Pairwise distance fun

pairwise.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/carlos/anaconda2/lib/python2.7/site-packages/IPython/html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n",
      "  \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "from IPython.html.widgets import interact, fixed\n",
    "import IPython.html.widgets as widgets\n",
    "import toolz as tz\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# df = pd.read_csv(\"/home/carlos/projects/lincs-embedding/lincs_embedding.csv\", index_col = 0, header = None)\n",
    "np.random.seed(131431)\n",
    "df = pd.DataFrame(np.random.randn(1000,32))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
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       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>1.963781</td>\n",
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       "      <td>0.400917</td>\n",
       "      <td>...</td>\n",
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       "      <td>-0.692530</td>\n",
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       "      <td>0.537166</td>\n",
       "      <td>-0.096741</td>\n",
       "      <td>0.832214</td>\n",
       "      <td>-1.095322</td>\n",
       "      <td>-1.042965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.836403</td>\n",
       "      <td>2.081675</td>\n",
       "      <td>-1.896726</td>\n",
       "      <td>1.071520</td>\n",
       "      <td>0.456870</td>\n",
       "      <td>-0.226033</td>\n",
       "      <td>0.461571</td>\n",
       "      <td>-0.128673</td>\n",
       "      <td>0.093092</td>\n",
       "      <td>0.509923</td>\n",
       "      <td>...</td>\n",
       "      <td>0.449752</td>\n",
       "      <td>-0.918536</td>\n",
       "      <td>1.636427</td>\n",
       "      <td>0.903584</td>\n",
       "      <td>1.726886</td>\n",
       "      <td>-0.792480</td>\n",
       "      <td>1.104424</td>\n",
       "      <td>1.270528</td>\n",
       "      <td>-0.085698</td>\n",
       "      <td>0.146971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.179965</td>\n",
       "      <td>-1.968238</td>\n",
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       "      <td>-0.498226</td>\n",
       "      <td>-0.205049</td>\n",
       "      <td>-0.450338</td>\n",
       "      <td>1.254529</td>\n",
       "      <td>-1.864463</td>\n",
       "      <td>-0.988909</td>\n",
       "      <td>-0.552051</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.337108</td>\n",
       "      <td>-0.638076</td>\n",
       "      <td>0.941533</td>\n",
       "      <td>-1.276134</td>\n",
       "      <td>-1.030148</td>\n",
       "      <td>1.225314</td>\n",
       "      <td>0.651565</td>\n",
       "      <td>-1.095376</td>\n",
       "      <td>2.023840</td>\n",
       "      <td>-0.511312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.314145</td>\n",
       "      <td>-1.056942</td>\n",
       "      <td>0.305663</td>\n",
       "      <td>-1.514525</td>\n",
       "      <td>-1.168926</td>\n",
       "      <td>-0.623488</td>\n",
       "      <td>0.903513</td>\n",
       "      <td>1.330029</td>\n",
       "      <td>0.540706</td>\n",
       "      <td>0.524785</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.919433</td>\n",
       "      <td>-1.508688</td>\n",
       "      <td>0.935532</td>\n",
       "      <td>1.014121</td>\n",
       "      <td>1.434140</td>\n",
       "      <td>0.566708</td>\n",
       "      <td>1.221239</td>\n",
       "      <td>0.082007</td>\n",
       "      <td>1.032124</td>\n",
       "      <td>2.096988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.277489</td>\n",
       "      <td>-0.479876</td>\n",
       "      <td>-0.031252</td>\n",
       "      <td>0.743508</td>\n",
       "      <td>-1.577996</td>\n",
       "      <td>-0.109297</td>\n",
       "      <td>0.210114</td>\n",
       "      <td>0.155760</td>\n",
       "      <td>-1.477736</td>\n",
       "      <td>-1.185181</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038184</td>\n",
       "      <td>-0.747342</td>\n",
       "      <td>-2.572206</td>\n",
       "      <td>-1.219642</td>\n",
       "      <td>1.316631</td>\n",
       "      <td>-0.459821</td>\n",
       "      <td>1.793458</td>\n",
       "      <td>-0.948576</td>\n",
       "      <td>0.277991</td>\n",
       "      <td>-1.257851</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>5 rows × 32 columns</p>\n",
       "</div>"
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      "text/plain": [
       "         0         1         2         3         4         5         6   \\\n",
       "0 -0.067749  0.160691 -0.077239  1.963781  0.659359 -0.276811  0.216417   \n",
       "1 -0.836403  2.081675 -1.896726  1.071520  0.456870 -0.226033  0.461571   \n",
       "2 -0.179965 -1.968238  0.106709 -0.498226 -0.205049 -0.450338  1.254529   \n",
       "3  0.314145 -1.056942  0.305663 -1.514525 -1.168926 -0.623488  0.903513   \n",
       "4 -1.277489 -0.479876 -0.031252  0.743508 -1.577996 -0.109297  0.210114   \n",
       "\n",
       "         7         8         9     ...           22        23        24  \\\n",
       "0  0.345248  0.330587  0.400917    ...    -0.186142 -0.692530  2.004757   \n",
       "1 -0.128673  0.093092  0.509923    ...     0.449752 -0.918536  1.636427   \n",
       "2 -1.864463 -0.988909 -0.552051    ...    -1.337108 -0.638076  0.941533   \n",
       "3  1.330029  0.540706  0.524785    ...    -1.919433 -1.508688  0.935532   \n",
       "4  0.155760 -1.477736 -1.185181    ...     0.038184 -0.747342 -2.572206   \n",
       "\n",
       "         25        26        27        28        29        30        31  \n",
       "0  0.434029 -0.397605  0.537166 -0.096741  0.832214 -1.095322 -1.042965  \n",
       "1  0.903584  1.726886 -0.792480  1.104424  1.270528 -0.085698  0.146971  \n",
       "2 -1.276134 -1.030148  1.225314  0.651565 -1.095376  2.023840 -0.511312  \n",
       "3  1.014121  1.434140  0.566708  1.221239  0.082007  1.032124  2.096988  \n",
       "4 -1.219642  1.316631 -0.459821  1.793458 -0.948576  0.277991 -1.257851  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 32)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 32)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1392800"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "43525 * 32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def figsize(w, h):\n",
    "    \"\"\" ----------------------------------\n",
    "        Float -> Float -> SideEffect(Plot)\n",
    "        ----------------------------------\n",
    "        Set width and height of figure.\n",
    "    \"\"\"\n",
    "    plt.figure(figsize = (w, h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3eac0e9c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(20,8)\n",
    "plt.hist(df.values.flatten(), bins = 100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# df.std(axis = 1).sort_values(ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function __main__.f>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3eac0bd710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(x):\n",
    "    plt.plot(np.linspace(0,x,100), range(100))\n",
    "interact(f, x = widgets.FloatSlider(min = 0, max= 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function __main__.show_histogram>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RZySdknTxRNL1Vvr3/Yvdt8F32b5sjfs3ko22Dw/iLbYftf2A7dfXHWa17tLeVZKOnHNX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\nGYobAJKhuAEgmf8F0S17ceitezUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3eac017b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_histogram(n_bins): \n",
    "    df.iloc[0].hist(bins = n_bins)\n",
    "    \n",
    "interact(\n",
    "    show_histogram,\n",
    "    n_bins = widgets.IntSlider(min = 10, max = 100)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def distance(sample_1, sample_2):\n",
    "    return sample_1 * sample_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "subset = df.head(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.spatial.distance import pdist, squareform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "distances = squareform(pdist(subset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3ea514ba90>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8BEfileoFopTSqc7J123Utk0p50IxZKM5odRd8JXOEa9Y5zieirpugwBf23jC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c1+c0zuJkSxStMWEGiO1uQ5rK6tgsu1ST40CGOVR/0W4blLpoB0LQOjETLslwXadKGzU5kSrHWW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1ZQ7t+Bimleil+O2KqP+ey8h8wFP3T/Mf3I55PzVdKpjdMMiQMTGeu8fv85R+MGs3FJQbgd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\nGFZAsbCw2DD+F9fOIYdZ7Z25AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ea53e2190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(distances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function __main__.show_distances>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ore4+neT3knwpq8B6Msl9SZ7o7meW1U4lObBMH0jy8PLYZ5b1L3n+81bV0ao6UVUnns5T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\nEKEFADBEaAEADBFaAABDhBYAwJD/B70JfEd6qgCuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ea510a790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_distances(threshold):\n",
    "    figsize(10,10)\n",
    "    plt.imshow(distances < threshold)\n",
    "\n",
    "interact(show_distances, threshold = widgets.FloatSlider(min= 0, max = 0.4, step = 0.01))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3ea50d6a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize(20,8)\n",
    "plt.hist(distances[0], bins = 100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "in_range = (distances[0] > 0.2) & (distances[0] < 0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{False: 1000}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tz.frequencies(in_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 32 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset.loc[in_range]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
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  "language_info": {
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