From b2c6c80c9895f28040f25e78fd726cb3ea41dbad Mon Sep 17 00:00:00 2001
From: sepandhaghighi <sepand.haghighi@yahoo.com>
Date: Sun, 20 Sep 2020 16:40:48 +0430
Subject: [PATCH] doc : notebooks updated for version 2.9

---
 Document/Document.ipynb                     | 842 ++++++++++----------
 Document/Document_Files/cm1.html            |   2 +-
 Document/Document_Files/cm1.obj             |   2 +-
 Document/Document_Files/cm1_colored.html    |   2 +-
 Document/Document_Files/cm1_colored2.html   |   2 +-
 Document/Document_Files/cm1_filtered.html   |   2 +-
 Document/Document_Files/cm1_filtered2.html  |   2 +-
 Document/Document_Files/cm1_no_vectors.obj  |   2 +-
 Document/Document_Files/cm1_normalized.html |   2 +-
 Document/Document_Files/cm1_stat.obj        |   2 +-
 Document/Document_Files/cm1_summary.html    |   2 +-
 Document/Example1.ipynb                     |  18 +-
 Document/Example1_Files/cm1.html            |   2 +-
 Document/Example1_Files/cm2.html            |   2 +-
 Document/Example1_Files/cm3.html            |   2 +-
 Document/Example2.ipynb                     |  12 +-
 Document/Example4.ipynb                     |   6 +-
 Document/Example4_Files/cm.obj              |   2 +-
 Document/Example4_Files/cm_no_vectors.obj   |   2 +-
 Document/Example4_Files/cm_stat.obj         |   2 +-
 Document/Example6.ipynb                     |  94 +--
 Document/Example7.ipynb                     |  16 +-
 Document/Example8.ipynb                     |  12 +-
 Otherfiles/test.html                        |   2 +-
 Otherfiles/test.obj                         |   2 +-
 25 files changed, 515 insertions(+), 521 deletions(-)

diff --git a/Document/Document.ipynb b/Document/Document.ipynb
index a2c3b2b0..12cfa8c6 100644
--- a/Document/Document.ipynb
+++ b/Document/Document.ipynb
@@ -18,7 +18,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Version : 2.8\n",
+    "### Version : 2.9\n",
     "-----"
    ]
   },
@@ -273,7 +273,7 @@
    "metadata": {},
    "source": [
     "### Source code\n",
-    "- Download [Version 2.8](https://github.com/sepandhaghighi/pycm/archive/v2.8.zip) or [Latest Source ](https://github.com/sepandhaghighi/pycm/archive/dev.zip)\n",
+    "- Download [Version 2.9](https://github.com/sepandhaghighi/pycm/archive/v2.9.zip) or [Latest Source ](https://github.com/sepandhaghighi/pycm/archive/dev.zip)\n",
     "- Run `pip install -r requirements.txt` or `pip3 install -r requirements.txt` (Need root access)\n",
     "- Run `python3 setup.py install` or `python setup.py install` (Need root access)"
    ]
@@ -286,7 +286,7 @@
     "\n",
     "\n",
     "- Check [Python Packaging User Guide](https://packaging.python.org/installing/)     \n",
-    "- Run `pip install pycm==2.8` or `pip3 install pycm==2.8` (Need root access)"
+    "- Run `pip install pycm==2.9` or `pip3 install pycm==2.9` (Need root access)"
    ]
   },
   {
@@ -1178,7 +1178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1236,7 +1236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1357,7 +1357,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1368,7 +1368,7 @@
        "       [0, 2, 3]])"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1379,7 +1379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1390,7 +1390,7 @@
        "       [0. , 0.4, 0.6]])"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1401,7 +1401,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1411,7 +1411,7 @@
        "       [0. , 1. ]])"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1504,7 +1504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -1696,7 +1696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1705,7 +1705,7 @@
        "False"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1716,7 +1716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1725,7 +1725,7 @@
        "False"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1736,7 +1736,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -1758,7 +1758,7 @@
        " 'Zero-one Loss']"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1815,7 +1815,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1825,7 +1825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1834,7 +1834,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1856,7 +1856,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -1866,7 +1866,7 @@
        " 'cm3': {'class': 6.05, 'overall': 1.98333}}"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1877,7 +1877,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1886,7 +1886,7 @@
        "['cm2', 'cm3']"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1897,7 +1897,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -1906,7 +1906,7 @@
        "pycm.ConfusionMatrix(classes: [0, 1, 2])"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1917,7 +1917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1926,7 +1926,7 @@
        "'cm2'"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1937,7 +1937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1946,7 +1946,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -2049,7 +2049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -2058,7 +2058,7 @@
        "{'L1': 3, 'L2': 1, 'L3': 3}"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2084,7 +2084,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -2093,7 +2093,7 @@
        "{'L1': 7, 'L2': 8, 'L3': 4}"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2119,7 +2119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -2128,7 +2128,7 @@
        "{'L1': 0, 'L2': 2, 'L3': 3}"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2154,7 +2154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -2163,7 +2163,7 @@
        "{'L1': 2, 'L2': 1, 'L3': 2}"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2196,7 +2196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -2205,7 +2205,7 @@
        "{'L1': 5, 'L2': 2, 'L3': 5}"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2237,7 +2237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -2246,7 +2246,7 @@
        "{'L1': 7, 'L2': 10, 'L3': 7}"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2278,7 +2278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -2287,7 +2287,7 @@
        "{'L1': 3, 'L2': 3, 'L3': 6}"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2319,7 +2319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [
     {
@@ -2328,7 +2328,7 @@
        "{'L1': 9, 'L2': 9, 'L3': 6}"
       ]
      },
-     "execution_count": 50,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2360,7 +2360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -2369,7 +2369,7 @@
        "{'L1': 12, 'L2': 12, 'L3': 12}"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2417,7 +2417,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -2426,7 +2426,7 @@
        "{'L1': 0.6, 'L2': 0.5, 'L3': 0.6}"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2460,7 +2460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -2469,7 +2469,7 @@
        "{'L1': 1.0, 'L2': 0.8, 'L3': 0.5714285714285714}"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 56,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2504,7 +2504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -2513,7 +2513,7 @@
        "{'L1': 1.0, 'L2': 0.3333333333333333, 'L3': 0.5}"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2548,7 +2548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -2557,7 +2557,7 @@
        "{'L1': 0.7777777777777778, 'L2': 0.8888888888888888, 'L3': 0.6666666666666666}"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2591,7 +2591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -2600,7 +2600,7 @@
        "{'L1': 0.4, 'L2': 0.5, 'L3': 0.4}"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2636,7 +2636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -2645,7 +2645,7 @@
        "{'L1': 0.0, 'L2': 0.19999999999999996, 'L3': 0.4285714285714286}"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2679,7 +2679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -2688,7 +2688,7 @@
        "{'L1': 0.0, 'L2': 0.6666666666666667, 'L3': 0.5}"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2722,7 +2722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
@@ -2733,7 +2733,7 @@
        " 'L3': 0.33333333333333337}"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2767,7 +2767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -2776,7 +2776,7 @@
        "{'L1': 0.8333333333333334, 'L2': 0.75, 'L3': 0.5833333333333334}"
       ]
      },
-     "execution_count": 60,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2808,7 +2808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -2817,7 +2817,7 @@
        "{'L1': 0.16666666666666663, 'L2': 0.25, 'L3': 0.41666666666666663}"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2861,7 +2861,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
@@ -2870,7 +2870,7 @@
        "{'L1': 0.75, 'L2': 0.4, 'L3': 0.5454545454545454}"
       ]
      },
-     "execution_count": 62,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2881,7 +2881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -2890,7 +2890,7 @@
        "{'L1': 0.8823529411764706, 'L2': 0.35714285714285715, 'L3': 0.5172413793103449}"
       ]
      },
-     "execution_count": 63,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2901,7 +2901,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -2910,7 +2910,7 @@
        "{'L1': 0.6521739130434783, 'L2': 0.45454545454545453, 'L3': 0.5769230769230769}"
       ]
      },
-     "execution_count": 64,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2921,7 +2921,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
@@ -2930,7 +2930,7 @@
        "{'L1': 0.6144578313253012, 'L2': 0.4857142857142857, 'L3': 0.5930232558139535}"
       ]
      },
-     "execution_count": 65,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3003,7 +3003,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -3012,7 +3012,7 @@
        "{'L1': 0.6831300510639732, 'L2': 0.25819888974716115, 'L3': 0.1690308509457033}"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3046,7 +3046,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -3057,7 +3057,7 @@
        " 'L3': 0.17142857142857126}"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3089,7 +3089,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
@@ -3098,7 +3098,7 @@
        "{'L1': 0.7777777777777777, 'L2': 0.2222222222222221, 'L3': 0.16666666666666652}"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3134,7 +3134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -3143,7 +3143,7 @@
        "{'L1': 'None', 'L2': 2.5000000000000004, 'L3': 1.4}"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3188,7 +3188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
@@ -3197,7 +3197,7 @@
        "{'L1': 0.4, 'L2': 0.625, 'L3': 0.7000000000000001}"
       ]
      },
-     "execution_count": 70,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3240,7 +3240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
@@ -3249,7 +3249,7 @@
        "{'L1': 'None', 'L2': 4.000000000000001, 'L3': 1.9999999999999998}"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3283,7 +3283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 75,
    "metadata": {},
    "outputs": [
     {
@@ -3292,7 +3292,7 @@
        "{'L1': 0.4166666666666667, 'L2': 0.16666666666666666, 'L3': 0.4166666666666667}"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3326,7 +3326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
@@ -3335,7 +3335,7 @@
        "{'L1': 0.7745966692414834, 'L2': 0.408248290463863, 'L3': 0.5477225575051661}"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 76,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3367,7 +3367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -3378,7 +3378,7 @@
        " 'L3': 0.20833333333333334}"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3419,7 +3419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -3430,7 +3430,7 @@
        " 'L3': 0.21006944444444442}"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3473,7 +3473,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -3482,7 +3482,7 @@
        "{'L1': 0.6, 'L2': 0.25, 'L3': 0.375}"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3524,7 +3524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
@@ -3533,7 +3533,7 @@
        "{'L1': 1.2630344058337937, 'L2': 0.9999999999999998, 'L3': 0.26303440583379367}"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3590,7 +3590,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -3599,7 +3599,7 @@
        "{'L1': 0.25, 'L2': 0.49657842846620864, 'L3': 0.6044162769630221}"
       ]
      },
-     "execution_count": 78,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3663,7 +3663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -3672,7 +3672,7 @@
        "{'L1': 0.2643856189774724, 'L2': 0.5, 'L3': 0.6875}"
       ]
      },
-     "execution_count": 79,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3716,7 +3716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
@@ -3725,7 +3725,7 @@
        "{'L1': 0.8, 'L2': 0.65, 'L3': 0.5857142857142856}"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3767,7 +3767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -3776,7 +3776,7 @@
        "{'L1': 0.4, 'L2': 0.5385164807134504, 'L3': 0.5862367008195198}"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3817,7 +3817,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -3826,7 +3826,7 @@
        "{'L1': 0.717157287525381, 'L2': 0.6192113447068046, 'L3': 0.5854680534700882}"
       ]
      },
-     "execution_count": 82,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3884,7 +3884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -3893,7 +3893,7 @@
        "{'L1': 'None', 'L2': 0.33193306999649924, 'L3': 0.1659665349982495}"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3943,7 +3943,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -3954,7 +3954,7 @@
        " 'L3': 0.17142857142857126}"
       ]
      },
-     "execution_count": 84,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4018,7 +4018,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -4027,7 +4027,7 @@
        "{'L1': 'None', 'L2': 'Poor', 'L3': 'Poor'}"
       ]
      },
-     "execution_count": 85,
+     "execution_count": 88,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4091,7 +4091,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
@@ -4100,7 +4100,7 @@
        "{'L1': 'Poor', 'L2': 'Negligible', 'L3': 'Negligible'}"
       ]
      },
-     "execution_count": 86,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4164,7 +4164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [
     {
@@ -4173,7 +4173,7 @@
        "{'L1': 'None', 'L2': 'Poor', 'L3': 'Poor'}"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4240,7 +4240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
@@ -4249,7 +4249,7 @@
        "{'L1': 'Very Good', 'L2': 'Fair', 'L3': 'Poor'}"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 91,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4318,7 +4318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
@@ -4327,7 +4327,7 @@
        "{'L1': 'Moderate', 'L2': 'Negligible', 'L3': 'Negligible'}"
       ]
      },
-     "execution_count": 89,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4400,7 +4400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [
     {
@@ -4409,7 +4409,7 @@
        "{'L1': 'None', 'L2': 'Moderate', 'L3': 'Weak'}"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4454,7 +4454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [
     {
@@ -4465,7 +4465,7 @@
        " 'L3': 0.17142857142857126}"
       ]
      },
-     "execution_count": 91,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4506,7 +4506,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [
     {
@@ -4515,7 +4515,7 @@
        "{'L1': 2.4, 'L2': 2.0, 'L3': 1.2}"
       ]
      },
-     "execution_count": 92,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4556,7 +4556,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
@@ -4565,7 +4565,7 @@
        "{'L1': -2, 'L2': 1, 'L3': 1}"
       ]
      },
-     "execution_count": 93,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4608,7 +4608,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -4619,7 +4619,7 @@
        " 'L3': 0.041666666666666664}"
       ]
      },
-     "execution_count": 94,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4663,7 +4663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -4672,7 +4672,7 @@
        "{'L1': 0.5833333333333334, 'L2': 0.5192307692307692, 'L3': 0.5589430894308943}"
       ]
      },
-     "execution_count": 95,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4714,7 +4714,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -4723,7 +4723,7 @@
        "{'L1': 0.36, 'L2': 0.27999999999999997, 'L3': 0.35265306122448975}"
       ]
      },
-     "execution_count": 96,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4734,7 +4734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
@@ -4743,7 +4743,7 @@
        "{'L1': 0.48, 'L2': 0.34, 'L3': 0.3477551020408163}"
       ]
      },
-     "execution_count": 97,
+     "execution_count": 100,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4754,7 +4754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
@@ -4763,7 +4763,7 @@
        "{'L1': 0.576, 'L2': 0.388, 'L3': 0.34383673469387754}"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 101,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4832,7 +4832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -4841,7 +4841,7 @@
        "{'L1': 0.7745966692414834, 'L2': 0.6324555320336759, 'L3': 0.5855400437691198}"
       ]
      },
-     "execution_count": 99,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4893,7 +4893,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
@@ -4902,7 +4902,7 @@
        "{'L1': 'None', 'L2': 0.6, 'L3': 0.3333333333333333}"
       ]
      },
-     "execution_count": 100,
+     "execution_count": 103,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4957,7 +4957,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -4966,7 +4966,7 @@
        "{'L1': 0.8576400016262, 'L2': 0.708612108382005, 'L3': 0.5803410802752335}"
       ]
      },
-     "execution_count": 101,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5021,7 +5021,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [
     {
@@ -5030,7 +5030,7 @@
        "{'L1': 0.7285871475307653, 'L2': 0.6286946134619315, 'L3': 0.610088876086563}"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 105,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5073,7 +5073,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -5082,7 +5082,7 @@
        "{'L1': 1.0, 'L2': 0.5, 'L3': 0.6}"
       ]
      },
-     "execution_count": 103,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5125,7 +5125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [
     {
@@ -5134,7 +5134,7 @@
        "{'L1': 0.7745966692414834, 'L2': 0.4082482904638631, 'L3': 0.5477225575051661}"
       ]
      },
-     "execution_count": 104,
+     "execution_count": 107,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5177,7 +5177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
@@ -5186,7 +5186,7 @@
        "{'L1': 0.42857142857142855, 'L2': 0.1111111111111111, 'L3': 0.1875}"
       ]
      },
-     "execution_count": 105,
+     "execution_count": 108,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5257,7 +5257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -5266,7 +5266,7 @@
        "{'L1': 0.8, 'L2': 0.41666666666666663, 'L3': 0.55}"
       ]
      },
-     "execution_count": 106,
+     "execution_count": 109,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5314,7 +5314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
@@ -5325,7 +5325,7 @@
        " 'L3': 0.10000000000000009}"
       ]
      },
-     "execution_count": 107,
+     "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5445,7 +5445,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -5456,7 +5456,7 @@
        " 'L3': [0.21908902300206645, (0.17058551491594975, 1.0294144850840503)]}"
       ]
      },
-     "execution_count": 108,
+     "execution_count": 111,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5467,7 +5467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -5478,7 +5478,7 @@
        " 'L3': [0.21908902300206645, (-0.2769850810763853, 1.0769850810763852)]}"
       ]
      },
-     "execution_count": 109,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5489,7 +5489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
@@ -5500,7 +5500,7 @@
        " 'L3': [0.14231876063832774, (0.19325746190524654, 0.6804926643446272)]}"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 113,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5511,7 +5511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -5520,7 +5520,7 @@
        "[0.14231876063832777, (0.2805568916340536, 0.8343177950165198)]"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5531,7 +5531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [
     {
@@ -5540,7 +5540,7 @@
        "[0.14231876063832777, (0.30438856248221097, 0.8622781041844558)]"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5641,7 +5641,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 116,
    "metadata": {},
    "outputs": [
     {
@@ -5650,7 +5650,7 @@
        "{'L1': 0.25, 'L2': 0.0735, 'L3': 0.23525}"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5714,16 +5714,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.611111111111111"
+       "0.6111111111111112"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5734,7 +5734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [
     {
@@ -5743,7 +5743,7 @@
        "0.5651515151515151"
       ]
      },
-     "execution_count": 115,
+     "execution_count": 118,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5754,7 +5754,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [
     {
@@ -5763,7 +5763,7 @@
        "3.0000000000000004"
       ]
      },
-     "execution_count": 116,
+     "execution_count": 119,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5830,16 +5830,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.6805555555555555"
+       "0.6805555555555557"
       ]
      },
-     "execution_count": 117,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5850,16 +5850,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.6064393939393938"
+       "0.606439393939394"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 121,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5870,7 +5870,7 @@
   },
   {
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@@ -5890,7 +5890,7 @@
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@@ -5984,7 +5984,7 @@
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@@ -5993,7 +5993,7 @@
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@@ -6036,7 +6036,7 @@
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@@ -6086,7 +6086,7 @@
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@@ -6095,7 +6095,7 @@
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@@ -6157,7 +6157,7 @@
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@@ -6166,7 +6166,7 @@
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@@ -6177,14 +6177,14 @@
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+   "execution_count": 128,
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-      "C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\lib\\site-packages\\pycm-2.8-py3.5.egg\\pycm\\pycm_obj.py:742: RuntimeWarning: The weight format is wrong, the result is for unweighted kappa.\n"
+      "C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\lib\\site-packages\\pycm-2.9-py3.5.egg\\pycm\\pycm_obj.py:752: RuntimeWarning: The weight format is wrong, the result is for unweighted kappa.\n"
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@@ -6380,7 +6380,7 @@
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@@ -6527,7 +6527,7 @@
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@@ -6826,7 +6826,7 @@
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@@ -6899,7 +6899,7 @@
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@@ -6954,7 +6954,7 @@
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@@ -6963,7 +6963,7 @@
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@@ -7304,7 +7304,7 @@
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@@ -7356,7 +7356,7 @@
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@@ -7365,7 +7365,7 @@
        "0.42857142857142855"
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@@ -7408,7 +7408,7 @@
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@@ -7417,7 +7417,7 @@
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@@ -7489,7 +7489,7 @@
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@@ -7498,7 +7498,7 @@
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@@ -7558,7 +7558,7 @@
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@@ -7567,7 +7567,7 @@
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@@ -7635,7 +7635,7 @@
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@@ -7644,7 +7644,7 @@
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@@ -7708,7 +7708,7 @@
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@@ -7717,7 +7717,7 @@
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@@ -7789,7 +7789,7 @@
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@@ -7798,7 +7798,7 @@
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@@ -7867,7 +7867,7 @@
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     {
@@ -7876,7 +7876,7 @@
        "'Weak'"
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      "metadata": {},
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@@ -7926,7 +7926,7 @@
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@@ -7935,7 +7935,7 @@
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@@ -7976,7 +7976,7 @@
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@@ -7985,7 +7985,7 @@
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@@ -8026,7 +8026,7 @@
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@@ -8076,7 +8076,7 @@
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@@ -8126,7 +8126,7 @@
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@@ -8135,7 +8135,7 @@
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@@ -8176,7 +8176,7 @@
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@@ -8226,7 +8226,7 @@
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@@ -8235,7 +8235,7 @@
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@@ -8276,7 +8276,7 @@
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@@ -8285,7 +8285,7 @@
        "0.41666666666666663"
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@@ -8326,7 +8326,7 @@
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@@ -8335,7 +8335,7 @@
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@@ -8376,7 +8376,7 @@
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@@ -8385,7 +8385,7 @@
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@@ -8426,7 +8426,7 @@
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@@ -8435,7 +8435,7 @@
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@@ -8476,7 +8476,7 @@
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@@ -8485,7 +8485,7 @@
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@@ -8526,7 +8526,7 @@
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@@ -8535,7 +8535,7 @@
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@@ -8576,7 +8576,7 @@
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@@ -8585,7 +8585,7 @@
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@@ -8626,7 +8626,7 @@
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@@ -8635,7 +8635,7 @@
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@@ -8676,7 +8676,7 @@
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@@ -8685,7 +8685,7 @@
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@@ -8740,7 +8740,7 @@
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@@ -8749,7 +8749,7 @@
        "(1.225, 0.4083333333333334)"
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@@ -8790,7 +8790,7 @@
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@@ -8799,7 +8799,7 @@
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@@ -8840,7 +8840,7 @@
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@@ -8849,7 +8849,7 @@
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@@ -8890,7 +8890,7 @@
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    "cell_type": "code",
-   "execution_count": 231,
+   "execution_count": 234,
    "metadata": {},
    "outputs": [
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@@ -11805,7 +11805,7 @@
        " 'Status': False}"
       ]
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-     "execution_count": 231,
+     "execution_count": 234,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -11867,7 +11867,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 235,
    "metadata": {},
    "outputs": [
     {
@@ -11877,7 +11877,7 @@
        " 'Status': True}"
       ]
      },
-     "execution_count": 232,
+     "execution_count": 235,
      "metadata": {},
      "output_type": "execute_result"
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@@ -11895,7 +11895,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 233,
+   "execution_count": 236,
    "metadata": {},
    "outputs": [
     {
@@ -11905,7 +11905,7 @@
        " 'Status': False}"
       ]
      },
-     "execution_count": 233,
+     "execution_count": 236,
      "metadata": {},
      "output_type": "execute_result"
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@@ -11947,7 +11947,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 237,
    "metadata": {},
    "outputs": [
     {
@@ -11967,7 +11967,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 238,
    "metadata": {
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@@ -11989,7 +11989,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 236,
+   "execution_count": 239,
    "metadata": {},
    "outputs": [
     {
@@ -12009,7 +12009,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 237,
+   "execution_count": 240,
    "metadata": {},
    "outputs": [
     {
@@ -12029,7 +12029,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 238,
+   "execution_count": 241,
    "metadata": {},
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@@ -12049,7 +12049,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 239,
+   "execution_count": 242,
    "metadata": {},
    "outputs": [
     {
@@ -12069,7 +12069,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 240,
+   "execution_count": 243,
    "metadata": {},
    "outputs": [
     {
@@ -12089,7 +12089,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 241,
+   "execution_count": 244,
    "metadata": {},
    "outputs": [
     {
@@ -12109,7 +12109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 242,
+   "execution_count": 245,
    "metadata": {},
    "outputs": [
     {
@@ -12129,7 +12129,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 243,
+   "execution_count": 246,
    "metadata": {},
    "outputs": [
     {
@@ -12149,7 +12149,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 247,
    "metadata": {},
    "outputs": [
     {
@@ -12169,7 +12169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 245,
+   "execution_count": 248,
    "metadata": {},
    "outputs": [
     {
@@ -12189,7 +12189,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 246,
+   "execution_count": 249,
    "metadata": {},
    "outputs": [
     {
@@ -12210,7 +12210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 247,
+   "execution_count": 250,
    "metadata": {},
    "outputs": [
     {
@@ -12230,7 +12230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 251,
    "metadata": {},
    "outputs": [
     {
@@ -12250,7 +12250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 252,
    "metadata": {},
    "outputs": [
     {
@@ -12270,7 +12270,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 253,
    "metadata": {},
    "outputs": [
     {
@@ -12290,7 +12290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": 254,
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@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
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@@ -86,5 +86,5 @@ <h2>Class Statistics : </h2>
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diff --git a/Document/Document_Files/cm1_filtered2.html b/Document/Document_Files/cm1_filtered2.html
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@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
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index acbc3095..bb3c610e 100644
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+{"Overall-Stat": {"Overall RACC": 0.3541666666666667, "SOA4(Cicchetti)": "Poor", "Reference Entropy": 1.4833557549816874, "Cross Entropy": 1.5833333333333335, "Standard Error": 0.14231876063832777, "Gwet AC1": 0.3893129770992367, "Overall ACC": 0.5833333333333334, "TPR Macro": 0.5666666666666668, "SOA3(Altman)": "Fair", "Pearson C": 0.5956833971812706, "Response Entropy": 1.5, "Kappa": 0.35483870967741943, "PPV Micro": 0.5833333333333334, "Lambda A": 0.42857142857142855, "KL Divergence": 0.09997757835164581, "Overall CEN": 0.4638112995385119, "Conditional Entropy": 0.9757921620455572, "95% CI": [0.30438856248221097, 0.8622781041844558], "Chi-Squared DF": 4, "FPR Micro": 0.20833333333333337, "SOA2(Fleiss)": "Poor", "RR": 4.0, "SOA1(Landis & Koch)": "Fair", "CSI": 0.1777777777777778, "Kappa No Prevalence": 0.16666666666666674, "ARI": 0.09206349206349207, "Kappa Unbiased": 0.34426229508196726, "Zero-one Loss": 5, "Overall MCC": 0.36666666666666664, "CBA": 0.4777777777777778, 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0.18926430237560654, "Kappa 95% CI": [-0.07707577422109269, 0.7867531935759315], "Hamming Loss": 0.41666666666666663, "Bangdiwala B": 0.37254901960784315}, "Digit": 5, "Transpose": true, "Matrix": [["L1", [["L1", 3], ["L2", 0], ["L3", 2]]], ["L2", [["L1", 0], ["L2", 1], ["L3", 1]]], ["L3", [["L1", 0], ["L2", 2], ["L3", 3]]]], "Class-Stat": {"TPR": {"L1": 0.6, "L2": 0.5, "L3": 0.6}, "TP": {"L1": 3, "L2": 1, "L3": 3}, "F1": {"L1": 0.75, "L2": 0.4, "L3": 0.5454545454545454}, "PPV": {"L1": 1.0, "L2": 0.3333333333333333, "L3": 0.5}, "FDR": {"L1": 0.0, "L2": 0.6666666666666667, "L3": 0.5}, "MK": {"L1": 0.7777777777777777, "L2": 0.2222222222222221, "L3": 0.16666666666666652}, "RACC": {"L1": 0.10416666666666667, "L2": 0.041666666666666664, "L3": 0.20833333333333334}, "DOR": {"L1": "None", "L2": 4.000000000000001, "L3": 1.9999999999999998}, "MCEN": {"L1": 0.2643856189774724, "L2": 0.5, "L3": 0.6875}, "MCCI": {"L1": "Moderate", "L2": "Negligible", "L3": "Negligible"}, "GM": {"L1": 0.7745966692414834, "L2": 0.6324555320336759, "L3": 0.5855400437691198}, "G": {"L1": 0.7745966692414834, "L2": 0.408248290463863, "L3": 0.5477225575051661}, "FP": {"L1": 0, "L2": 2, "L3": 3}, "FN": {"L1": 2, "L2": 1, "L3": 2}, "AUCI": {"L1": "Very Good", "L2": "Fair", "L3": "Poor"}, "OOC": {"L1": 0.7745966692414834, "L2": 0.4082482904638631, "L3": 0.5477225575051661}, "FPR": {"L1": 0.0, "L2": 0.19999999999999996, "L3": 0.4285714285714286}, "TNR": {"L1": 1.0, "L2": 0.8, "L3": 0.5714285714285714}, "ERR": {"L1": 0.16666666666666663, "L2": 0.25, "L3": 0.41666666666666663}, "FNR": {"L1": 0.4, "L2": 0.5, "L3": 0.4}, "LS": {"L1": 2.4, "L2": 2.0, "L3": 1.2}, "AGF": {"L1": 0.7285871475307653, "L2": 0.6286946134619315, "L3": 0.610088876086563}, "IBA": {"L1": 0.36, "L2": 0.27999999999999997, "L3": 0.35265306122448975}, "PLR": {"L1": "None", "L2": 2.5000000000000004, "L3": 1.4}, "AGM": {"L1": 0.8576400016262, "L2": 0.708612108382005, "L3": 0.5803410802752335}, "N": {"L1": 7, "L2": 10, "L3": 7}, "AUPR": {"L1": 0.8, "L2": 0.41666666666666663, "L3": 0.55}, "ICSI": {"L1": 0.6000000000000001, "L2": -0.16666666666666674, "L3": 0.10000000000000009}, "J": {"L1": 0.6, "L2": 0.25, "L3": 0.375}, "OC": {"L1": 1.0, "L2": 0.5, "L3": 0.6}, "TN": {"L1": 7, "L2": 8, "L3": 4}, "FOR": {"L1": 0.2222222222222222, "L2": 0.11111111111111116, "L3": 0.33333333333333337}, "Y": {"L1": 0.6000000000000001, "L2": 0.30000000000000004, "L3": 0.17142857142857126}, "TOP": {"L1": 3, "L2": 3, "L3": 6}, "OP": {"L1": 0.5833333333333334, "L2": 0.5192307692307692, "L3": 0.5589430894308943}, "AM": {"L1": -2, "L2": 1, "L3": 1}, "RACCU": {"L1": 0.1111111111111111, "L2": 0.04340277777777778, "L3": 0.21006944444444442}, "ACC": {"L1": 0.8333333333333334, "L2": 0.75, "L3": 0.5833333333333334}, "POP": {"L1": 12, "L2": 12, "L3": 12}, "GI": {"L1": 0.6000000000000001, "L2": 0.30000000000000004, "L3": 0.17142857142857126}, "PLRI": {"L1": "None", "L2": "Poor", "L3": "Poor"}, "TON": {"L1": 9, "L2": 9, "L3": 6}, "MCC": {"L1": 0.6831300510639732, "L2": 0.25819888974716115, "L3": 0.1690308509457033}, "NPV": {"L1": 0.7777777777777778, "L2": 0.8888888888888888, "L3": 0.6666666666666666}, "DP": {"L1": "None", "L2": 0.33193306999649924, "L3": 0.1659665349982495}, "BM": {"L1": 0.6000000000000001, "L2": 0.30000000000000004, "L3": 0.17142857142857126}, "NLRI": {"L1": "Poor", "L2": "Negligible", "L3": "Negligible"}, "F2": {"L1": 0.6521739130434783, "L2": 0.45454545454545453, "L3": 0.5769230769230769}, "F0.5": {"L1": 0.8823529411764706, "L2": 0.35714285714285715, "L3": 0.5172413793103449}, "DPI": {"L1": "None", "L2": "Poor", "L3": "Poor"}, "dInd": {"L1": 0.4, "L2": 0.5385164807134504, "L3": 0.5862367008195198}, "CEN": {"L1": 0.25, "L2": 0.49657842846620864, "L3": 0.6044162769630221}, "sInd": {"L1": 0.717157287525381, "L2": 0.6192113447068046, "L3": 0.5854680534700882}, "BCD": {"L1": 0.08333333333333333, "L2": 0.041666666666666664, "L3": 0.041666666666666664}, "IS": {"L1": 1.2630344058337937, "L2": 0.9999999999999998, "L3": 0.26303440583379367}, "QI": {"L1": "None", "L2": "Moderate", "L3": "Weak"}, "NLR": {"L1": 0.4, "L2": 0.625, "L3": 0.7000000000000001}, "AUC": {"L1": 0.8, "L2": 0.65, "L3": 0.5857142857142856}, "PRE": {"L1": 0.4166666666666667, "L2": 0.16666666666666666, "L3": 0.4166666666666667}, "P": {"L1": 5, "L2": 2, "L3": 5}, "Q": {"L1": "None", "L2": 0.6, "L3": 0.3333333333333333}}, "Actual-Vector": null, "Predict-Vector": null, "Sample-Weight": null}
\ No newline at end of file
diff --git a/Document/Document_Files/cm1_summary.html b/Document/Document_Files/cm1_summary.html
index 9ac86483..88fa1f4a 100644
--- a/Document/Document_Files/cm1_summary.html
+++ b/Document/Document_Files/cm1_summary.html
@@ -209,5 +209,5 @@ <h2>Class Statistics : </h2>
 </tr>
 </table>
 </body>
-<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.8</p>
+<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.9</p>
 </html>
\ No newline at end of file
diff --git a/Document/Example1.ipynb b/Document/Example1.ipynb
index 06ff18f6..2507c794 100644
--- a/Document/Example1.ipynb
+++ b/Document/Example1.ipynb
@@ -38,14 +38,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: scikit-learn in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages\\scikit_learn-0.19.1-py3.5-win32.egg (0.19.1)\n"
+      "Requirement already satisfied: scikit-learn in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (0.22.2.post1)\n",
+      "Requirement already satisfied: joblib>=0.11 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from scikit-learn) (0.14.1)\n",
+      "Requirement already satisfied: scipy>=0.17.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from scikit-learn) (1.1.0)\n",
+      "Requirement already satisfied: numpy>=1.11.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from scikit-learn) (1.15.2)\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING: You are using pip version 20.0.2; however, version 20.1.1 is available.\n",
+      "WARNING: You are using pip version 20.0.2; however, version 20.2.3 is available.\n",
       "You should consider upgrading via the 'C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\python.exe -m pip install --upgrade pip' command.\n"
      ]
     }
@@ -541,16 +544,7 @@
    "cell_type": "code",
    "execution_count": 25,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\lib\\site-packages\\scikit_learn-0.19.1-py3.5-win32.egg\\sklearn\\ensemble\\weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.\n",
-      "  from numpy.core.umath_tests import inner1d\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from sklearn.ensemble import AdaBoostClassifier\n",
     "classifier_3 = AdaBoostClassifier()"
diff --git a/Document/Example1_Files/cm1.html b/Document/Example1_Files/cm1.html
index c670db9c..493c9b05 100644
--- a/Document/Example1_Files/cm1.html
+++ b/Document/Example1_Files/cm1.html
@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
 </tr>
 </table>
 </body>
-<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.8</p>
+<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.9</p>
 </html>
\ No newline at end of file
diff --git a/Document/Example1_Files/cm2.html b/Document/Example1_Files/cm2.html
index e1835ac9..01701006 100644
--- a/Document/Example1_Files/cm2.html
+++ b/Document/Example1_Files/cm2.html
@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
 </tr>
 </table>
 </body>
-<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.8</p>
+<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.9</p>
 </html>
\ No newline at end of file
diff --git a/Document/Example1_Files/cm3.html b/Document/Example1_Files/cm3.html
index 4258200a..95118499 100644
--- a/Document/Example1_Files/cm3.html
+++ b/Document/Example1_Files/cm3.html
@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
 </tr>
 </table>
 </body>
-<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.8</p>
+<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.9</p>
 </html>
\ No newline at end of file
diff --git a/Document/Example2.ipynb b/Document/Example2.ipynb
index d681f568..99f0d7e5 100644
--- a/Document/Example2.ipynb
+++ b/Document/Example2.ipynb
@@ -33,20 +33,20 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: matplotlib in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (3.0.3)\n",
-      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.0.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (0.10.0)\n",
-      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.2.0)\n",
       "Requirement already satisfied: numpy>=1.10.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.15.2)\n",
       "Requirement already satisfied: python-dateutil>=2.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.6.1)\n",
-      "Requirement already satisfied: setuptools in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (40.9.0)\n",
-      "Requirement already satisfied: six in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from cycler>=0.10->matplotlib) (1.11.0)\n"
+      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.2.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.0.1)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (0.10.0)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from python-dateutil>=2.1->matplotlib) (1.11.0)\n",
+      "Requirement already satisfied: setuptools in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (40.9.0)\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING: You are using pip version 20.0.2; however, version 20.1.1 is available.\n",
+      "WARNING: You are using pip version 20.0.2; however, version 20.2.3 is available.\n",
       "You should consider upgrading via the 'C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\python.exe -m pip install --upgrade pip' command.\n"
      ]
     }
diff --git a/Document/Example4.ipynb b/Document/Example4.ipynb
index 03fd724f..0057a08f 100644
--- a/Document/Example4.ipynb
+++ b/Document/Example4.ipynb
@@ -507,7 +507,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{\"Predict-Vector\": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], \"Sample-Weight\": null, \"Digit\": 5, \"Matrix\": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], \"Actual-Vector\": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], \"Transpose\": false}\n"
+      "{\"Transpose\": false, \"Actual-Vector\": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], \"Matrix\": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], \"Digit\": 5, \"Predict-Vector\": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], \"Sample-Weight\": null}\n"
      ]
     }
    ],
@@ -524,7 +524,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{\"Predict-Vector\": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], \"Sample-Weight\": null, \"Class-Stat\": {\"NPV\": {\"200\": 0.23076923076923078, \"500\": 0.8888888888888888, \"100\": 1.0, \"600\": 0.95}, \"ICSI\": {\"200\": 0.2321428571428572, \"500\": -0.16666666666666674, \"100\": \"None\", \"600\": \"None\"}, \"GI\": {\"200\": 0.125, \"500\": 0.27450980392156854, \"100\": \"None\", \"600\": 0.0}, \"TP\": {\"200\": 6, \"100\": 0, \"500\": 1, \"600\": 0}, \"POP\": {\"200\": 20, \"500\": 20, \"100\": 20, \"600\": 20}, \"dInd\": {\"200\": 0.673145600891813, \"500\": 0.6692567908186672, \"100\": \"None\", \"600\": 1.0}, \"MCC\": {\"200\": 0.10482848367219183, \"500\": 0.32673201960653564, \"100\": \"None\", \"600\": \"None\"}, \"TPR\": {\"200\": 0.375, \"500\": 0.3333333333333333, \"100\": \"None\", \"600\": 0.0}, \"FDR\": {\"200\": 0.1428571428571429, \"500\": 0.5, \"100\": 1.0, \"600\": \"None\"}, \"BM\": {\"200\": 0.125, \"500\": 0.27450980392156854, \"100\": \"None\", \"600\": 0.0}, \"G\": {\"200\": 0.5669467095138409, \"500\": 0.408248290463863, \"100\": \"None\", \"600\": \"None\"}, \"RACC\": {\"200\": 0.28, \"500\": 0.015, \"100\": 0.0, \"600\": 0.0}, \"ACC\": {\"200\": 0.45, \"500\": 0.85, \"100\": 0.45, \"600\": 0.95}, \"OC\": {\"200\": 0.8571428571428571, \"500\": 0.5, \"100\": \"None\", \"600\": \"None\"}, \"RACCU\": {\"200\": 0.33062499999999995, \"500\": 0.015625, \"100\": 0.07562500000000001, \"600\": 0.0006250000000000001}, \"CEN\": {\"200\": 0.3570795472009597, \"500\": 0.5389466410223563, \"100\": 0.3349590631259315, \"600\": 0.0}, \"AUCI\": {\"200\": \"Poor\", \"500\": \"Fair\", \"100\": \"None\", \"600\": \"Poor\"}, \"AM\": {\"200\": -9, \"500\": -1, \"100\": 11, \"600\": -1}, \"BCD\": {\"200\": 0.225, \"500\": 0.025, \"100\": 0.275, \"600\": 0.025}, \"IBA\": {\"200\": 0.17578125, \"500\": 0.1230296039984621, \"100\": \"None\", \"600\": 0.0}, \"TOP\": {\"200\": 7, \"500\": 2, \"100\": 11, \"600\": 0}, \"IS\": {\"200\": 0.09953567355091428, \"500\": 1.736965594166206, \"100\": \"None\", \"600\": \"None\"}, \"NLRI\": {\"200\": \"Negligible\", \"500\": \"Negligible\", \"100\": \"None\", \"600\": \"Negligible\"}, \"OOC\": {\"200\": 0.5669467095138409, \"500\": 0.4082482904638631, \"100\": \"None\", \"600\": \"None\"}, \"DPI\": {\"200\": \"Poor\", \"500\": \"Poor\", \"100\": \"None\", \"600\": \"None\"}, \"sInd\": {\"200\": 0.5240141808835057, \"500\": 0.5267639848569737, \"100\": \"None\", \"600\": 0.29289321881345254}, \"PPV\": {\"200\": 0.8571428571428571, \"500\": 0.5, \"100\": 0.0, \"600\": \"None\"}, \"TON\": {\"200\": 13, \"500\": 18, \"100\": 9, \"600\": 20}, \"FNR\": {\"200\": 0.625, \"500\": 0.6666666666666667, \"100\": \"None\", \"600\": 1.0}, \"AGF\": {\"200\": 0.33642097801219245, \"500\": 0.5665926996700735, \"100\": 0.0, \"600\": 0.0}, \"N\": {\"200\": 4, \"500\": 17, \"100\": 20, \"600\": 19}, \"PLRI\": {\"200\": \"Poor\", \"500\": \"Fair\", 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\"100\": 0.0, \"600\": 0.0}, \"PRE\": {\"200\": 0.8, \"500\": 0.15, \"100\": 0.0, \"600\": 0.05}, \"F1\": {\"200\": 0.5217391304347826, \"500\": 0.4, \"100\": 0.0, \"600\": 0.0}, \"NLR\": {\"200\": 0.8333333333333334, \"500\": 0.7083333333333334, \"100\": \"None\", \"600\": 1.0}, \"FN\": {\"200\": 10, \"100\": 0, \"500\": 2, \"600\": 1}, \"F0.5\": {\"200\": 0.6818181818181818, \"500\": 0.45454545454545453, \"100\": 0.0, \"600\": 0.0}, \"P\": {\"200\": 16, \"500\": 3, \"100\": 0, \"600\": 1}, \"J\": {\"200\": 0.35294117647058826, \"500\": 0.25, \"100\": 0.0, \"600\": 0.0}, \"ERR\": {\"200\": 0.55, \"500\": 0.15000000000000002, \"100\": 0.55, \"600\": 0.050000000000000044}, \"TN\": {\"200\": 3, \"100\": 9, \"500\": 16, \"600\": 19}, \"OP\": {\"200\": 0.1166666666666667, \"500\": 0.373076923076923, \"100\": \"None\", \"600\": -0.050000000000000044}, \"QI\": {\"200\": \"Weak\", \"500\": \"Strong\", \"100\": \"None\", \"600\": \"None\"}, \"AUPR\": {\"200\": 0.6160714285714286, \"500\": 0.41666666666666663, \"100\": \"None\", \"600\": \"None\"}, \"MK\": {\"200\": 0.08791208791208782, \"500\": 0.38888888888888884, \"100\": 0.0, \"600\": \"None\"}, \"DP\": {\"200\": 0.1407391082701595, \"500\": 0.49789960499474867, \"100\": \"None\", \"600\": \"None\"}, \"FOR\": {\"200\": 0.7692307692307692, \"500\": 0.11111111111111116, \"100\": 0.0, \"600\": 0.050000000000000044}, \"TNR\": {\"200\": 0.75, \"500\": 0.9411764705882353, \"100\": 0.45, \"600\": 1.0}, \"PLR\": {\"200\": 1.5, \"500\": 5.666666666666665, \"100\": \"None\", \"600\": \"None\"}, \"FP\": {\"200\": 1, \"100\": 11, \"500\": 1, \"600\": 0}, \"GM\": {\"200\": 0.5303300858899106, \"500\": 0.5601120336112039, \"100\": \"None\", \"600\": 0.0}}, \"Overall-Stat\": {\"PPV Micro\": 0.35, \"SOA6(Matthews)\": \"Negligible\", \"CBA\": 0.17708333333333331, \"TPR Micro\": 0.35, \"Hamming Loss\": 0.65, \"Lambda A\": 0.0, \"Bangdiwala B\": 0.3135593220338983, \"ARI\": 0.02298247455136956, \"Overall CEN\": 0.3648028121279775, \"ACC Macro\": 0.675, \"Overall ACC\": 0.35, \"FNR Micro\": 0.65, \"NIR\": 0.8, \"Mutual Information\": 0.10087710767390168, \"P-Value\": 0.9999981549942787, \"95% CI\": [0.14095885572452488, 0.559041144275475], \"Standard Error\": 0.1066536450385077, \"Krippendorff Alpha\": -0.09740259740259723, \"PPV Macro\": \"None\", \"TNR Macro\": 0.7852941176470588, \"Overall J\": [0.6029411764705883, 0.15073529411764708], \"FNR Macro\": \"None\", \"RR\": 5.0, \"Kappa\": 0.07801418439716304, \"Overall RACCU\": 0.42249999999999993, \"Kappa Unbiased\": -0.12554112554112543, \"Reference Entropy\": 0.8841837197791889, \"CSI\": \"None\", \"Kappa No Prevalence\": -0.30000000000000004, \"Cramer V\": \"None\", \"SOA3(Altman)\": \"Poor\", \"Bennett S\": 0.1333333333333333, \"SOA2(Fleiss)\": \"Poor\", \"Scott PI\": -0.12554112554112543, \"Chi-Squared DF\": 9, \"Joint Entropy\": 2.119973094021975, \"Overall MCC\": 0.1264200803632855, \"Overall MCEN\": 0.3746281299595305, \"Overall RACC\": 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1], [600, 0]]]], \"Actual-Vector\": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], \"Transpose\": false}\n"
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\"600\": \"None\"}, \"MCEN\": {\"200\": 0.3739448088748241, \"500\": 0.5802792108518123, \"100\": 0.3349590631259315, \"600\": 0.0}, \"G\": {\"200\": 0.5669467095138409, \"500\": 0.408248290463863, \"100\": \"None\", \"600\": \"None\"}, \"P\": {\"200\": 16, \"500\": 3, \"100\": 0, \"600\": 1}, \"NLR\": {\"200\": 0.8333333333333334, \"500\": 0.7083333333333334, \"100\": \"None\", \"600\": 1.0}, \"F2\": {\"200\": 0.4225352112676056, \"500\": 0.35714285714285715, \"100\": 0.0, \"600\": 0.0}, \"Q\": {\"200\": 0.28571428571428575, \"500\": 0.7777777777777778, \"100\": \"None\", \"600\": \"None\"}, \"FN\": {\"200\": 10, \"100\": 0, \"500\": 2, \"600\": 1}, \"PLR\": {\"200\": 1.5, \"500\": 5.666666666666665, \"100\": \"None\", \"600\": \"None\"}, \"ACC\": {\"200\": 0.45, \"500\": 0.85, \"100\": 0.45, \"600\": 0.95}, \"PLRI\": {\"200\": \"Poor\", \"500\": \"Fair\", \"100\": \"None\", \"600\": \"None\"}, \"Y\": {\"200\": 0.125, \"500\": 0.27450980392156854, \"100\": \"None\", \"600\": 0.0}, \"OC\": {\"200\": 0.8571428571428571, \"500\": 0.5, \"100\": \"None\", \"600\": \"None\"}, \"GM\": {\"200\": 0.5303300858899106, \"500\": 0.5601120336112039, \"100\": \"None\", \"600\": 0.0}, \"FNR\": {\"200\": 0.625, \"500\": 0.6666666666666667, \"100\": \"None\", \"600\": 1.0}, \"FP\": {\"200\": 1, \"100\": 11, \"500\": 1, \"600\": 0}, \"TN\": {\"200\": 3, \"100\": 9, \"500\": 16, \"600\": 19}, \"dInd\": {\"200\": 0.673145600891813, \"500\": 0.6692567908186672, \"100\": \"None\", \"600\": 1.0}, \"IBA\": {\"200\": 0.17578125, \"500\": 0.1230296039984621, \"100\": \"None\", \"600\": 0.0}, \"FOR\": {\"200\": 0.7692307692307692, \"500\": 0.11111111111111116, \"100\": 0.0, \"600\": 0.050000000000000044}}, \"Matrix\": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], \"Overall-Stat\": {\"Reference Entropy\": 0.8841837197791889, \"SOA1(Landis & 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0.02298247455136956, \"P-Value\": 0.9999981549942787, \"Conditional Entropy\": 1.235789374242786, \"FPR Macro\": 0.2147058823529412, \"Mutual Information\": 0.10087710767390168, \"Bennett S\": 0.1333333333333333, \"FNR Macro\": \"None\", \"Overall RACC\": 0.29500000000000004, \"TNR Micro\": 0.7833333333333333, \"CBA\": 0.17708333333333331, \"Phi-Squared\": \"None\", \"NIR\": 0.8, \"Kappa No Prevalence\": -0.30000000000000004, \"FPR Micro\": 0.21666666666666667, \"Chi-Squared DF\": 9, \"Hamming Loss\": 0.65, \"TPR Macro\": \"None\", \"ACC Macro\": 0.675, \"PPV Micro\": 0.35, \"Kappa Standard Error\": 0.15128176601206766, \"SOA6(Matthews)\": \"Negligible\", \"Gwet AC1\": 0.19504643962848295, \"Kappa Unbiased\": -0.12554112554112543, \"95% CI\": [0.14095885572452488, 0.559041144275475], \"Kappa 95% CI\": [-0.21849807698648957, 0.3745264457808156], \"Overall RACCU\": 0.42249999999999993, \"Lambda B\": 0.0, \"F1 Macro\": 0.23043478260869565, \"Overall ACC\": 0.35}, \"Digit\": 5, \"Predict-Vector\": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], \"Sample-Weight\": null}\n"
      ]
     }
    ],
@@ -541,7 +541,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{\"Predict-Vector\": null, \"Sample-Weight\": null, \"Digit\": 5, \"Matrix\": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], \"Actual-Vector\": null, \"Transpose\": false}\n"
+      "{\"Transpose\": false, \"Actual-Vector\": null, \"Matrix\": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], \"Digit\": 5, \"Predict-Vector\": null, \"Sample-Weight\": null}\n"
      ]
     }
    ],
diff --git a/Document/Example4_Files/cm.obj b/Document/Example4_Files/cm.obj
index 4508c9a7..e7d39be6 100644
--- a/Document/Example4_Files/cm.obj
+++ b/Document/Example4_Files/cm.obj
@@ -1 +1 @@
-{"Predict-Vector": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], "Sample-Weight": null, "Digit": 5, "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Actual-Vector": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], "Transpose": false}
\ No newline at end of file
+{"Transpose": false, "Actual-Vector": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Digit": 5, "Predict-Vector": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], "Sample-Weight": null}
\ No newline at end of file
diff --git a/Document/Example4_Files/cm_no_vectors.obj b/Document/Example4_Files/cm_no_vectors.obj
index e7143f67..787b6b9e 100644
--- a/Document/Example4_Files/cm_no_vectors.obj
+++ b/Document/Example4_Files/cm_no_vectors.obj
@@ -1 +1 @@
-{"Predict-Vector": null, "Sample-Weight": null, "Digit": 5, "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Actual-Vector": null, "Transpose": false}
\ No newline at end of file
+{"Transpose": false, "Actual-Vector": null, "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Digit": 5, "Predict-Vector": null, "Sample-Weight": null}
\ No newline at end of file
diff --git a/Document/Example4_Files/cm_stat.obj b/Document/Example4_Files/cm_stat.obj
index 0721058a..e45b6544 100644
--- a/Document/Example4_Files/cm_stat.obj
+++ b/Document/Example4_Files/cm_stat.obj
@@ -1 +1 @@
-{"Predict-Vector": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], "Sample-Weight": null, "Class-Stat": {"NPV": {"200": 0.23076923076923078, "500": 0.8888888888888888, "100": 1.0, "600": 0.95}, "ICSI": {"200": 0.2321428571428572, "500": -0.16666666666666674, "100": "None", "600": "None"}, "GI": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "TP": {"200": 6, "100": 0, "500": 1, "600": 0}, "POP": {"200": 20, "500": 20, "100": 20, "600": 20}, "dInd": {"200": 0.673145600891813, "500": 0.6692567908186672, "100": "None", "600": 1.0}, "MCC": {"200": 0.10482848367219183, "500": 0.32673201960653564, "100": "None", "600": "None"}, "TPR": {"200": 0.375, "500": 0.3333333333333333, "100": "None", "600": 0.0}, "FDR": {"200": 0.1428571428571429, "500": 0.5, "100": 1.0, "600": "None"}, "BM": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "G": {"200": 0.5669467095138409, "500": 0.408248290463863, "100": "None", "600": "None"}, "RACC": {"200": 0.28, "500": 0.015, "100": 0.0, "600": 0.0}, "ACC": {"200": 0.45, "500": 0.85, "100": 0.45, "600": 0.95}, "OC": {"200": 0.8571428571428571, "500": 0.5, "100": "None", "600": "None"}, "RACCU": {"200": 0.33062499999999995, "500": 0.015625, "100": 0.07562500000000001, "600": 0.0006250000000000001}, "CEN": {"200": 0.3570795472009597, "500": 0.5389466410223563, "100": 0.3349590631259315, "600": 0.0}, "AUCI": {"200": "Poor", "500": "Fair", "100": "None", "600": "Poor"}, "AM": {"200": -9, "500": -1, "100": 11, "600": -1}, "BCD": {"200": 0.225, "500": 0.025, "100": 0.275, "600": 0.025}, "IBA": {"200": 0.17578125, "500": 0.1230296039984621, "100": "None", "600": 0.0}, "TOP": {"200": 7, "500": 2, "100": 11, "600": 0}, "IS": {"200": 0.09953567355091428, "500": 1.736965594166206, "100": "None", "600": "None"}, "NLRI": {"200": "Negligible", "500": "Negligible", "100": "None", "600": "Negligible"}, "OOC": {"200": 0.5669467095138409, "500": 0.4082482904638631, "100": "None", "600": "None"}, "DPI": {"200": "Poor", "500": "Poor", "100": "None", "600": "None"}, "sInd": {"200": 0.5240141808835057, "500": 0.5267639848569737, "100": "None", "600": 0.29289321881345254}, "PPV": {"200": 0.8571428571428571, "500": 0.5, "100": 0.0, "600": "None"}, "TON": {"200": 13, "500": 18, "100": 9, "600": 20}, "FNR": {"200": 0.625, "500": 0.6666666666666667, "100": "None", "600": 1.0}, "AGF": {"200": 0.33642097801219245, "500": 0.5665926996700735, "100": 0.0, "600": 0.0}, "N": {"200": 4, "500": 17, "100": 20, "600": 19}, "PLRI": {"200": "Poor", "500": "Fair", "100": "None", "600": "None"}, "AGM": {"200": 0.5669417382415922, "500": 0.7351956938438939, "100": "None", "600": 0}, "FPR": {"200": 0.25, "500": 0.05882352941176472, "100": 0.55, "600": 0.0}, "Q": {"200": 0.28571428571428575, "500": 0.7777777777777778, "100": "None", "600": "None"}, "Y": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "MCEN": {"200": 0.3739448088748241, "500": 0.5802792108518123, "100": 0.3349590631259315, "600": 0.0}, "MCCI": {"200": "Negligible", "500": "Weak", "100": "None", "600": "None"}, "LS": {"200": 1.0714285714285714, "500": 3.3333333333333335, "100": "None", "600": "None"}, "DOR": {"200": 1.7999999999999998, "500": 7.999999999999997, "100": "None", "600": "None"}, "AUC": {"200": 0.5625, "500": 0.6372549019607843, "100": "None", "600": 0.5}, "F2": {"200": 0.4225352112676056, "500": 0.35714285714285715, "100": 0.0, "600": 0.0}, "PRE": {"200": 0.8, "500": 0.15, "100": 0.0, "600": 0.05}, "F1": {"200": 0.5217391304347826, "500": 0.4, "100": 0.0, "600": 0.0}, "NLR": {"200": 0.8333333333333334, "500": 0.7083333333333334, "100": "None", "600": 1.0}, "FN": {"200": 10, "100": 0, "500": 2, "600": 1}, "F0.5": {"200": 0.6818181818181818, "500": 0.45454545454545453, "100": 0.0, "600": 0.0}, "P": {"200": 16, "500": 3, "100": 0, "600": 1}, "J": {"200": 0.35294117647058826, "500": 0.25, "100": 0.0, "600": 0.0}, "ERR": {"200": 0.55, "500": 0.15000000000000002, "100": 0.55, "600": 0.050000000000000044}, "TN": {"200": 3, "100": 9, "500": 16, "600": 19}, "OP": {"200": 0.1166666666666667, "500": 0.373076923076923, "100": "None", "600": -0.050000000000000044}, "QI": {"200": "Weak", "500": "Strong", "100": "None", "600": "None"}, "AUPR": {"200": 0.6160714285714286, "500": 0.41666666666666663, "100": "None", "600": "None"}, "MK": {"200": 0.08791208791208782, "500": 0.38888888888888884, "100": 0.0, "600": "None"}, "DP": {"200": 0.1407391082701595, "500": 0.49789960499474867, "100": "None", "600": "None"}, "FOR": {"200": 0.7692307692307692, "500": 0.11111111111111116, "100": 0.0, "600": 0.050000000000000044}, "TNR": {"200": 0.75, "500": 0.9411764705882353, "100": 0.45, "600": 1.0}, "PLR": {"200": 1.5, "500": 5.666666666666665, "100": "None", "600": "None"}, "FP": {"200": 1, "100": 11, "500": 1, "600": 0}, "GM": {"200": 0.5303300858899106, "500": 0.5601120336112039, "100": "None", "600": 0.0}}, "Overall-Stat": {"PPV Micro": 0.35, "SOA6(Matthews)": "Negligible", "CBA": 0.17708333333333331, "TPR Micro": 0.35, "Hamming Loss": 0.65, "Lambda A": 0.0, "Bangdiwala B": 0.3135593220338983, "ARI": 0.02298247455136956, "Overall CEN": 0.3648028121279775, "ACC Macro": 0.675, "Overall ACC": 0.35, "FNR Micro": 0.65, "NIR": 0.8, "Mutual Information": 0.10087710767390168, "P-Value": 0.9999981549942787, "95% CI": [0.14095885572452488, 0.559041144275475], "Standard Error": 0.1066536450385077, "Krippendorff Alpha": -0.09740259740259723, "PPV Macro": "None", "TNR Macro": 0.7852941176470588, "Overall J": [0.6029411764705883, 0.15073529411764708], "FNR Macro": "None", "RR": 5.0, "Kappa": 0.07801418439716304, "Overall RACCU": 0.42249999999999993, "Kappa Unbiased": -0.12554112554112543, "Reference Entropy": 0.8841837197791889, "CSI": "None", "Kappa No Prevalence": -0.30000000000000004, "Cramer V": "None", "SOA3(Altman)": "Poor", "Bennett S": 0.1333333333333333, "SOA2(Fleiss)": "Poor", "Scott PI": -0.12554112554112543, "Chi-Squared DF": 9, "Joint Entropy": 2.119973094021975, "Overall MCC": 0.1264200803632855, "Overall MCEN": 0.3746281299595305, "Overall RACC": 0.29500000000000004, "FPR Macro": 0.2147058823529412, "SOA5(Cramer)": "None", "AUNP": "None", "SOA1(Landis & Koch)": "Slight", "SOA4(Cicchetti)": "Poor", "Lambda B": 0.0, "KL Divergence": "None", "FPR Micro": 0.21666666666666667, "TNR Micro": 0.7833333333333333, "RCI": 0.11409066398451011, "Zero-one Loss": 13, "Kappa 95% CI": [-0.21849807698648957, 0.3745264457808156], "Phi-Squared": "None", "Response Entropy": 1.3366664819166876, "F1 Micro": 0.35, "Pearson C": "None", "TPR Macro": "None", "AUNU": "None", "F1 Macro": 0.23043478260869565, "Gwet AC1": 0.19504643962848295, "Kappa Standard Error": 0.15128176601206766, "Chi-Squared": "None", "Cross Entropy": 1.709947752496911, "Conditional Entropy": 1.235789374242786}, "Digit": 5, "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Actual-Vector": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], "Transpose": false}
\ No newline at end of file
+{"Transpose": false, "Actual-Vector": [600, 200, 200, 200, 200, 200, 200, 200, 500, 500, 500, 200, 200, 200, 200, 200, 200, 200, 200, 200], "Class-Stat": {"AM": {"200": -9, "500": -1, "100": 11, "600": -1}, "TP": {"200": 6, "100": 0, "500": 1, "600": 0}, "TON": {"200": 13, "500": 18, "100": 9, "600": 20}, "FDR": {"200": 0.1428571428571429, "500": 0.5, "100": 1.0, "600": "None"}, "F0.5": {"200": 0.6818181818181818, "500": 0.45454545454545453, "100": 0.0, "600": 0.0}, "FPR": {"200": 0.25, "500": 0.05882352941176472, "100": 0.55, "600": 0.0}, "MCC": {"200": 0.10482848367219183, "500": 0.32673201960653564, "100": "None", "600": "None"}, "OOC": {"200": 0.5669467095138409, "500": 0.4082482904638631, "100": "None", "600": "None"}, "MCCI": {"200": "Negligible", "500": "Weak", "100": "None", "600": "None"}, "RACC": {"200": 0.28, "500": 0.015, "100": 0.0, "600": 0.0}, "NLRI": {"200": "Negligible", "500": "Negligible", "100": "None", "600": "Negligible"}, "RACCU": {"200": 0.33062499999999995, "500": 0.015625, "100": 0.07562500000000001, "600": 0.0006250000000000001}, "GI": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "DPI": {"200": "Poor", "500": "Poor", "100": "None", "600": "None"}, "AGM": {"200": 0.5669417382415922, "500": 0.7351956938438939, "100": "None", "600": 0}, "MK": {"200": 0.08791208791208782, "500": 0.38888888888888884, "100": 0.0, "600": "None"}, "DOR": {"200": 1.7999999999999998, "500": 7.999999999999997, "100": "None", "600": "None"}, "AUCI": {"200": "Poor", "500": "Fair", "100": "None", "600": "Poor"}, "F1": {"200": 0.5217391304347826, "500": 0.4, "100": 0.0, "600": 0.0}, "AUPR": {"200": 0.6160714285714286, "500": 0.41666666666666663, "100": "None", "600": "None"}, "PPV": {"200": 0.8571428571428571, "500": 0.5, "100": 0.0, "600": "None"}, "J": {"200": 0.35294117647058826, "500": 0.25, "100": 0.0, "600": 0.0}, "LS": {"200": 1.0714285714285714, "500": 3.3333333333333335, "100": "None", "600": "None"}, "OP": {"200": 0.1166666666666667, "500": 0.373076923076923, "100": "None", "600": -0.050000000000000044}, "CEN": {"200": 0.3570795472009597, "500": 0.5389466410223563, "100": 0.3349590631259315, "600": 0.0}, "sInd": {"200": 0.5240141808835057, "500": 0.5267639848569737, "100": "None", "600": 0.29289321881345254}, "ICSI": {"200": 0.2321428571428572, "500": -0.16666666666666674, "100": "None", "600": "None"}, "TOP": {"200": 7, "500": 2, "100": 11, "600": 0}, "QI": {"200": "Weak", "500": "Strong", "100": "None", "600": "None"}, "BCD": {"200": 0.225, "500": 0.025, "100": 0.275, "600": 0.025}, "NPV": {"200": 0.23076923076923078, "500": 0.8888888888888888, "100": 1.0, "600": 0.95}, "PRE": {"200": 0.8, "500": 0.15, "100": 0.0, "600": 0.05}, "AGF": {"200": 0.33642097801219245, "500": 0.5665926996700735, "100": 0.0, "600": 0.0}, "N": {"200": 4, "500": 17, "100": 20, "600": 19}, "ERR": {"200": 0.55, "500": 0.15000000000000002, "100": 0.55, "600": 0.050000000000000044}, "TPR": {"200": 0.375, "500": 0.3333333333333333, "100": "None", "600": 0.0}, "AUC": {"200": 0.5625, "500": 0.6372549019607843, "100": "None", "600": 0.5}, "IS": {"200": 0.09953567355091428, "500": 1.736965594166206, "100": "None", "600": "None"}, "BM": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "POP": {"200": 20, "500": 20, "100": 20, "600": 20}, "TNR": {"200": 0.75, "500": 0.9411764705882353, "100": 0.45, "600": 1.0}, "DP": {"200": 0.1407391082701595, "500": 0.49789960499474867, "100": "None", "600": "None"}, "MCEN": {"200": 0.3739448088748241, "500": 0.5802792108518123, "100": 0.3349590631259315, "600": 0.0}, "G": {"200": 0.5669467095138409, "500": 0.408248290463863, "100": "None", "600": "None"}, "P": {"200": 16, "500": 3, "100": 0, "600": 1}, "NLR": {"200": 0.8333333333333334, "500": 0.7083333333333334, "100": "None", "600": 1.0}, "F2": {"200": 0.4225352112676056, "500": 0.35714285714285715, "100": 0.0, "600": 0.0}, "Q": {"200": 0.28571428571428575, "500": 0.7777777777777778, "100": "None", "600": "None"}, "FN": {"200": 10, "100": 0, "500": 2, "600": 1}, "PLR": {"200": 1.5, "500": 5.666666666666665, "100": "None", "600": "None"}, "ACC": {"200": 0.45, "500": 0.85, "100": 0.45, "600": 0.95}, "PLRI": {"200": "Poor", "500": "Fair", "100": "None", "600": "None"}, "Y": {"200": 0.125, "500": 0.27450980392156854, "100": "None", "600": 0.0}, "OC": {"200": 0.8571428571428571, "500": 0.5, "100": "None", "600": "None"}, "GM": {"200": 0.5303300858899106, "500": 0.5601120336112039, "100": "None", "600": 0.0}, "FNR": {"200": 0.625, "500": 0.6666666666666667, "100": "None", "600": 1.0}, "FP": {"200": 1, "100": 11, "500": 1, "600": 0}, "TN": {"200": 3, "100": 9, "500": 16, "600": 19}, "dInd": {"200": 0.673145600891813, "500": 0.6692567908186672, "100": "None", "600": 1.0}, "IBA": {"200": 0.17578125, "500": 0.1230296039984621, "100": "None", "600": 0.0}, "FOR": {"200": 0.7692307692307692, "500": 0.11111111111111116, "100": 0.0, "600": 0.050000000000000044}}, "Matrix": [[100, [[200, 0], [500, 0], [100, 0], [600, 0]]], [200, [[200, 6], [500, 1], [100, 9], [600, 0]]], [500, [[200, 1], [500, 1], [100, 1], [600, 0]]], [600, [[200, 0], [500, 0], [100, 1], [600, 0]]]], "Overall-Stat": {"Reference Entropy": 0.8841837197791889, "SOA1(Landis & Koch)": "Slight", "SOA3(Altman)": "Poor", "FNR Micro": 0.65, "KL Divergence": "None", "Cross Entropy": 1.709947752496911, "SOA2(Fleiss)": "Poor", "AUNP": "None", "SOA5(Cramer)": "None", "PPV Macro": "None", "Overall CEN": 0.3648028121279775, "Bangdiwala B": 0.3135593220338983, "Scott PI": -0.12554112554112543, "Lambda A": 0.0, "CSI": "None", "Response Entropy": 1.3366664819166876, "SOA4(Cicchetti)": "Poor", "Pearson C": "None", "Overall J": [0.6029411764705883, 0.15073529411764708], "Kappa": 0.07801418439716304, "TPR Micro": 0.35, "Krippendorff Alpha": -0.09740259740259723, "Zero-one Loss": 13, "AUNU": "None", "RR": 5.0, "Overall MCEN": 0.3746281299595305, "Cramer V": "None", "Overall MCC": 0.1264200803632855, "F1 Micro": 0.35, "RCI": 0.11409066398451011, "Joint Entropy": 2.119973094021975, "Chi-Squared": "None", "Standard Error": 0.1066536450385077, "TNR Macro": 0.7852941176470588, "ARI": 0.02298247455136956, "P-Value": 0.9999981549942787, "Conditional Entropy": 1.235789374242786, "FPR Macro": 0.2147058823529412, "Mutual Information": 0.10087710767390168, "Bennett S": 0.1333333333333333, "FNR Macro": "None", "Overall RACC": 0.29500000000000004, "TNR Micro": 0.7833333333333333, "CBA": 0.17708333333333331, "Phi-Squared": "None", "NIR": 0.8, "Kappa No Prevalence": -0.30000000000000004, "FPR Micro": 0.21666666666666667, "Chi-Squared DF": 9, "Hamming Loss": 0.65, "TPR Macro": "None", "ACC Macro": 0.675, "PPV Micro": 0.35, "Kappa Standard Error": 0.15128176601206766, "SOA6(Matthews)": "Negligible", "Gwet AC1": 0.19504643962848295, "Kappa Unbiased": -0.12554112554112543, "95% CI": [0.14095885572452488, 0.559041144275475], "Kappa 95% CI": [-0.21849807698648957, 0.3745264457808156], "Overall RACCU": 0.42249999999999993, "Lambda B": 0.0, "F1 Macro": 0.23043478260869565, "Overall ACC": 0.35}, "Digit": 5, "Predict-Vector": [100, 200, 200, 100, 100, 200, 200, 200, 100, 200, 500, 100, 100, 100, 100, 100, 100, 100, 500, 200], "Sample-Weight": null}
\ No newline at end of file
diff --git a/Document/Example6.ipynb b/Document/Example6.ipynb
index 939ce5bf..39d2ea2d 100644
--- a/Document/Example6.ipynb
+++ b/Document/Example6.ipynb
@@ -60,11 +60,11 @@
       "Class2        0.04762       0.95238       \n",
       "\n",
       "\n",
-      "ACC: {'Class1': 0.9976333515383216, 'Class2': 0.9976333515383216}\n",
-      "MCC: {'Class1': 0.9378574017402594, 'Class2': 0.9378574017402594}\n",
-      "CEN: {'Class1': 0.012858728415908176, 'Class2': 0.30489006849060607}\n",
-      "MCEN: {'Class1': 0.023280122318969122, 'Class2': 0.46949279678726225}\n",
-      "DP: {'Class1': 2.276283896527635, 'Class2': 2.276283896527635}\n",
+      "ACC: {'Class2': 0.9976333515383216, 'Class1': 0.9976333515383216}\n",
+      "MCC: {'Class2': 0.9378574017402594, 'Class1': 0.9378574017402594}\n",
+      "CEN: {'Class2': 0.30489006849060607, 'Class1': 0.012858728415908176}\n",
+      "MCEN: {'Class2': 0.46949279678726225, 'Class1': 0.023280122318969122}\n",
+      "DP: {'Class2': 2.276283896527635, 'Class1': 2.276283896527635}\n",
       "Kappa: 0.9377606597584491\n",
       "RCI: 0.8682877002417864\n",
       "SOA1: Almost Perfect\n"
@@ -114,11 +114,11 @@
       "Class2        0.95238       0.04762       \n",
       "\n",
       "\n",
-      "ACC: {'Class1': 0.982098458478369, 'Class2': 0.982098458478369}\n",
-      "MCC: {'Class1': 0.13048897476798949, 'Class2': 0.13048897476798949}\n",
-      "CEN: {'Class1': 0.06481573363174531, 'Class2': 0.4655917826576813}\n",
-      "MCEN: {'Class1': 0.11078640690031397, 'Class2': 0.4264929996758212}\n",
-      "DP: {'Class1': 0.864594924328404, 'Class2': 0.864594924328404}\n",
+      "ACC: {'Class2': 0.982098458478369, 'Class1': 0.982098458478369}\n",
+      "MCC: {'Class2': 0.13048897476798949, 'Class1': 0.13048897476798949}\n",
+      "CEN: {'Class2': 0.4655917826576813, 'Class1': 0.06481573363174531}\n",
+      "MCEN: {'Class2': 0.4264929996758212, 'Class1': 0.11078640690031397}\n",
+      "DP: {'Class2': 0.864594924328404, 'Class1': 0.864594924328404}\n",
       "Kappa: 0.08122239707598865\n",
       "RCI: 0.022375346499017443\n",
       "SOA1: Slight\n"
@@ -168,11 +168,11 @@
       "Class2        0.04762       0.95238       \n",
       "\n",
       "\n",
-      "ACC: {'Class1': 0.019661387220098307, 'Class2': 0.019661387220098307}\n",
-      "MCC: {'Class1': -0.13000800945464058, 'Class2': -0.13000800945464058}\n",
-      "CEN: {'Class1': 0.014927427128936136, 'Class2': 0.06103563616795208}\n",
-      "MCEN: {'Class1': 0.01281422838054554, 'Class2': 0.03655796690365652}\n",
-      "DP: {'Class1': -0.8416930356875597, 'Class2': -0.8416930356875597}\n",
+      "ACC: {'Class2': 0.019661387220098307, 'Class1': 0.019661387220098307}\n",
+      "MCC: {'Class2': -0.13000800945464058, 'Class1': -0.13000800945464058}\n",
+      "CEN: {'Class2': 0.06103563616795208, 'Class1': 0.014927427128936136}\n",
+      "MCEN: {'Class2': 0.03655796690365652, 'Class1': 0.01281422838054554}\n",
+      "DP: {'Class2': -0.8416930356875597, 'Class1': -0.8416930356875597}\n",
       "Kappa: -0.0017678372492452412\n",
       "RCI: 0.02192606003351106\n",
       "SOA1: Poor\n"
@@ -233,11 +233,11 @@
       "Class4        0.0           0.0           2e-05         0.99998       \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.9999250299880048, 'Class1': 0.9999750099960016, 'Class2': 0.9999500199920032, 'Class4': 0.9999500199920032}\n",
-      "MCC: {'Class3': 0.7302602381427055, 'Class1': 0.8944160139432883, 'Class2': 0.7999750068731099, 'Class4': 0.9333083339583177}\n",
-      "CEN: {'Class3': 0.3649884090288471, 'Class1': 0.13625493172565745, 'Class2': 0.25701944178769376, 'Class4': 0.0001575200922489127}\n",
-      "MCEN: {'Class3': 0.4654427710721536, 'Class1': 0.17964888034078544, 'Class2': 0.3333333333333333, 'Class4': 0.00029569133318617423}\n",
-      "DP: {'Class3': 2.7032690544190636, 'Class1': 'None', 'Class2': 2.869241573973406, 'Class4': 3.1691421556058055}\n",
+      "ACC: {'Class3': 0.9999250299880048, 'Class4': 0.9999500199920032, 'Class2': 0.9999500199920032, 'Class1': 0.9999750099960016}\n",
+      "MCC: {'Class3': 0.7302602381427055, 'Class4': 0.9333083339583177, 'Class2': 0.7999750068731099, 'Class1': 0.8944160139432883}\n",
+      "CEN: {'Class3': 0.3649884090288471, 'Class4': 0.0001575200922489127, 'Class2': 0.25701944178769376, 'Class1': 0.13625493172565745}\n",
+      "MCEN: {'Class3': 0.4654427710721536, 'Class4': 0.00029569133318617423, 'Class2': 0.3333333333333333, 'Class1': 0.17964888034078544}\n",
+      "DP: {'Class3': 2.7032690544190636, 'Class4': 3.1691421556058055, 'Class2': 2.869241573973406, 'Class1': 'None'}\n",
       "Kappa: 0.8666333383326446\n",
       "RCI: 0.8711441699127427\n",
       "SOA1: Almost Perfect\n"
@@ -292,11 +292,11 @@
       "Class4       0.25         0.25         0.25         0.25         \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.625, 'Class1': 0.625, 'Class2': 0.625, 'Class4': 0.625}\n",
-      "MCC: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
-      "CEN: {'Class3': 0.8704188162777186, 'Class1': 0.8704188162777186, 'Class2': 0.8704188162777186, 'Class4': 0.8704188162777186}\n",
-      "MCEN: {'Class3': 0.9308855421443073, 'Class1': 0.9308855421443073, 'Class2': 0.9308855421443073, 'Class4': 0.9308855421443073}\n",
-      "DP: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
+      "ACC: {'Class3': 0.625, 'Class4': 0.625, 'Class2': 0.625, 'Class1': 0.625}\n",
+      "MCC: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
+      "CEN: {'Class3': 0.8704188162777186, 'Class4': 0.8704188162777186, 'Class2': 0.8704188162777186, 'Class1': 0.8704188162777186}\n",
+      "MCEN: {'Class3': 0.9308855421443073, 'Class4': 0.9308855421443073, 'Class2': 0.9308855421443073, 'Class1': 0.9308855421443073}\n",
+      "DP: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
       "Kappa: 0.0\n",
       "RCI: 0.0\n",
       "SOA1: Slight\n"
@@ -351,13 +351,13 @@
       "Class4        0.76923       0.07692       0.07692       0.07692       \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.76, 'Class1': 0.4, 'Class2': 0.76, 'Class4': 0.4}\n",
-      "MCC: {'Class3': 0.10714285714285714, 'Class1': -0.2358640882624316, 'Class2': 0.10714285714285714, 'Class4': -0.2358640882624316}\n",
-      "CEN: {'Class3': 0.8704188162777186, 'Class1': 0.6392779429225794, 'Class2': 0.8704188162777186, 'Class4': 0.6392779429225796}\n",
-      "MCEN: {'Class3': 0.9308855421443073, 'Class1': 0.647512271542988, 'Class2': 0.9308855421443073, 'Class4': 0.647512271542988}\n",
-      "DP: {'Class3': 0.16596653499824943, 'Class1': -0.33193306999649924, 'Class2': 0.16596653499824943, 'Class4': -0.3319330699964992}\n",
+      "ACC: {'Class3': 0.76, 'Class4': 0.4, 'Class2': 0.76, 'Class1': 0.4}\n",
+      "MCC: {'Class3': 0.10714285714285714, 'Class4': -0.2358640882624316, 'Class2': 0.10714285714285714, 'Class1': -0.2358640882624316}\n",
+      "CEN: {'Class3': 0.8704188162777186, 'Class4': 0.6392779429225796, 'Class2': 0.8704188162777186, 'Class1': 0.6392779429225794}\n",
+      "MCEN: {'Class3': 0.9308855421443073, 'Class4': 0.647512271542988, 'Class2': 0.9308855421443073, 'Class1': 0.647512271542988}\n",
+      "DP: {'Class3': 0.16596653499824943, 'Class4': -0.3319330699964992, 'Class2': 0.16596653499824943, 'Class1': -0.33193306999649924}\n",
       "Kappa: -0.07361963190184047\n",
-      "RCI: 0.11603030564493641\n",
+      "RCI: 0.11603030564493627\n",
       "SOA1: Poor\n"
      ]
     }
@@ -410,13 +410,13 @@
       "Class4        0.76923       0.07692       0.07692       0.07692       \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.999400898652022, 'Class1': 0.000998502246630055, 'Class2': 0.999400898652022, 'Class4': 0.000998502246630055}\n",
-      "MCC: {'Class3': 0.24970032963739885, 'Class1': -0.43266656861311537, 'Class2': 0.24970032963739885, 'Class4': -0.43266656861311537}\n",
-      "CEN: {'Class3': 0.8704188162777186, 'Class1': 0.0029588592520426657, 'Class2': 0.8704188162777186, 'Class4': 0.0029588592520426657}\n",
-      "MCEN: {'Class3': 0.9308855421443073, 'Class1': 0.002903385725603509, 'Class2': 0.9308855421443073, 'Class4': 0.002903385725603509}\n",
-      "DP: {'Class3': 1.6794055876913858, 'Class1': -1.9423127303715728, 'Class2': 1.6794055876913858, 'Class4': -1.9423127303715728}\n",
+      "ACC: {'Class3': 0.999400898652022, 'Class4': 0.000998502246630055, 'Class2': 0.999400898652022, 'Class1': 0.000998502246630055}\n",
+      "MCC: {'Class3': 0.24970032963739885, 'Class4': -0.43266656861311537, 'Class2': 0.24970032963739885, 'Class1': -0.43266656861311537}\n",
+      "CEN: {'Class3': 0.8704188162777186, 'Class4': 0.0029588592520426657, 'Class2': 0.8704188162777186, 'Class1': 0.0029588592520426657}\n",
+      "MCEN: {'Class3': 0.9308855421443073, 'Class4': 0.002903385725603509, 'Class2': 0.9308855421443073, 'Class1': 0.002903385725603509}\n",
+      "DP: {'Class3': 1.6794055876913858, 'Class4': -1.9423127303715728, 'Class2': 1.6794055876913858, 'Class1': -1.9423127303715728}\n",
       "Kappa: -0.0003990813465900262\n",
-      "RCI: 0.5536610475678805\n",
+      "RCI: 0.5536610475678804\n",
       "SOA1: Poor\n"
      ]
     }
@@ -469,11 +469,11 @@
       "Class4       0.25         0.25         0.25         0.25         \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.7115384615384616, 'Class1': 0.7115384615384616, 'Class2': 0.7115384615384616, 'Class4': 0.36538461538461536}\n",
-      "MCC: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
-      "CEN: {'Class3': 0.6392779429225794, 'Class1': 0.6392779429225794, 'Class2': 0.6392779429225794, 'Class4': 0.6522742127953861}\n",
-      "MCEN: {'Class3': 0.647512271542988, 'Class1': 0.647512271542988, 'Class2': 0.647512271542988, 'Class4': 0.7144082229288313}\n",
-      "DP: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
+      "ACC: {'Class3': 0.7115384615384616, 'Class4': 0.36538461538461536, 'Class2': 0.7115384615384616, 'Class1': 0.7115384615384616}\n",
+      "MCC: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
+      "CEN: {'Class3': 0.6392779429225794, 'Class4': 0.6522742127953861, 'Class2': 0.6392779429225794, 'Class1': 0.6392779429225794}\n",
+      "MCEN: {'Class3': 0.647512271542988, 'Class4': 0.7144082229288313, 'Class2': 0.647512271542988, 'Class1': 0.647512271542988}\n",
+      "DP: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
       "Kappa: 0.0\n",
       "RCI: 0.0\n",
       "SOA1: Slight\n"
@@ -528,11 +528,11 @@
       "Class4       0.25         0.25         0.25         0.25         \n",
       "\n",
       "\n",
-      "ACC: {'Class3': 0.7499500149955014, 'Class1': 0.7499500149955014, 'Class2': 0.7499500149955014, 'Class4': 0.25014995501349596}\n",
-      "MCC: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
-      "CEN: {'Class3': 0.0029588592520426657, 'Class1': 0.0029588592520426657, 'Class2': 0.0029588592520426657, 'Class4': 0.539296694603886}\n",
-      "MCEN: {'Class3': 0.002903385725603509, 'Class1': 0.002903385725603509, 'Class2': 0.002903385725603509, 'Class4': 0.580710610324597}\n",
-      "DP: {'Class3': 0.0, 'Class1': 0.0, 'Class2': 0.0, 'Class4': 0.0}\n",
+      "ACC: {'Class3': 0.7499500149955014, 'Class4': 0.25014995501349596, 'Class2': 0.7499500149955014, 'Class1': 0.7499500149955014}\n",
+      "MCC: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
+      "CEN: {'Class3': 0.0029588592520426657, 'Class4': 0.539296694603886, 'Class2': 0.0029588592520426657, 'Class1': 0.0029588592520426657}\n",
+      "MCEN: {'Class3': 0.002903385725603509, 'Class4': 0.580710610324597, 'Class2': 0.002903385725603509, 'Class1': 0.002903385725603509}\n",
+      "DP: {'Class3': 0.0, 'Class4': 0.0, 'Class2': 0.0, 'Class1': 0.0}\n",
       "Kappa: 0.0\n",
       "RCI: 0.0\n",
       "SOA1: Slight\n"
diff --git a/Document/Example7.ipynb b/Document/Example7.ipynb
index 7d38eb8d..29574c1a 100644
--- a/Document/Example7.ipynb
+++ b/Document/Example7.ipynb
@@ -31,16 +31,16 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: seaborn in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (0.9.0)\n",
-      "Requirement already satisfied: matplotlib>=1.4.3 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from seaborn) (3.0.3)\n",
       "Requirement already satisfied: numpy>=1.9.3 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from seaborn) (1.15.2)\n",
       "Requirement already satisfied: pandas>=0.15.2 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from seaborn) (0.22.0)\n",
       "Requirement already satisfied: scipy>=0.14.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from seaborn) (1.1.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib>=1.4.3->seaborn) (2.6.1)\n",
-      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib>=1.4.3->seaborn) (1.0.1)\n",
+      "Requirement already satisfied: matplotlib>=1.4.3 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from seaborn) (3.0.3)\n",
+      "Requirement already satisfied: python-dateutil>=2 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas>=0.15.2->seaborn) (2.6.1)\n",
+      "Requirement already satisfied: pytz>=2011k in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas>=0.15.2->seaborn) (2018.3)\n",
       "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib>=1.4.3->seaborn) (2.2.0)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib>=1.4.3->seaborn) (1.0.1)\n",
       "Requirement already satisfied: cycler>=0.10 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib>=1.4.3->seaborn) (0.10.0)\n",
-      "Requirement already satisfied: pytz>=2011k in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas>=0.15.2->seaborn) (2018.3)\n",
-      "Requirement already satisfied: six>=1.5 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from python-dateutil>=2.1->matplotlib>=1.4.3->seaborn) (1.11.0)\n",
+      "Requirement already satisfied: six>=1.5 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from python-dateutil>=2->pandas>=0.15.2->seaborn) (1.11.0)\n",
       "Requirement already satisfied: setuptools in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib>=1.4.3->seaborn) (40.9.0)\n"
      ]
     },
@@ -48,7 +48,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING: You are using pip version 20.0.2; however, version 20.1.1 is available.\n",
+      "WARNING: You are using pip version 20.0.2; however, version 20.2.3 is available.\n",
       "You should consider upgrading via the 'C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\python.exe -m pip install --upgrade pip' command.\n"
      ]
     },
@@ -57,9 +57,9 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: pandas in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (0.22.0)\n",
+      "Requirement already satisfied: pytz>=2011k in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas) (2018.3)\n",
       "Requirement already satisfied: numpy>=1.9.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas) (1.15.2)\n",
       "Requirement already satisfied: python-dateutil>=2 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas) (2.6.1)\n",
-      "Requirement already satisfied: pytz>=2011k in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from pandas) (2018.3)\n",
       "Requirement already satisfied: six>=1.5 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from python-dateutil>=2->pandas) (1.11.0)\n"
      ]
     },
@@ -67,7 +67,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING: You are using pip version 20.0.2; however, version 20.1.1 is available.\n",
+      "WARNING: You are using pip version 20.0.2; however, version 20.2.3 is available.\n",
       "You should consider upgrading via the 'C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\python.exe -m pip install --upgrade pip' command.\n"
      ]
     }
diff --git a/Document/Example8.ipynb b/Document/Example8.ipynb
index 465430b9..a5bb9de4 100644
--- a/Document/Example8.ipynb
+++ b/Document/Example8.ipynb
@@ -33,20 +33,20 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: matplotlib in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (3.0.3)\n",
+      "Requirement already satisfied: cycler>=0.10 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (0.10.0)\n",
       "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.0.1)\n",
-      "Requirement already satisfied: numpy>=1.10.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.15.2)\n",
-      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.2.0)\n",
       "Requirement already satisfied: python-dateutil>=2.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.6.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (0.10.0)\n",
-      "Requirement already satisfied: setuptools in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (40.9.0)\n",
-      "Requirement already satisfied: six>=1.5 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from python-dateutil>=2.1->matplotlib) (1.11.0)\n"
+      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (2.2.0)\n",
+      "Requirement already satisfied: numpy>=1.10.0 in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from matplotlib) (1.15.2)\n",
+      "Requirement already satisfied: six in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from cycler>=0.10->matplotlib) (1.11.0)\n",
+      "Requirement already satisfied: setuptools in c:\\users\\sepkjaer\\appdata\\local\\programs\\python\\python35-32\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (40.9.0)\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "WARNING: You are using pip version 20.0.2; however, version 20.1.1 is available.\n",
+      "WARNING: You are using pip version 20.0.2; however, version 20.2.3 is available.\n",
       "You should consider upgrading via the 'C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\python.exe -m pip install --upgrade pip' command.\n"
      ]
     }
diff --git a/Otherfiles/test.html b/Otherfiles/test.html
index 2dd90360..f199c4e7 100644
--- a/Otherfiles/test.html
+++ b/Otherfiles/test.html
@@ -740,5 +740,5 @@ <h2>Class Statistics : </h2>
 </tr>
 </table>
 </body>
-<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.8</p>
+<p style="text-align:center;border-top:1px solid black;">Generated By <a href="http://www.pycm.ir" style="text-decoration:none;color:red;">PyCM</a> Version 2.9</p>
 </html>
\ No newline at end of file
diff --git a/Otherfiles/test.obj b/Otherfiles/test.obj
index 72b4f0e0..40f3aad2 100644
--- a/Otherfiles/test.obj
+++ b/Otherfiles/test.obj
@@ -1 +1 @@
-{"Actual-Vector": null, "Sample-Weight": null, "Transpose": true, "Predict-Vector": null, "Digit": 5, "Matrix": [["L1", [["L3", 2], ["L1", 3], ["L2", 0]]], ["L2", [["L3", 1], ["L1", 0], ["L2", 1]]], ["L3", [["L3", 3], ["L1", 0], ["L2", 2]]]]}
\ No newline at end of file
+{"Digit": 5, "Transpose": true, "Matrix": [["L1", [["L1", 3], ["L2", 0], ["L3", 2]]], ["L2", [["L1", 0], ["L2", 1], ["L3", 1]]], ["L3", [["L1", 0], ["L2", 2], ["L3", 3]]]], "Actual-Vector": null, "Predict-Vector": null, "Sample-Weight": null}
\ No newline at end of file