{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from las import LASReader\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = 'E-38.las'\n",
    "well = LASReader(f , null_subs=np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  1.23931680e+03,   1.58980000e+00,   3.63258500e+02,\n",
       "          7.25742000e+01,   7.80067000e+01,   7.85480000e+01,\n",
       "          7.70730000e+01,   2.21016200e+02,   4.31449510e+03,\n",
       "         -6.19000000e-02,  -2.45000000e-02,  -2.45000000e-02,\n",
       "          1.85809000e+01,   2.15745300e+02,   1.03339800e+02,\n",
       "          2.48608000e+02,   2.25353300e+02,   2.30556200e+02,\n",
       "          1.86506700e+02,   3.62429000e+01,   2.49800000e-01,\n",
       "          2.49800000e-01,   5.01320000e+00,   9.46510000e+00,\n",
       "          2.75208370e+03,   2.69044560e+03,   7.89752000e+01,\n",
       "          4.90684000e+01,  -6.46562500e+02,   9.28000000e-02,\n",
       "          2.52100000e+03,   2.80000000e+01],\n",
       "       [  1.23946920e+03,   1.58970000e+00,   4.12222300e+02,\n",
       "          8.01479000e+01,   8.53041000e+01,   8.48946000e+01,\n",
       "          8.33492000e+01,   2.20509800e+02,   4.22593990e+03,\n",
       "         -7.05000000e-02,  -2.62000000e-02,  -2.62000000e-02,\n",
       "          2.47680000e+01,   2.14225800e+02,   1.01429100e+02,\n",
       "          2.45409500e+02,   2.24862100e+02,   2.28115000e+02,\n",
       "          2.06310300e+02,   3.62429000e+01,   2.28200000e-01,\n",
       "          2.28200000e-01,   4.90350000e+00,   9.83360000e+00,\n",
       "          2.76640720e+03,   2.69316600e+03,   8.94801000e+01,\n",
       "          4.00643000e+01,  -6.45750000e+02,   8.90000000e-02,\n",
       "          2.51900000e+03,   2.80000000e+01],\n",
       "       [  1.23962160e+03,   1.58970000e+00,   4.19222000e+02,\n",
       "          7.78922000e+01,   8.50577000e+01,   8.00804000e+01,\n",
       "          8.30796000e+01,   2.20965900e+02,   4.33821480e+03,\n",
       "         -6.20000000e-02,  -5.22000000e-02,  -5.22000000e-02,\n",
       "          1.29484000e+01,   2.14127900e+02,   9.97610000e+01,\n",
       "          2.47154100e+02,   2.26417900e+02,   2.31349500e+02,\n",
       "          2.15750000e+02,   3.62429000e+01,   2.22800000e-01,\n",
       "          2.22800000e-01,   4.60250000e+00,   1.00000000e+01,\n",
       "          2.75224120e+03,   2.73610300e+03,   8.05367000e+01,\n",
       "          3.31373000e+01,  -6.43812500e+02,   8.87000000e-02,\n",
       "          2.55600000e+03,   2.80000000e+01]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = well.data2d\n",
    "data[8000:8003]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 20.1168,  20.2692,  20.4216,  20.574 ,  20.7264,  20.8788,\n",
       "        21.0312,  21.1836,  21.336 ,  21.4884])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depth = data[:,0]\n",
    "depth[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEPT (M)         ''                             [1 DEPTH (BOREHOLE) {F10.4}]\n",
      "AMF (OHMM)       ''                             [2 Array Induction Mud Resistivity Fully Calibrated {F13.4}]\n",
      "AT10 (OHMM)      ''                             [3 Array Induction Two Foot Resistivity A10 {F13.4}]\n",
      "AT20 (OHMM)      ''                             [4 Array Induction Two Foot Resistivity A20 {F13.4}]\n",
      "AT30 (OHMM)      ''                             [5 Array Induction Two Foot Resistivity A30 {F13.4}]\n",
      "AT60 (OHMM)      ''                             [6 Array Induction Two Foot Resistivity A60 {F13.4}]\n",
      "AT90 (OHMM)      ''                             [7 Array Induction Two Foot Resistivity A90 {F13.4}]\n",
      "CALI (MM)        ''                             [8 Caliper {F13.4}]\n",
      "CDF (N)          ''                             [9 Calibrated Downhole Force {F13.4}]\n",
      "DPHI (V/V)       ''                             [10 Density Porosity {F13.4}]\n",
      "DPHI_SAN (V/V)   ''                             [11 Density Porosity (matrix Sandstone) {F13.4}]\n",
      "DPHZ (V/V)       ''                             [12 HRDD Standard Resolution Density Porosity {F13.4}]\n",
      "DRHO (K/M3)      ''                             [13 Bulk Density Correction {F13.4}]\n",
      "DT (US/M)        ''                             [14 Delta-T {F13.4}]\n",
      "GR (GAPI)        ''                             [15 Gamma-Ray {F13.4}]\n",
      "HCAL (MM)        ''                             [16 HRCC Cal. Caliper {F13.4}]\n",
      "HDMI (MM)        ''                             [17 Hole Diameter Minimum {F13.4}]\n",
      "HDMX (MM)        ''                             [18 Hole Diameter Maximum {F13.4}]\n",
      "HDRA (K/M3)      ''                             [19 HRDD Density Correction {F13.4}]\n",
      "HTEM (DEGC)      ''                             [20 HTC Temperature {F13.4}]\n",
      "NPOR (V/V)       ''                             [21 Enhanced Thermal Neutron Porosity {F13.4}]\n",
      "NPOR_SAN (V/V)   ''                             [22 Enhanced Thermal Neutron Porosity (matrix Sandstone) {F13.4}]\n",
      "PEF              ''                             [23 Photoelectric Factor {F13.4}]\n",
      "PEFZ             ''                             [24 HRDD Standard Resolution Formation Photoelectric Factor {F13.4}]\n",
      "RHOB (K/M3)      ''                             [25 Bulk Density {F13.4}]\n",
      "RHOZ (K/M3)      ''                             [26 HRDD Standard Resolution Formation Density {F13.4}]\n",
      "RT (OHMM)        ''                             [27 True Resistivity {F13.4}]\n",
      "RXOZ (OHMM)      ''                             [28 MCFL Standard Resolution Invaded Zone Resistivity {F13.4}]\n",
      "SP (MV)          ''                             [29 SP Shifted {F13.4}]\n",
      "SPHI (V/V)       ''                             [30 Sonic Porosity {F13.4}]\n",
      "TENS (LBF)       ''                             [31 Cable Tension {F13.4}]\n",
      "Gas              '0-0-0-0'                      [32]\n"
     ]
    }
   ],
   "source": [
    "well.curves.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20.1168, 1729.8924)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "well.start, well.stop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract the gamma-ray log."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[   20.1168        nan]\n",
      " [   20.2692        nan]\n",
      " [   20.4216        nan]\n",
      " ..., \n",
      " [ 1729.5876        nan]\n",
      " [ 1729.74          nan]\n",
      " [ 1729.8924        nan]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(11220, 2)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr = np.vstack((data[:,0], data[:,14])).T\n",
    "print gr\n",
    "gr.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Discard all the nans."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  304.3428    54.2195]\n",
      " [  304.4952    54.8475]\n",
      " [  304.6476    52.3608]\n",
      " ..., \n",
      " [ 1495.044     45.4073]\n",
      " [ 1495.1964    45.4073]\n",
      " [ 1495.3488    45.4073]]\n"
     ]
    }
   ],
   "source": [
    "gr = gr[~np.isnan(gr[:,1])]\n",
    "print gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GcALDEElrdYi4+tHLlmXWwJblz2S7QgpRtjGatD5IDwW24A4aROuqnEePOcbN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\n7pZst52TZa64wrlPr756Zjz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JpUKZ9hhu7+DByfElSfTokWm5fOst95u4rqfk8ced5ZaF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\nes/iVZIkSZLUe28ASJWsvS8FFmIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dafa350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,2))\n",
    "plt.plot(gr[:,0], gr[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(31, 0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = gr[:,0]\n",
    "g = gr[:,1]\n",
    "binno = 31\n",
    "norm = binno * (g-np.amin(g))/(np.amax(g)-np.amin(g))\n",
    "bins = np.arange(binno)\n",
    "dig = np.digitize(norm, bins, right=True)\n",
    "np.amax(dig), np.amin(dig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bin_curve(c, nbins):\n",
    "    bins = np.linspace(np.amin(g), np.amax(g), nbins)\n",
    "    return np.digitize(c, bins, right=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  20.3574,   51.3574,   82.3574,  113.3574])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(np.amin(g), np.amax(g), 31)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YIN9vq5o7dORI6Wu/zTaF/2b77YErZGTsJ8bfzhOP3QrIFG35oo3bGTNjJOyA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1ujf8pEu/Xr1+t/V1VVoaqqKksf2zZIreRKcenQP+PqL44HAIxuOBvT+0/C2SexqGpCJTz81zhw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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c652810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16,2))\n",
    "plt.plot(d, dig)\n",
    "plt.plot(d, bin_curve(g, 31))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TTM0EmuMdXSUl77GTXmfm5s1mbi4217rB1K6Jup1O3Dod01tLSrnvw3ySAQAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111238e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9))\n",
    "\n",
    "for p in range(9):\n",
    "    p += 1\n",
    "    glcm = np.zeros((binno,binno))\n",
    "\n",
    "    for i,v in enumerate(dig):\n",
    "        try:\n",
    "            glcm[v, dig[i + 4*p]] += 1\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "    glcm /= np.sum(glcm)\n",
    "    plt.subplot(3,3,p)\n",
    "    plt.axis('off')\n",
    "    plt.title(np.mean(glcm))\n",
    "    plt.imshow(np.sqrt(glcm), interpolation='nearest')\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mahotas averages the GLCM across directions. Let's try averaging across scale, then we'll try direction. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mWCjGJLBQjElgoRiTYIxWBY4cYVV9I0KloCinHXT6wyJhi9JiVL+ivopzrVZpPDvq3VU5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10df64150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 4 grey values in GLCM...\n",
      "[[  0.00000000e+00   0.00000000e+00   1.42486677e-05   2.84973355e-05]\n",
      " [  0.00000000e+00   0.00000000e+00   4.27460032e-05   2.84973355e-05]\n",
      " [  0.00000000e+00   2.84973355e-05   8.54920065e-05   1.56735345e-04]\n",
      " [  1.42486677e-05   5.69946710e-05   2.27978684e-04   2.42227352e-04]]\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(3,3))\n",
    "\n",
    "glcm = np.zeros((binno,binno))\n",
    "\n",
    "for p in range(9):\n",
    "    p += 1\n",
    "    for i,v in enumerate(dig):\n",
    "        try:\n",
    "            glcm[v,dig[i + 2*p]] += 1\n",
    "        except:\n",
    "            continue\n",
    "\n",
    "glcm /= np.sum(glcm)\n",
    "            \n",
    "plt.axis('off')\n",
    "plt.title('Step DOWN, Avg scale')\n",
    "plt.imshow(np.sqrt(glcm), interpolation='nearest')\n",
    "    \n",
    "plt.show()\n",
    "\n",
    "print \"First 4 grey values in GLCM...\"\n",
    "print glcm[:4,:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ruRGbJrBzYZ+zzNTMSEz7HMu98vRwxfyDstruZnreI3RPvr3T8tJTJih8et4+EwvuPRxl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\nAaBi/w+rOkGqYI97tQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10df98410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,3))\n",
    "\n",
    "glcm_down = np.zeros((binno,binno))\n",
    "\n",
    "for p in range(9):\n",
    "    p += 1\n",
    "    for i,v in enumerate(dig):\n",
    "        try:\n",
    "            glcm_down[v,dig[i - 2*p]] += 1\n",
    "        except:\n",
    "            continue\n",
    "\n",
    "glcm_down /= np.sum(glcm_down)\n",
    "            \n",
    "plt.subplot(1,2,1)\n",
    "plt.axis('off')\n",
    "plt.title('Step UP')\n",
    "plt.imshow(np.sqrt(glcm_down), interpolation='nearest')\n",
    "plt.subplot(1,2,2)\n",
    "plt.axis('off')\n",
    "plt.title('Difference')\n",
    "plt.imshow(glcm_down.T - glcm, interpolation='nearest')\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maybe not surprising, but the matrix for comparing UP in the log seems to be exactly the same as the transpose of comparing DOWN. I don't know what that strange series of non-zero samples is..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We really want to compute the GLCM for a moving kernel, rather than the whole log. Let's do 100 samples at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def glcm(c, scales):\n",
    "\n",
    "    # Number of non-zero gray-levels.\n",
    "    n = len(np.unique(c)) - 1\n",
    "    \n",
    "    # Empty GLCM.\n",
    "    stat = np.zeros_like(c, dtype=float)\n",
    "    \n",
    "    # Build it up.\n",
    "    for i in np.arange(c.size - 50):\n",
    "        i += 50\n",
    "        glcm = np.zeros((n, n))\n",
    "        for p in range(*scales):\n",
    "            for j, v in enumerate(c[i-49:i+50]):\n",
    "                j += i\n",
    "                try:\n",
    "                    glcm[v, c[j + 4*p]] += 1\n",
    "                except:\n",
    "                    print \".\",\n",
    "                    continue\n",
    "        stat[i] = np.var(glcm)\n",
    "\n",
    "    return stat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(5,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loops, best of 3: 3.08 s per loop\n"
     ]
    }
   ],
   "source": [
    "subdig = dig[2000:5000]\n",
    "\n",
    "%timeit glcm(subdig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ". . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 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485sL8grHkWwttHIuPnToUM7PX7FixbT8jKWKHi7a4LbbVBruiy9Wc7Mf/rDY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\njJAZDGnGCJnBkGaMkBkMaeb/AY15GCA1o6JAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111f5c1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,9))\n",
    "depths = np.arange(2000,4900)\n",
    "plt.plot(subdig[50:-50], depths, 'lightgray')\n",
    "plt.plot(20*stat[50:-50], depths)\n",
    "plt.gca().invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from numba import jit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "subdig = dig[2000:5000]\n",
    "scales = 24\n",
    "\n",
    "stat = np.zeros((subdig.size,scales), dtype=float)\n",
    "\n",
    "for i in np.arange(subdig.size - 100):\n",
    "    \n",
    "    i += 50\n",
    "        \n",
    "    for p in range(scales):\n",
    "        glcm = np.zeros((binno,binno))\n",
    "\n",
    "        for j,v in enumerate(subdig[i-49:i+50]):\n",
    "            j += i # 'correct' j to dig index\n",
    "            try:\n",
    "                glcm[v,subdig[j + 4*p + 1]] += 1\n",
    "            except:\n",
    "                continue\n",
    "                \n",
    "        stat[i,p] = np.var(glcm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tZgaX2ZSt3TTl0u6v5AxHdJDxXpdRRXR33kvmcEsBpYjzrLq8S0PtYgYOSpOE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wMKKeeoFXVSi8waqiF4VZJ5m4rQ0drUWrF001n3VGQ4QnEwLQA2rXlSueQqVwoZuLuVjE4tcYvI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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22c12d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stretch = np.repeat(stat,10,1)\n",
    "plt.figure(figsize=(2,20))\n",
    "plt.imshow(stretch)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now choose the max from each row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kMTt3XsAbb+wAcHnVuqxsFIGAEn6/Cs8/fwNEojiUygCUygCKiqbQ2NgJk8mB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grKMQgEIGpsRDHfdYzWzJk4TyE5gVaseAcMw2LFineGLNfrqcP+NDXpU6lOR+fP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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x44aadd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subg = g[2000:5000]\n",
    "scl = 100\n",
    "maxvar = np.amax(stat,1)\n",
    "minvar = np.amin(stat,1)\n",
    "maxind = np.argmax(stat,1)\n",
    "\n",
    "plt.figure(figsize=(5,25))\n",
    "depths = np.arange(2000,4798)\n",
    "plt.plot(subg[51:-151], depths, 'r')\n",
    "plt.plot(maxind[51:-151], depths, 'lightgray')\n",
    "# plt.plot(stat[51:-151,0]*scl, depths, 'r')\n",
    "# plt.plot(stat[51:-151,23]*scl, depths, 'r')\n",
    "#plt.plot(maxvar[51:-151]*scl, depths, 'g')\n",
    "#plt.plot(minvar[51:-151]*scl, depths, 'g')\n",
    "plt.fill_betweenx(depths, minvar[51:-151]*scl, maxvar[51:-151]*scl, lw=0, alpha=0.3)\n",
    "plt.gca().invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}