": "hy",
   "pygments_lexer": "lisp"
  },
  "name": "Untitled9.ipynb"
 },
 "nbformat": 4,
 "nbformat_minor": 2
}