{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Example: get an existing data set on which to train the model"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## The Potsdam Scene Viewing Corpus\n",
        "...is the data set we used. It can be downloaded from [this OSF directory](https://osf.io/n3byq/). It has the following structure:\n",
        "\n",
        "- Subjects\n",
        "    - first 35: Greyscale, with donut starting positions\n",
        "    - second 35: Greyscale, with 5 possible staring locations\n",
        "    - third 35: Color, with 5 possible staring locations\n",
        "- Each subject saw 90 images plus 30 they saw a second time. There were two sessions of 60 images each.\n",
        "- Images (in that order):\n",
        "    - 15 left biased\n",
        "    - 15 right biased\n",
        "    - 15 bottom biased\n",
        "    - 15 top biased\n",
        "    - 15 center biased\n",
        "    - 15 Patterns\n",
        "    \n",
        "The OSF repo all the relevant files:\n",
        "- data range\n",
        "- fixation locations\n",
        "- images (zip file)\n",
        "\n",
        "Download them to an accessible folder `corpus`."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:23:04.227Z",
          "iopub.execute_input": "2020-04-07T13:23:04.248Z",
          "shell.execute_reply": "2020-04-07T13:23:04.721Z",
          "iopub.status.idle": "2020-04-07T13:23:04.705Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load range file"
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dat_range = np.loadtxt('corpus/imrange_corpus.dat', skiprows=1, delimiter=' ')\n",
        "x_range = dat_range[:, 0]\n",
        "y_range = dat_range[:, 1]\n",
        "d_range = {\n",
        "    \"x\" : x_range,\n",
        "    \"y\" : y_range\n",
        "}\n"
      ],
      "outputs": [],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:32:06.690Z",
          "iopub.execute_input": "2020-04-07T13:32:06.708Z",
          "iopub.status.idle": "2020-04-07T13:32:06.738Z",
          "shell.execute_reply": "2020-04-07T13:32:06.757Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load data file"
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('corpus/PotsdamCorpusFixations.dat', sep=\" \")\n",
        "df.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/plain": [
              "       id  trial  image  nthpres  nth  nUntil    fd  fCroX  fCroY    xpos  \\\n",
              "15622   1      1     65        1    1      13   279  13.41  16.83  13.580   \n",
              "15623   1      1     65        1    2      12  2249  13.41  16.83  17.085   \n",
              "15624   1      1     65        1    3      11  1214  13.41  16.83  17.650   \n",
              "15625   1      1     65        1    4      10   610  13.41  16.83  18.125   \n",
              "15626   1      1     65        1    5       9  1245  13.41  16.83  17.020   \n",
              "\n",
              "         ypos  idx  idy  sacamplitude  CBLikelihood     DGSal  DGDensity  \\\n",
              "15622   9.540   52   45      1.904186      0.000094  0.000113   0.000136   \n",
              "15623  13.155   67   64      2.152963      0.000160  0.000105   0.000145   \n",
              "15624  13.685   69   67      2.425618      0.000153  0.000108   0.000151   \n",
              "15625   5.440   71   24      1.983129      0.000066  0.000028   0.000028   \n",
              "15626   9.635   66   46      1.365586      0.000102  0.000100   0.000122   \n",
              "\n",
              "       EmpLikelihoodAll  \n",
              "15622          0.000176  \n",
              "15623          0.000363  \n",
              "15624          0.000315  \n",
              "15625          0.000062  \n",
              "15626          0.000248  "
            ],
            "text/html": [
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              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>trial</th>\n",
              "      <th>image</th>\n",
              "      <th>nthpres</th>\n",
              "      <th>nth</th>\n",
              "      <th>nUntil</th>\n",
              "      <th>fd</th>\n",
              "      <th>fCroX</th>\n",
              "      <th>fCroY</th>\n",
              "      <th>xpos</th>\n",
              "      <th>ypos</th>\n",
              "      <th>idx</th>\n",
              "      <th>idy</th>\n",
              "      <th>sacamplitude</th>\n",
              "      <th>CBLikelihood</th>\n",
              "      <th>DGSal</th>\n",
              "      <th>DGDensity</th>\n",
              "      <th>EmpLikelihoodAll</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>15622</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>279</td>\n",
              "      <td>13.41</td>\n",
              "      <td>16.83</td>\n",
              "      <td>13.580</td>\n",
              "      <td>9.540</td>\n",
              "      <td>52</td>\n",
              "      <td>45</td>\n",
              "      <td>1.904186</td>\n",
              "      <td>0.000094</td>\n",
              "      <td>0.000113</td>\n",
              "      <td>0.000136</td>\n",
              "      <td>0.000176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15623</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>2249</td>\n",
              "      <td>13.41</td>\n",
              "      <td>16.83</td>\n",
              "      <td>17.085</td>\n",
              "      <td>13.155</td>\n",
              "      <td>67</td>\n",
              "      <td>64</td>\n",
              "      <td>2.152963</td>\n",
              "      <td>0.000160</td>\n",
              "      <td>0.000105</td>\n",
              "      <td>0.000145</td>\n",
              "      <td>0.000363</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15624</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "      <td>1214</td>\n",
              "      <td>13.41</td>\n",
              "      <td>16.83</td>\n",
              "      <td>17.650</td>\n",
              "      <td>13.685</td>\n",
              "      <td>69</td>\n",
              "      <td>67</td>\n",
              "      <td>2.425618</td>\n",
              "      <td>0.000153</td>\n",
              "      <td>0.000108</td>\n",
              "      <td>0.000151</td>\n",
              "      <td>0.000315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15625</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>610</td>\n",
              "      <td>13.41</td>\n",
              "      <td>16.83</td>\n",
              "      <td>18.125</td>\n",
              "      <td>5.440</td>\n",
              "      <td>71</td>\n",
              "      <td>24</td>\n",
              "      <td>1.983129</td>\n",
              "      <td>0.000066</td>\n",
              "      <td>0.000028</td>\n",
              "      <td>0.000028</td>\n",
              "      <td>0.000062</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15626</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>1245</td>\n",
              "      <td>13.41</td>\n",
              "      <td>16.83</td>\n",
              "      <td>17.020</td>\n",
              "      <td>9.635</td>\n",
              "      <td>66</td>\n",
              "      <td>46</td>\n",
              "      <td>1.365586</td>\n",
              "      <td>0.000102</td>\n",
              "      <td>0.000100</td>\n",
              "      <td>0.000122</td>\n",
              "      <td>0.000248</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:30:32.794Z",
          "iopub.execute_input": "2020-04-07T13:30:32.814Z",
          "iopub.status.idle": "2020-04-07T13:30:33.331Z",
          "shell.execute_reply": "2020-04-07T13:30:33.481Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "subset the data, get an example density map and visualize it"
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from scenewalk.scenewalk_model_object import scenewalk as scenewalk_model\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "image = 1\n",
        "df5 = df.loc[(df['image'] == image)]\n",
        "img_x = np.asarray(df5.xpos)\n",
        "img_y = np.asarray(df5.ypos)\n",
        "\n",
        "sw = scenewalk_model(\"subtractive\", \"zero\", \"off\", \"off\", \"off\", d_range)\n",
        "img_x_t, img_y_t, fix_dens = sw.empirical_fixation_density(img_x, img_y)\n",
        "\n",
        "plt.scatter(img_x_t, img_y_t, s=1, color='white')\n",
        "plt.imshow(np.float64(fix_dens), origin='lower')\n",
        "plt.show()\n",
        "\n"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": [
              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\n"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 20,
      "metadata": {
        "collapsed": false,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2020-04-07T13:35:42.245Z",
          "iopub.execute_input": "2020-04-07T13:35:42.263Z",
          "iopub.status.idle": "2020-04-07T13:35:48.113Z",
          "shell.execute_reply": "2020-04-07T13:35:48.390Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from PIL import Image\n",
        "impath = \"./corpus/PotsdamCorpusImages/0\"+str(image)+\".jpg\"\n",
        "jpgfile = Image.open(impath)"
      ],
      "outputs": [],
      "execution_count": 21,
      "metadata": {
        "collapsed": false,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2020-04-07T13:35:48.141Z",
          "iopub.execute_input": "2020-04-07T13:35:48.158Z",
          "iopub.status.idle": "2020-04-07T13:35:48.186Z",
          "shell.execute_reply": "2020-04-07T13:35:48.400Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(1, 3, figsize=(15,10))\n",
        "ax.ravel()\n",
        "ax[0].scatter(img_x_t, img_y_t, s=1, color='white')\n",
        "ax[0].imshow(np.float64(fix_dens), origin='lower')\n",
        "ax[1].imshow(np.float64(fix_dens), origin='lower')\n",
        "ax[2].imshow(jpgfile, extent=[128, 0, 128,0])"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 22,
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x121dc2d60>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x720 with 3 Axes>"
            ],
            "image/png": [
              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\n"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "execution_count": 22,
      "metadata": {
        "collapsed": false,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2020-04-07T13:35:48.213Z",
          "iopub.execute_input": "2020-04-07T13:35:48.231Z",
          "iopub.status.idle": "2020-04-07T13:35:48.794Z",
          "shell.execute_reply": "2020-04-07T13:35:48.930Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Make density List\n",
        "This will take a while..."
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# loop over all images\n",
        "image_list = df[\"image\"].unique()\n",
        "# in the right order, so we can reference them by index\n",
        "image_list.sort()\n",
        "# model with right range is used to compute the density\n",
        "sw = scenewalk_model(\"subtractive\", \"zero\", \"off\", \"off\", \"off\", d_range)\n",
        "\n",
        "density_list = []\n",
        "for image in image_list:\n",
        "    print(\"working on image number \", image)\n",
        "    temp_df = df.loc[(df['image'] == image)]\n",
        "    img_x = np.asarray(temp_df.xpos)\n",
        "    img_y = np.asarray(temp_df.ypos)\n",
        "    img_x_t, img_y_t, fix_dens = sw.empirical_fixation_density(img_x, img_y)\n",
        "    density_list.append(fix_dens)\n",
        "    temp_df = None"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "working on image number  1\n",
            "working on image number  2\n",
            "working on image number  3\n",
            "working on image number  4\n",
            "working on image number  5\n",
            "working on image number  6\n",
            "working on image number  7\n",
            "working on image number  8\n",
            "working on image number  9\n",
            "working on image number  10\n",
            "working on image number  11\n",
            "working on image number  12\n",
            "working on image number  13\n",
            "working on image number  14\n",
            "working on image number  15\n",
            "working on image number  16\n",
            "working on image number  17\n",
            "working on image number  18\n",
            "working on image number  19\n",
            "working on image number  20\n",
            "working on image number  21\n",
            "working on image number  22\n",
            "working on image number  23\n",
            "working on image number  24\n",
            "working on image number  25\n",
            "working on image number  26\n",
            "working on image number  27\n",
            "working on image number  28\n",
            "working on image number  29\n",
            "working on image number  30\n",
            "working on image number  31\n",
            "working on image number  32\n",
            "working on image number  33\n",
            "working on image number  34\n",
            "working on image number  35\n",
            "working on image number  36\n",
            "working on image number  37\n",
            "working on image number  38\n",
            "working on image number  39\n",
            "working on image number  40\n",
            "working on image number  41\n",
            "working on image number  42\n",
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            "working on image number  45\n",
            "working on image number  46\n",
            "working on image number  47\n",
            "working on image number  48\n",
            "working on image number  49\n",
            "working on image number  50\n",
            "working on image number  51\n",
            "working on image number  52\n",
            "working on image number  53\n",
            "working on image number  54\n",
            "working on image number  55\n",
            "working on image number  56\n",
            "working on image number  57\n",
            "working on image number  58\n",
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            "working on image number  60\n",
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            "working on image number  62\n",
            "working on image number  63\n",
            "working on image number  64\n",
            "working on image number  65\n",
            "working on image number  66\n",
            "working on image number  67\n",
            "working on image number  68\n",
            "working on image number  69\n",
            "working on image number  70\n",
            "working on image number  71\n",
            "working on image number  72\n",
            "working on image number  73\n",
            "working on image number  74\n",
            "working on image number  75\n",
            "working on image number  76\n",
            "working on image number  77\n",
            "working on image number  78\n",
            "working on image number  79\n",
            "working on image number  80\n",
            "working on image number  81\n",
            "working on image number  82\n",
            "working on image number  83\n",
            "working on image number  84\n",
            "working on image number  85\n",
            "working on image number  86\n",
            "working on image number  87\n",
            "working on image number  88\n",
            "working on image number  89\n",
            "working on image number  90\n"
          ]
        }
      ],
      "execution_count": 29,
      "metadata": {
        "collapsed": false,
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "execution": {
          "iopub.status.busy": "2020-04-07T13:41:25.404Z",
          "iopub.execute_input": "2020-04-07T13:41:25.423Z",
          "iopub.status.idle": "2020-04-07T13:47:04.458Z",
          "shell.execute_reply": "2020-04-07T13:47:04.496Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Make datasets\n",
        "We can subset the df frame to get training and test sets or to use only part of the data set for computation speed and pass it to the following \"create_npys\" function."
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def create_npys(df):\n",
        "    data_list_x = []\n",
        "    data_list_y = []\n",
        "    data_list_dur = []\n",
        "    data_list_im = []\n",
        "    subj_ids = np.unique(df['id']).astype('int')\n",
        "    for sub in subj_ids:\n",
        "        tr_list_x = []\n",
        "        tr_list_y = []\n",
        "        tr_list_dur = []\n",
        "        tr_list_im = []\n",
        "        sub_df = df[df['id']==sub]\n",
        "        tr_ids = np.unique(sub_df['trial']).astype('int')\n",
        "        for tr in tr_ids:\n",
        "            tr_df = sub_df[sub_df['trial']==tr]\n",
        "            print(\"Working on trial number\", tr, \"of\", im_n, \"for subject\", sub)\n",
        "\n",
        "            x_pos = np.asarray(tr_df['xpos'])\n",
        "            y_pos = np.asarray(tr_df['ypos'])\n",
        "            dur = np.asarray(tr_df['fd'].astype('int'))\n",
        "            im = np.asarray(tr_df['image'].astype('int'))\n",
        "\n",
        "            # durations in seconds\n",
        "            dur = dur/1000\n",
        "\n",
        "            tr_list_x.append(x_pos)\n",
        "            tr_list_y.append(y_pos)\n",
        "            tr_list_dur.append(dur)\n",
        "            tr_list_im.append(im)\n",
        "\n",
        "        data_list_x.append(np.asarray(tr_list_x))\n",
        "        data_list_y.append(np.asarray(tr_list_y))\n",
        "        data_list_dur.append(np.asarray(tr_list_dur))\n",
        "        data_list_im.append(np.asarray(tr_list_im))\n",
        "    return data_list_x, data_list_y, data_list_dur, data_list_im"
      ],
      "outputs": [],
      "execution_count": 31,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:48:16.447Z",
          "iopub.execute_input": "2020-04-07T13:48:16.452Z",
          "iopub.status.idle": "2020-04-07T13:48:16.459Z",
          "shell.execute_reply": "2020-04-07T13:48:16.470Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This will take a long time... but at the end we should have a list in the required format."
      ],
      "metadata": {
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data_list_x, data_list_y, data_list_dur, data_list_im = create_npys(df)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Working on trial number 1 of 90 for subject 1\n",
            "Working on trial number 2 of 90 for subject 1\n",
            "Working on trial number 3 of 90 for subject 1\n",
            "Working on trial number 4 of 90 for subject 1\n",
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          ]
        }
      ],
      "execution_count": 32,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:48:31.166Z",
          "iopub.execute_input": "2020-04-07T13:48:31.170Z",
          "iopub.status.idle": "2020-04-07T13:48:53.492Z",
          "shell.execute_reply": "2020-04-07T13:48:53.798Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "sanity check 1: are the lists all the same length"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "assert(len(data_list_x) == len(data_list_y))\n",
        "assert(len(data_list_x) == len(data_list_dur))\n",
        "assert(len(data_list_x) == len(data_list_im))\n",
        "\n",
        "assert(len(data_list_x[3]) == len(data_list_y[3]))\n",
        "assert(len(data_list_x[3]) == len(data_list_dur[3]))\n",
        "assert(len(data_list_x[3]) == len(data_list_im[3]))\n",
        "print(\"Looks Good\")"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looks Good\n"
          ]
        }
      ],
      "execution_count": 33,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:48:53.516Z",
          "iopub.execute_input": "2020-04-07T13:48:53.533Z",
          "iopub.status.idle": "2020-04-07T13:48:53.565Z",
          "shell.execute_reply": "2020-04-07T13:48:53.807Z"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "sanity check 2: are they the right data type"
      ],
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from itertools import chain\n",
        "flatx = list(chain.from_iterable(chain.from_iterable(data_list_x)))\n",
        "flaty = list(chain.from_iterable(chain.from_iterable(data_list_y)))\n",
        "flatdur = list(chain.from_iterable(chain.from_iterable(data_list_dur)))\n",
        "flatim = list(chain.from_iterable(chain.from_iterable(data_list_im)))\n",
        "assert all(isinstance(x, np.float64) for x in flatx)\n",
        "assert all(isinstance(x, np.float64) for x in flaty)\n",
        "assert all(isinstance(x, np.float64) for x in flatdur)\n",
        "assert all(isinstance(x, np.int64) for x in flatim)\n",
        "print(\"Looks good\")"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looks good\n"
          ]
        }
      ],
      "execution_count": 34,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:48:53.602Z",
          "iopub.execute_input": "2020-04-07T13:48:53.619Z",
          "iopub.status.idle": "2020-04-07T13:48:53.648Z",
          "shell.execute_reply": "2020-04-07T13:48:53.816Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "np.save(\"./npy/corpus_x.npy\", data_list_x)\n",
        "np.save(\"./npy/corpus_y.npy\", data_list_y)\n",
        "np.save(\"./npy/corpus_dur.npy\", data_list_dur)\n",
        "np.save(\"./npy/corpus_im.npy\", data_list_im)\n",
        "np.save(\"./npy/corpus_densities.npy\", densities_list)\n",
        "np.save(\"./npy/corpus_range.npy\", [x_range, y_range])"
      ],
      "outputs": [],
      "execution_count": 21,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Shorter Sets\n",
        "... can be made by  subsetting the df dataframe. For example to only use trials on color images (here) or to make test and training sets. "
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# Only the last 35 subjects\n",
        "df_color_only = df[(df['id']>np.max(df['id'])-35) & (df['nthpres']<2)]\n",
        "df_color_only.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": [
              "        id  trial  image  nthpres  nth  nUntil   fd  fCroX  fCroY    xpos  \\\n",
              "119510  71      1     84        1    1      15  761  26.52  13.26  26.625   \n",
              "119511  71      1     84        1    2      14  290  26.52  13.26  22.930   \n",
              "119512  71      1     84        1    3      13  264  26.52  13.26  18.985   \n",
              "119513  71      1     84        1    4      12  397  26.52  13.26  18.785   \n",
              "119514  71      1     84        1    5      11  356  26.52  13.26  20.990   \n",
              "\n",
              "          ypos  idx  idy  sacamplitude  CBLikelihood     DGSal  DGDensity  \\\n",
              "119510  13.255  106   64      4.617957      0.000087  0.000054   0.000062   \n",
              "119511  15.470   91   76      3.765013      0.000093  0.000076   0.000113   \n",
              "119512  15.015   74   74      2.266197      0.000132  0.000041   0.000084   \n",
              "119513  17.080   74   84      2.056794      0.000111  0.000033   0.000068   \n",
              "119514  16.325   83   80      3.019209      0.000102  0.000055   0.000092   \n",
              "\n",
              "        EmpLikelihoodAll  \n",
              "119510          0.000041  \n",
              "119511          0.000071  \n",
              "119512          0.000143  \n",
              "119513          0.000123  \n",
              "119514          0.000086  "
            ],
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>trial</th>\n",
              "      <th>image</th>\n",
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              "      <th>sacamplitude</th>\n",
              "      <th>CBLikelihood</th>\n",
              "      <th>DGSal</th>\n",
              "      <th>DGDensity</th>\n",
              "      <th>EmpLikelihoodAll</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>119510</th>\n",
              "      <td>71</td>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>15</td>\n",
              "      <td>761</td>\n",
              "      <td>26.52</td>\n",
              "      <td>13.26</td>\n",
              "      <td>26.625</td>\n",
              "      <td>13.255</td>\n",
              "      <td>106</td>\n",
              "      <td>64</td>\n",
              "      <td>4.617957</td>\n",
              "      <td>0.000087</td>\n",
              "      <td>0.000054</td>\n",
              "      <td>0.000062</td>\n",
              "      <td>0.000041</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119511</th>\n",
              "      <td>71</td>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>14</td>\n",
              "      <td>290</td>\n",
              "      <td>26.52</td>\n",
              "      <td>13.26</td>\n",
              "      <td>22.930</td>\n",
              "      <td>15.470</td>\n",
              "      <td>91</td>\n",
              "      <td>76</td>\n",
              "      <td>3.765013</td>\n",
              "      <td>0.000093</td>\n",
              "      <td>0.000076</td>\n",
              "      <td>0.000113</td>\n",
              "      <td>0.000071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119512</th>\n",
              "      <td>71</td>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>13</td>\n",
              "      <td>264</td>\n",
              "      <td>26.52</td>\n",
              "      <td>13.26</td>\n",
              "      <td>18.985</td>\n",
              "      <td>15.015</td>\n",
              "      <td>74</td>\n",
              "      <td>74</td>\n",
              "      <td>2.266197</td>\n",
              "      <td>0.000132</td>\n",
              "      <td>0.000041</td>\n",
              "      <td>0.000084</td>\n",
              "      <td>0.000143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119513</th>\n",
              "      <td>71</td>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>397</td>\n",
              "      <td>26.52</td>\n",
              "      <td>13.26</td>\n",
              "      <td>18.785</td>\n",
              "      <td>17.080</td>\n",
              "      <td>74</td>\n",
              "      <td>84</td>\n",
              "      <td>2.056794</td>\n",
              "      <td>0.000111</td>\n",
              "      <td>0.000033</td>\n",
              "      <td>0.000068</td>\n",
              "      <td>0.000123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119514</th>\n",
              "      <td>71</td>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>11</td>\n",
              "      <td>356</td>\n",
              "      <td>26.52</td>\n",
              "      <td>13.26</td>\n",
              "      <td>20.990</td>\n",
              "      <td>16.325</td>\n",
              "      <td>83</td>\n",
              "      <td>80</td>\n",
              "      <td>3.019209</td>\n",
              "      <td>0.000102</td>\n",
              "      <td>0.000055</td>\n",
              "      <td>0.000092</td>\n",
              "      <td>0.000086</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 30,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false,
        "execution": {
          "iopub.status.busy": "2020-04-07T13:48:07.243Z",
          "iopub.execute_input": "2020-04-07T13:48:07.247Z",
          "iopub.status.idle": "2020-04-07T13:48:07.257Z",
          "shell.execute_reply": "2020-04-07T13:48:07.261Z"
        }
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data_short_x, data_short_y, data_short_dur, data_short_im = create_npys(df_color_only)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Working on trial number 1 of 90 for subject 71\n",
            "Working on trial number 2 of 90 for subject 71\n",
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            "Working on trial number 22 of 90 for subject 71\n",
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            "Working on trial number 1 of 90 for subject 72\n",
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