diff --git a/wyk/01_Wprowadzenie.ipynb b/wyk/01_Wprowadzenie.ipynb
index 66428ec..0dd7974 100644
--- a/wyk/01_Wprowadzenie.ipynb
+++ b/wyk/01_Wprowadzenie.ipynb
@@ -8,8 +8,7 @@
     }
    },
    "source": [
-    "## Uczenie maszynowe 2020/2021\n",
-    "### 3 marca 2021\n",
+    "## Uczenie maszynowe – zastosowania\n",
     "# 1. Wprowadzenie"
    ]
   },
diff --git a/wyk/02_Regresja_liniowa.ipynb b/wyk/02_Regresja_liniowa.ipynb
index 0e4fff5..66086cd 100644
--- a/wyk/02_Regresja_liniowa.ipynb
+++ b/wyk/02_Regresja_liniowa.ipynb
@@ -8,8 +8,7 @@
     }
    },
    "source": [
-    "## Uczenie maszynowe UMZ 2020/2021\n",
-    "### 10 i 17 marca 2021\n",
+    "## Uczenie maszynowe – zastosowania\n",
     "# 2. Regresja liniowa"
    ]
   },
@@ -318,89 +317,89 @@
        "C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
        "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
        "z\r\n",
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@@ -39782,7 +39781,7 @@
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@@ -39808,7 +39807,7 @@
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@@ -39839,7 +39838,7 @@
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@@ -39881,7 +39880,7 @@
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@@ -39897,7 +39896,7 @@
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@@ -39913,7 +39912,7 @@
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@@ -39929,7 +39928,7 @@
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@@ -40144,7 +40143,7 @@
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@@ -40157,7 +40156,7 @@
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@@ -40171,7 +40170,7 @@
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@@ -40185,7 +40184,7 @@
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@@ -40199,7 +40198,7 @@
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@@ -40295,12 +40294,12 @@
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@@ -40540,7 +40539,7 @@
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@@ -40617,7 +40616,7 @@
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@@ -40736,7 +40735,7 @@
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@@ -41113,10 +41112,10 @@
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@@ -41177,7 +41176,7 @@
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@@ -41230,7 +41229,7 @@
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@@ -41248,7 +41247,7 @@
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@@ -41292,7 +41291,7 @@
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@@ -41305,7 +41304,7 @@
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@@ -41322,7 +41321,7 @@
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@@ -41339,7 +41338,7 @@
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@@ -41356,7 +41355,7 @@
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@@ -41411,10 +41410,10 @@
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@@ -41433,7 +41432,7 @@
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@@ -41451,7 +41450,7 @@
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@@ -41469,7 +41468,7 @@
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@@ -41487,7 +41486,7 @@
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@@ -41500,7 +41499,7 @@
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@@ -41517,7 +41516,7 @@
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diff --git a/wyk/03_Regresja_logistyczna.ipynb b/wyk/03_Regresja_logistyczna.ipynb
index 53b01d2..4e978d7 100644
--- a/wyk/03_Regresja_logistyczna.ipynb
+++ b/wyk/03_Regresja_logistyczna.ipynb
@@ -8,8 +8,7 @@
     }
    },
    "source": [
-    "## Uczenie maszynowe UMZ 2019/2020\n",
-    "### 24 marca 2020\n",
+    "## Uczenie maszynowe – zastosowania\n",
     "# 3. Regresja logistyczna"
    ]
   },
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        "z\r\n",
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+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"296.421307\" xlink:href=\"#mbc08fc8b8d\" y=\"279\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_4\">\r\n",
@@ -1720,7 +1719,7 @@
        "    <g id=\"xtick_5\">\r\n",
        "     <g id=\"line2d_5\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"367.439489\" xlink:href=\"#mb8958af318\" y=\"279\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"367.439489\" xlink:href=\"#mbc08fc8b8d\" y=\"279\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_5\">\r\n",
@@ -1737,10 +1736,10 @@
        "      <defs>\r\n",
        "       <path d=\"M 0 0 \r\n",
        "L -3.5 0 \r\n",
-       "\" id=\"m7901873388\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
+       "\" id=\"m6496b8adb0\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
        "      </defs>\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"256.35\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"256.35\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_6\">\r\n",
@@ -1763,7 +1762,7 @@
        "    <g id=\"ytick_2\">\r\n",
        "     <g id=\"line2d_7\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"211.05\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"211.05\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_7\">\r\n",
@@ -1778,7 +1777,7 @@
        "    <g id=\"ytick_3\">\r\n",
        "     <g id=\"line2d_8\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"165.75\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"165.75\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_8\">\r\n",
@@ -1793,7 +1792,7 @@
        "    <g id=\"ytick_4\">\r\n",
        "     <g id=\"line2d_9\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"120.45\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"120.45\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_9\">\r\n",
@@ -1840,7 +1839,7 @@
        "    <g id=\"ytick_5\">\r\n",
        "     <g id=\"line2d_10\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"75.15\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"75.15\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_10\">\r\n",
@@ -1896,7 +1895,7 @@
        "    <g id=\"ytick_6\">\r\n",
        "     <g id=\"line2d_11\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m7901873388\" y=\"29.85\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m6496b8adb0\" y=\"29.85\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_11\">\r\n",
@@ -1925,7 +1924,7 @@
        "    </g>\r\n",
        "   </g>\r\n",
        "   <g id=\"line2d_12\">\r\n",
-       "    <path clip-path=\"url(#p074f4c4fad)\" d=\"M 47.85767 254.834069 \r\n",
+       "    <path clip-path=\"url(#p7e129a189c)\" d=\"M 47.85767 254.834069 \r\n",
        "L 60.348305 254.201068 \r\n",
        "L 71.054564 253.454536 \r\n",
        "L 79.976446 252.64102 \r\n",
@@ -2012,7 +2011,7 @@
        "  </g>\r\n",
        " </g>\r\n",
        " <defs>\r\n",
-       "  <clipPath id=\"p074f4c4fad\">\r\n",
+       "  <clipPath id=\"p7e129a189c\">\r\n",
        "   <rect height=\"271.8\" width=\"390.6\" x=\"30.103125\" y=\"7.2\"/>\r\n",
        "  </clipPath>\r\n",
        " </defs>\r\n",
@@ -2080,24 +2079,6 @@
     "    return 1.0/(1.0 + np.exp(-X * theta))"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[0.00323613]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "#print(XMx3)\n",
-    "print(h(thetaBest, np.matrix([1, 5.4])))"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2128,7 +2109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 12,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2147,7 +2128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 13,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2162,7 +2143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 14,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2190,7 +2171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 15,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2299,159 +2280,159 @@
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        "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
        "z\r\n",
-       "\" id=\"m95c4180a39\" style=\"stroke:#ff0000;\"/>\r\n",
+       "\" id=\"m63d942517c\" style=\"stroke:#ff0000;\"/>\r\n",
        "    </defs>\r\n",
-       "    <g clip-path=\"url(#p0c9fd4c78c)\">\r\n",
-       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m95c4180a39\" y=\"114.679219\"/>\r\n",
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-       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m95c4180a39\" y=\"218.359219\"/>\r\n",
-       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m95c4180a39\" y=\"218.359219\"/>\r\n",
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@@ -2460,10 +2441,10 @@
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        "L 0 3.5 \r\n",
-       "\" id=\"mfb027fd687\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#mfb027fd687\" y=\"322.039219\"/>\r\n",
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@@ -2499,7 +2480,7 @@
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.155874\" xlink:href=\"#mfb027fd687\" y=\"322.039219\"/>\r\n",
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@@ -2527,7 +2508,7 @@
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.150811\" xlink:href=\"#mfb027fd687\" y=\"322.039219\"/>\r\n",
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@@ -2566,7 +2547,7 @@
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.145748\" xlink:href=\"#mfb027fd687\" y=\"322.039219\"/>\r\n",
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@@ -2613,7 +2594,7 @@
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-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.140684\" xlink:href=\"#mfb027fd687\" y=\"322.039219\"/>\r\n",
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@@ -2645,7 +2626,7 @@
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        "      <g>\r\n",
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@@ -2684,7 +2665,7 @@
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@@ -2729,7 +2710,7 @@
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@@ -2779,10 +2760,10 @@
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@@ -2812,7 +2793,7 @@
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@@ -2828,7 +2809,7 @@
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@@ -2843,7 +2824,7 @@
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@@ -2873,7 +2854,7 @@
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@@ -2888,7 +2869,7 @@
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@@ -3114,7 +3095,7 @@
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-       "    <path clip-path=\"url(#p0c9fd4c78c)\" d=\"M 52.160938 115.355908 \r\n",
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@@ -3196,7 +3177,7 @@
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-       "    <path clip-path=\"url(#p0c9fd4c78c)\" d=\"M 227.148279 322.039219 \r\n",
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@@ -3223,7 +3204,7 @@
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        " <defs>\r\n",
-       "  <clipPath id=\"p0c9fd4c78c\">\r\n",
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@@ -3364,7 +3345,7 @@
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x1acd8f5fac8>"
+       "<seaborn.axisgrid.PairGrid at 0x25356efcca0>"
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@@ -3378,7 +3359,7 @@
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        "     </g>\r\n",
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        "     </g>\r\n",
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        "     </g>\r\n",
-       "     <g id=\"text_18\">\r\n",
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-       "     <g id=\"line2d_87\">\r\n",
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        "   </g>\r\n",
        "   <g id=\"matplotlib.axis_29\">\r\n",
        "    <g id=\"xtick_53\">\r\n",
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"426.31027\" xlink:href=\"#mf43facabbb\" y=\"476.2\"/>\r\n",
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        "      </g>\r\n",
        "     </g>\r\n",
-       "     <g id=\"text_28\">\r\n",
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        "      <!-- 2 -->\r\n",
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        "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "    </g>\r\n",
        "    <g id=\"xtick_54\">\r\n",
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        "      </g>\r\n",
        "     </g>\r\n",
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        "      <!-- 4 -->\r\n",
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        "       <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
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        "     </g>\r\n",
        "    </g>\r\n",
        "    <g id=\"xtick_55\">\r\n",
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        "      </g>\r\n",
        "     </g>\r\n",
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        "    </g>\r\n",
        "    <g id=\"xtick_56\">\r\n",
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        "      </g>\r\n",
        "     </g>\r\n",
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        "      <!-- 8 -->\r\n",
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        "       <use xlink:href=\"#DejaVuSans-56\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "    </g>\r\n",
-       "    <g id=\"text_32\">\r\n",
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        "     <!-- pl -->\r\n",
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        "      <use xlink:href=\"#DejaVuSans-112\"/>\r\n",
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        "   <g id=\"matplotlib.axis_30\">\r\n",
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        "    </g>\r\n",
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-      "probs = [0.   0.23 0.77]\n",
-      "2   <=> 2  --  True [0.0, 0.2303, 0.7697]\n",
-      "regs  = [ 2.81605359 -1.42429467 -9.58880135]\n",
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+      "2   <=> 2  --  True [0.0001, 0.135, 0.8648]\n",
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+      "2   <=> 2  --  True [0.0011, 0.1765, 0.8224]\n",
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+      "regs  = [  3.50646316  -2.17600562 -11.38724392]\n",
+      "probs = [0.997 0.003 0.   ]\n",
+      "0   <=> 0  --  True [0.9966, 0.0034, 0.0]\n",
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