Repository: DHI/tsod (language: python)

Issue:
Constant gradient
Constant gradients are detected, but values < window_size are not flagged.
![image](https://user-images.githubusercontent.com/614215/112835789-0947dd00-909a-11eb-8a8d-892173be4b17.png)

Constant gradient
Constant gradients are detected, but values < window_size are not flagged.
![image](https://user-images.githubusercontent.com/614215/112835789-0947dd00-909a-11eb-8a8d-892173be4b17.png)



Discussion / hints:

Fix patch:
diff --git a/notebooks/Getting started.ipynb b/notebooks/Getting started.ipynb
index c5aded2..093f264 100644
--- a/notebooks/Getting started.ipynb
+++ b/notebooks/Getting started.ipynb
@@ -10,17 +10,13 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5-final"
+   "version": "3.8.5"
   },
   "orig_nbformat": 2,
   "kernelspec": {
    "name": "python3",
-   "display_name": "Python 3.8.5 64-bit (conda)",
-   "metadata": {
-    "interpreter": {
-     "hash": "04089dccd669f5475382045dd9eff7870585234f8cdbd51ae6db76ccd1cd85e5"
-    }
-   }
+   "display_name": "Python 3",
+   "language": "python"
   }
  },
  "nbformat": 4,
@@ -35,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -76,7 +72,7 @@
       "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>value</th>\n    </tr>\n    <tr>\n      <th>datetime</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2000-01-01 00:00:00</th>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 01:00:00</th>\n      <td>1.152781</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 02:00:00</th>\n      <td>1.450556</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 03:00:00</th>\n      <td>0.958643</td>\n    </tr>\n    <tr>\n      <th>2000-01-01 04:00:00</th>\n      <td>1.174895</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 4
+     "execution_count": 3
     }
    ],
    "source": [
@@ -86,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -95,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -106,7 +102,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 6
+     "execution_count": 5
     }
    ],
    "source": [
@@ -122,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -139,7 +135,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 38
+     "execution_count": 6
     }
    ],
    "source": [
@@ -152,25 +148,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1efdf0bcb80>"
+       "<matplotlib.legend.Legend at 0x183f11796d0>"
       ]
      },
      "metadata": {},
-     "execution_count": 39
+     "execution_count": 7
     },
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -192,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -200,6 +196,10 @@
      "data": {
       "text/plain": [
        "datetime\n",
+       "2000-01-02 00:00:00    1.0\n",
+       "2000-01-02 01:00:00    1.0\n",
+       "2000-01-02 02:00:00    1.0\n",
+       "2000-01-02 03:00:00    1.0\n",
        "2000-01-02 04:00:00    1.0\n",
        "2000-01-02 05:00:00    1.0\n",
        "2000-01-02 06:00:00    1.0\n",
@@ -213,7 +213,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 9
+     "execution_count": 8
     }
    ],
    "source": [
@@ -225,25 +225,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1efdbc0c580>"
+       "<matplotlib.legend.Legend at 0x183f160a430>"
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      },
      "metadata": {},
-     "execution_count": 10
+     "execution_count": 9
     },
     {
      "output_type": "display_data",
      "data": {
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M+8e74/5n8L1DnZug19WCTilFMifhPXvWY8NACJ9++EhVjyOVlP6rP3NBbw48QudY8WcPH8bZhRT+4h2XAQBequEqHACWU3kAqk3bqXS1oKfzMigFNg6Gcd2WISynqvPSpZLSf/U7F5fmwD10jhWnF5K4afsI3nv1BgxFfDg0WZugp3ISAGByKV2P3WsJXS3oiaz6AoX9HoT9IlJ5GbSKhUxz2iKL0PmiaHNgniYh/CTKUaGUYnolg7HeAAghuGy8t+w6WTIr4Qs/fbXIvjOT0jz4yaVU3fe3WXS1oCez6gsU8YsI+kRQCmQl9x5sXja3z1W/80XR5sBEPOAR+XPOAQAspfLISQrGegMAgMvHe/HK7CrSOeuF0V+cWMD//NErODxl77Ozv+URepuS1CL0kM+DkFcEAKRsXvByqDNFC08V89N5L5fmwETc7xV4cy4OAGB6RRVdJug71/VBocDRaesonWmBneAbt5mJZ8pG8u3Mr4SgR/wehHxqUSzzydxgzkMXeel/U2ERut8j8GIuDgBgejkDAFjTGwQAXL6uFwBsffSkJuQZyV7Q05rlIiuqndOJdLeg5woeetCnRujlztB2qFkufFG0VTAPPeDllgtHZTquCi6L0Ed7AhiO+m0zXdKaFmTL5Kobr94vLDfOdnnrvT/HP/z8VEMeu6sFPWHw0EO+6iwXNi3HaLnwtMXmYvTQ+XPOAYCZlTQ8AsFQxK/fdvl4L16yi9A1LcjkyyyKGrShUT56KifhyFS8qrU8J3S1oKcMHnqwSkFn+mG1KCrzLJemYPTQeWERBwCmVzIY7QkUXTnvXNeLE/MJ3Wo1wqzWctWk6ZwEnyiAkMZlukxpVtF4X7Ahj9/Vgm5MW2QeejrvzkNnl/vF3RZZhM7FpRlwD51jZmYlgzWa3cLYOd4LSoEjFpksLJBLlxH0ZE5GNODBaDTQsAh9arl4MbfedLWgs8ussK96y4WJibGwSNRL/+uxl5xK1OKhH5+J49DkcgP2itNKrAR942AYQEE0jbDPfTnLJZ2TEfSJWNcfbFiEzrJz1vII3T3JnISAV4BHFBBkaYtZd4LOBMRY+i/qE4u4ojcDY4Tu1kP/7PeO4c+qbPnAaU8opZhaSWOsp1jQWdBmZaswG6ac5ZLKSQj5RIz3BxsYoWdAiLqI2wi6W9CzEsKa1VKI0N1ZLiwflUforaPgoYuuPfRYIoeVKls+cNqTlXQembxSEqEHtKDNylZht5VLW0zlZIR8HqzrD2JmpTG56FPLaQxH/PB5GiO93S/oflXQ2feUyxabsh6hl04s4ouizYH55tV46CvpPFYz7msPOO0LyxEf6y22LdhVuJWtwiL0bAXLJeQTsa4/BEmhmF3N1muXdaZXMhhrkN0CdLmgJ7KyLuR+j7p67TYPPa8JusdK0HmI3hSYtcU8dDf9eOJc0LuOGSbofcURul+Leq0i9IKHXilCVz10AJhcrL+PPrWSxnhfY+wWoMsFXbVc1LM2IQQhr+h+UVRmgm7w0JnlwgP0piAZPHSgkEpaCVmhWM1KyMlKXYYfcNqDQoReLIyCQBDwCpavtZMsl1ROQtDnwbr+EID656JTSjG9nCm5sqgnXS3oqVzBcgGAoM/jWtCZZ2ucWFTLomgiK+EvHz1WVcVqo5hfzeJMG/eA1guLtEtqpz56PJ3Xf05Y5CZzOpOZlTQEAgwbiooYAa9o+dlykoeeyskIeUWs1SLoegv6ciqPdF5uWMoi0OWCnshKiBgEPeQT9RJgp0hWHnoNi6LPnV7E/U+cwi9Px9z/cYP4/75/HL/9T8/V7fEkWcG7v/QUfv7qfF0eLy8XR+hOffQVg6Bz26V7mFrJYCQaKKreZgS9ok2Wi7O0xZBfhN8jYiTqr3vq4lSDUxaBLhf0ZFZG2C/qv4d87i0XycpyEaqP0NklXzs1/5lPZHEmlqrbqv5SKo/9Z5fw/Nmlujye0UMHnDdFKxb0fJktOZ2EVQ46I+gVS2wVRaGFLBebCJ1SilRe1rPhBiN+LNU5O4o1FOOCXiXJnKRXiAJA0Ff6YldCLrcoWoX+sTfUdAOb/7hlNZOva4c5llFgFNRaMHvoTnPReYTenUyvpHVbxEzAIkI3fuYzNj1UcrICWaG6XvQGPXV7/zL0CL2Vlgsh5KuEkDlCyGGb+28ihKwQQl7Uvj5d/910D6UUSQvLxW2EnteiQ9E4gk77sZYIfaqNInTmNdfLM2RdLuPp+oioJFMIBPBql9hOPXQeoXcfbFLRmh7rKDfgFUqCtqTBZs3YfP5ZwSFLfewNeusv6MsZeMXihmL1xkmE/o8Abq2wzc8ppVdoX5+pfbdqJ5NXoFAUL4p63S+K6qX/BsuFEAJRIFXlobMFG1YC3A6w6PV8nTxD5lfWM0L3iIJ+lWT20A9fWMFDByZL/s74/+M8Qu8K0nkZqZyM4ai1KAZ9YolPblwktSssYvUpzHJphKBPr6SxpjcAwXC1X28qCjql9AkAiw3bgwaR0IdbmD10t5WipYui7PdaLBfWda0dYIJer7zbQoRenw+ErA0YKVhdxYL+f544hU9blPdzy6X7YOJsXBszErTIcmEBRl/Ia+uhs2SJYCMFvcEpi0D9PPRrCSEHCSHfJ4RcarcRIeRuQsh+Qsj++fn6ZEDYwYTb6KGH/VUsilqkLQJqpktNlstyuqqB1fUmLyv6Pp2vl+WinUzjdbI5JG1IN3sNzIuiJ+YSSGQlZE3RVzyd11s2cMulO2DvVbZAbsbKQ2daMBD22Wa5MF0I6x66F5m8UvKeqoULy+mG+udAfQT9AICNlNJdAP4XgO/YbUgpvZ9SuptSunt4eLgO/9oeY+tcRtDrcZ3/LVksigK1ROjqH2UlBUup1otMwhC51itNK1Vvy0Ub0m3VtlhWKE7NJwAAi8nirISVdB59IR9CPrHoODmdC/v8Bl0Juvr7YNhnG6GzbYyWC1C/97CsUMzGMw3NcAHqIOiU0jilNKH9/CgALyFkqOY9c8GJuQROah9qRlKfVmReFJVcRcZWlaIAE/TqI3TAus1ns2FWhE8UcH6xdH8Uhboehp1oQJaLRxTgFUoj9KnltD79xSzoy6k8eoNeRAMe15bLc2cWSx6P03rY58dO0K3SFo0RelZSLN/P+omCCXrIB6B+tuFCIgtJoQ3t4wLUQdAJIWsIUSttCCF7tMdsatXMJ751CJ9+uDgJh132hwxeW9AnQqFwNf7J1nKpclHUuMreDrnozBbZOhrB7Gqm5BLzd/7lefzxtw65ekz2AUrlZL2XeS2YPXTjouiJucKJ3CpC7w16EfF7sJp1/sFMZCW85/5n8I9Pnq5xzzn1Jm2KpM1YpSaz4G4grIq01ec/abJo6x2hvzyzCqCxKYuAs7TFBwA8DeBiQsgkIeS3CSH3EELu0TZ5N4DDhJCDAO4FcAdtsjl8bjGFeVNnNPYCmSN0wF2DrvKWSxVZLnlZf7O0Q6YLE/RLxnpAKXDB5KMfOLtkO0ndjoSh57w5wknlJPz+Ay+4OvZyHnolQe8LehENeF1F6C9NrkBSKBZ4hN526B66jaCrlotSdBXOMlgGw2pmTLleL42wXKZX0vijbx7EWG8AuzcO1Px45fBU2oBS+p4K938BwBfqtkcuyUoy5izaXCYtPHS9J3peRr/Dx7dqnwuwRdHqBH39QBCpGaktMl2Y0O0Y6wGg5qJfNBwBoIp9LJlDJi+DUgrtQqwixpmOK+k8Bg15t0en4njk4BSuuWgQ/+XqDY4eT5IpvKJg6aGfnE/A7xGQlRRLQd++JoqcrLhKW2QTjuqd5cCpnUwFyyXgVd8jWUnRF07ZbGEWoVulLpoj/3oJeiIr4YP/uB/JrIx/v+da9Ia8NT1eJTq+UnR2RRXz5XS+6KzMosSIr7g5FwBX/VxYHxGvWOqhux2HBqhvyJDPg9GeQFtE6EzQL1mrCroxF/1cTP05mZNdvbGNhRxmIV1IqKJ7yrTmUQ5Zi9C9NpbLzvFeCKQ0Qo+n8+gJetET8LrKcjnIBL0NFq3rxbOnF7Hzv/+w5Eq203DioQPFV+FJ7ef+sCqmVpkuhQjdZLnU+B64/4lTeHkmji/eeZUeNDWSjhf0C9rCYk5Sil4oKw89xM7YLiwXFg1a5aG7XSwEgHRejRzW9gb13g6thAndlpEIvCIpWhg9bejA6KaK1ByhG2Gie9pFd0fJ7KFrzzulFCfmE9g6GkVfyFck6Kx1bjWLogfPr1jueyfz3JlFrGYlvDq72updqYmUafHSTNBialFaGy1nJfbGbQgpRPg9AVXYV2qsdj69kMT6gRBu3NbYrD5Gxwu6McpdThc+0MmcBJ9HKIqsqxkUnZetPXSPQKrqh57JyQh6BYz1BfTeDq2ECV1v0IvxvmBRhH42Vp2gp3IyoprVZfbQYwk1QnQl6LK1h76YzGE5lceWkQgGwsWCzv5vQdCdifP8alYPErpJ0Fl75Mk2yKyqBSbGdnnoTOiNgp7UBlf42UQjC8sllZMR9Iq6regRBUT8niJNqYaZlTTWNGh+qBUdL+jG1L9lw+WRuY8LYHixXUXomqCbLBehhrTFoFfEWG8Qs/FMVVF+PYmn8wh6RXhFAev6Q0XCfXohpQ8IueBCCBJZSZ8mYxbFmCa65xZTjjNgWNqi2UNnC6JM0GMGQV8pEnS1SMTJ/2P++SVjPVjuolmkZ7STs3nRu9PI5Mtnufg9pYOiU1m1SV/A4j4GE30j9agWnV7JNLT/uZmOF/QLBtuiWNDlkvJg5o8lXXjoVv3QAS1Cr9JDD/rUJvp5mWIh0VpPczUjIapdXq4fCBaV/5+NJXHpeC/CPtFV0VEqK+sFFHaCLinUcdQvK2phkbmXywnNh988HMZAyIclW0FXj89JcdHB88sQCHDdlkGsZqWWn3DrxRltPcTNibkdSedleARSsqbFYEFbkaBrYs3us5orms5JJTZOT9BbUx66olDMxbMY5YLunKnltN5WdcVweZTISnoZL6May4X1CDdbLkINWS4BLUIHWt91cTWb1wVvXX8IsWRO98DPxFLYNBjGeH/QVWSXyEoYCPvg8wgl5f+Lyaw+8fz0grOFUUlRLC2Xk3NJBLX1iIFIseWiC3rIq1+pOfHRX5xcwbbRKNb0BkGpux4wS8kcPvbgC21XkJTISvpiaKdH6OmcYrsgChgXRQuizQSd+eN2aYtmvXDaQvepkwt4y989UXLlv5jKIScrGOOWi3OmltPYviYKoDhCN4+fA2rMQ7cqLKoyQlcFXX2RW90XXY3Q1RX9zcNhAMCRqThWM3ksJLLYOBTCeF/Q3aJoTj2Z9lpEOLFEDpeP9wIATs0789FZ6b/HtCh6Yj6Bi4bDEASCwbAPS6mcHlGbLRegcm8ZSikOTS7jivV9epaDGw/1l6dj+M6LU/j+4WnHf9MM2FpI0Ct2RYRul4MOFAQ9U+Shq1qgWy5WaYvalbMRp5bLgbNLeHl2teQqlg2zXtPghlxGOlrQKaWYWk7rKXfLRTMkZQtBV393l+ViX/rvNm0xLyvIyxRBr4jxvvaI0OMGy+W6LUPwigQ/OTaLs9ol+qbBMNb1h1wJQUp77nsCpRHOQiKHLSMR9Aa9jhdG7Tz0MwtJbBpST0L9IR8UWhByo6CzjIVK0fa5xRSWU3nsMgi6Gw+V1RU8eWLB8d80gzML6mt59UUDmF5Jd7SNlM5JZSN0FoWnizx0FqGXRu/6NjV46CwV11wPM2MzzLqRdLSgx9MSkjkZFw1F4PMIFouixS9QwCuAEHd56MxyMbcwFgUCxWVBrLEooi/khVckLc8LXs2oudoAEA14cc1Fg/jx0Vl9EW2jZrmspPOOMkVykoKcrCDsE7UIvfBcKwrFUiqHwYgPFw2HdUGfX83i+Ezc9jHtPPSklpYIAIMRtWiEefRWEXql/T82rab0Xbq2B32hagRdPek9dTKmi+bkUgqvtDhVkL2Wr9s8iLxMLQvxOgWWVGBHwCJtMZVXrxjLWS7JrISg12y5OBN0ZrHNrRYHZ9NxFqFzQXeEcehqX9Bb5KGzlW0jhBAEve5a6EoKhVckJVWSokAcDytmsDz5gE9Njwr5PK6HVtebeFrSI1gAePMlozi9kMRjx+YAABOa5QI4W1BjfVzCfk/JB2IlrY66Gwz7sWmoIOgf+8YLeO8/PGvbNC0vW3voxg93v9ZMic2BjKfz8HkEBLyifgVSKUI/ry0IbxwIFywXF4UlrDfPciqPo9NxUEpxz788j99/4AXHj9EIziwkMRz1Y+uoak1eWK7v8ONmks4rtjnogM2iaFa1UwJl0hbTeesI3UkL3VhSPUHOxs0Rehqi0NgJRWY6W9CXmaAH0BfyYilptFxK0xYBreOii7mirErRjEhqi9ABIOwT9Sq2VrGayesRLAC8accoAOA/Dk5hJOpHyOfBun5N0B346IW2xaKaJWCIiln0PBjx4aKhMKZXMnj29CKePBHDQiKrX7qakbWTqrGwiFJa5Huysu5YohCh9+pXHkzQy4vzucUUegIe9Ia81VkuK2lsGVHbJjx5YgHPn13C4QvxljdhOxNLqtaZdmKu16jBVpDJlY/Qy3nofo96hW5XKWol6EDl9wB7z82VCHoWo1G/pX40iq4Q9PG+IPqCPn0Bi1KKZK40bRHQurFVEFFZofji4yewksojL9MS/xxQF0ndLooWmvMLjvelkeQkBVlJ0YuAAPVq57LxHkgKxYTmT4/3OxcCfVCARYTOiorUCF0VPmOXTLsqRvWkKuivgyyr+01p4RKbWS6LyVJBjziN0JdSWD8QAlBdL4/p5QyuXN+HLSMRPHkyhq89dUZ/jHoOSnDLmVgKE0MhPZWUXWlNr6QxG299tbIbrBYvjZh9clmhyOQVhLSrYr9HQNYioEvn5JIremZFVkpdLHjoxc/lTDzd1JRFoMMF/YJh6GpvyKtfHmel4gneRkJeT8UxdMem4/jrH76M7700rbZuFUvPsNWkLZqb84f9Hlc58fWGRazRQPHzdMuONQCAiUFV3IbCfvg8giPLxThYpCegZrkwP5mJ7UDYpy9mHp9ZxTuvHAcAW69ZUmhJ6b/5asdsubBe6IBabOLzCPq+2XFuMYUNmqAHvCL8HsGxoOdlBbOrGYz1BXHd5kH88lQMPzg8gxFt9qXd1UejYSmLGwfDCPs96At59SutD3ztOXzCZWvkVpOqsCgqCgQ+sTAoOm0qRApY9EunlCKltQcw4uSkztaFgNJF0WYXFQEdLuhTy2mM9QYhCETz0NUnPqnPEy0V9KCvsofOrIHzSyldTMx4quiHbm4s5NbPrzcsYjVaLgBwyyWq7cIidEEgWNcXdFRcxKYVsbRFhRYKuVg72qGIDxNDqnB6RYI/vnU7eoNevDxrnZcuaR661+Ch68+l4YMa9olFlktfsHBcPQFP2Y6LilboxAQd0BbFHHros/EMKFX7XV+3ZUi7gqD4vTduAYCWLX6zlEV2Ah3vC+LCchon5xM4PrNat7GDzSKTV2zL/hkBr6Cf8FmnRRbcBTylE42ykjpQ3iptESgv6GxdCCh+jSmlmFnJYE1P81IWAQftc9sZVdDVM2CfIUJnDe3NaYsAm1pUQdA1a+D8Ygphn8fSchGqWhQt7uUc9ntamuXCBL0nWCzoO8aiuPc9V+KGLYXBU06Li4weuvEDEQ14saiJbX/YB68o4OLRKF4z0Y81vQFsG43YWi6SyUOXFWo5ikwtLsrq/5PVJwDQeqLbfzDnVrPISQrWGQS9L+S89Jv55GN9QVy5oQ+iQPCm7SO4cr3aqLlVrzNLWZwYLAj66YUkfnhkpqX7VS2q5VI+Dg36CqJdsABFw33FHrq5FzrDiaCzBdGhiB9zBvtqNSshlZN5hO6GqeW0noHRF/IhnZeRyRdavZqtBEA9U1cWdBahp/XhCmbqsSga9IltabkQQrB311r0awuNQCGyq4Teh97nQU+QdaxT/08smUVv0KuXbT/8e9fhM3vVmeLbRqN4ZXbVMtOFLUyzE6skU1gNCx4I+bCondRZ61xGpY6L57QMF3OE7rSwqLCeE0BPwIt/+sAe/MU7LsNQVH0OWyboevqpelzj/err+IPDqqCvpPO2czbbESuv24zRVmGfL5aS6PcIJcdbGChvI+hlrtKYVuwYiyKZk/X3P8tB5x66QyRZwYxh6GqvYQHjlFZSzqISIyGfWDFVcEE7604upmw9dFF0X1hkFqGQt7WLonEbQbdi83AEC4mcntpnhzFtsbCopN4WS+b0xUtAfR5Y07Nto1HEM5JljnReVuARBL0WQFYKrZKNl8lqx8UsFhJZrGrtBxiVOi6etxF0p+1TWVERa+lw/dYhjPYE9Ck5rbRchqN+/Wp1vC+IVE7GockVXKTZMM3YN0ppzfn4LLOpkuUSNHyuzBF6wCsiYxpBVxhuYb0oWu49wOxZ1uucvX9bUVQEdLCgJ3MyFAq9AIR9X07ncWIuAYFA92mNOLNc1BcplsxhJZ239NBF4r4fOlt5L1oUrbBQ10iYp9xj8tCtuPUydaH0Oy9cKLtdIlv4AJkvWWOJLAYNImtk66ia9WL1oWcROiGqj563WBQFgIGwH4uJHL7+1BkQArz18jH9vqi//Bi6c4spEKKmwDJ6gz7HzZmmV9LoCXhKbD6fR0B/yIv5RGuySeZWs0WiwlJQAeC912wEAMw3oUHc916axpv/7glXTd7MsFmg5RZFgWLRNg+uCHiForm+xdsUP65XFBD2ieUtF+252zGm2nvMdtHL/pvYxwXoYEFnaWCsx3FfUBWK5ZQq6BsHw3orTSNOUgVjhjf4mVjKOm2xitJ/K8vFvOLeTAqLopUj9PUDIezZNIBvv3DBtgAIUCN0gajHyE4UTBQXkzk9YjWzTSt6ecViYVQt/VdPqqyHjqWHHvZiIZnDPz19Fm++ZBSbtVF67BjLCfr5pRTGegJF7xk37VOnlgtXi2aGo/6WRegLiWxRYct4nxrkbBuNYM8mdb6lOX+6ETx/dknbn+qzffThFt4KHrpX1EW7sChqjNCtBd0qHbLSe4Adz8WjaoQ+q73ObE1llAu6M1gLTNZpUY/QUzmcmEvoBR5mWGFROVGKJXPo1x7v/GLK0kMXqphYVBhwq+5z2CciL1PkLKaQNwNmQVhlA1nx61eO49RCEgfLDI1mXS4JIfr8RGbtxBI5DESsI/ShiB8DYZ/lwqhsyDTyCILJQy+8hQfCfuQkBSvpPH7nxs1FjxFxYLkYF0QB9cOcyEqO+qgbF+jNtFTQV3NFV0XrB4IQBYJbLxvDSI9mBzUhQj9yQW3tUMsVqTmzyY6AVzB46IWsK8A6y6XgoZd+DnoqCPpiMoe+kFe/stMj9HgGQxGf3lm0WXSsoOfkYkFnl/cLiRzOxJJlBN0DWaH631sRS+Swa30fgEKGhZlq0hYzeRkCAXwiKyxiM05bE6WvZtTcW/PwDjtu2zkGn0coa7uksrI+9i/i80AghdSuxVQOQzaWCwBsHYmUWC6UUm1hWt1HURssYrUoyoRrz8QArtpQPAY8GvAimZNtawfOLxanLAKFIMHOdlEUqp/Up1fS9hF6xN+SPHRKKWLJLIaihQi9L+TDQ7/7Onz4ps0YDPshEGC+wcVFikJxZEoNAirVAjDimdJirErTihjGK1+2XhaqIssFYBG6/WsXS6o2Ym/QC59H0E/cMyvppvZwYXSsoNtF6Icml5GXKbYMWwt6ubmCgPohWEhksXUkor/AdhF6NYVFAcOYKzYNKJVvjY++msk78s8ZvUEvbtkxiv84OGUbtSYMbYsFgSCqFRctp3KgFEULlWa2jUbx6myi6OqJPcdsQHSJh274EDJBveemi0oem/WrsRKUTF7GTDxTIuiV0tbe8+Vn8F//7UWkczKWUvmKlku5q8JGsJJWK53NvUR2re9DwCtCFAgGI/6GN+s6E0vqkbLTCP0dX3wSf/Xo8aLbCtOKKme5ZEwResFyKc1ysbLvGE4sl8GwH4QQDBuey8ml5o6eY3SuoDMPXfM8I34PPALBc2cWAaCs5QLYt9BN5mRkJQVDET/W96sfcDsPvZrSf+ObhokRy5tvNvG05Mg/N/LOK8cRS+b0tDczKdNgEfaBKPRxsW9UtG00gtWsVNT7RJ8YZfTQZWsP/botg/jBx27AG7ePljx2tIygs5YG6weKBbnQE730A53MSnjuzCK+8+KUntNdznJJ5+Wm9+1h07CGbGwuQL16aLQd9NKFgkXnRNBTOQmn5pN47Phs0e3mwjw7ggZBT2W14c+aTvjLWi7uBX3RkLk10uPH3GoGU8tpvDqXwO6JgbL72Qg6WNDVCJF5VIQQ9IW8OKkNTdhsI+jBCoKu9xuJ+PW+Hnal/+4XRYur3EKttlwM04qc8obtI7h4NIq//fErllG6efRfb9CLqZWMLi52WS4AsEFLMzXOiS30ozd46Ip1HjohBNvX9Fg+dsSvirPVGDo2GLskQi/TQvfQ5AoUChACfOa7RwEUUhbNDEdbk7o4v6qeRIfLnERVEWrsfh2ZiuuvX8JB8MJqAs4vpovSZPWTeKXCIlPaYsgrQtD+vxq9m9IWtd+tIv9Kgh5LZAuCHvVjLp7Fj4+qJ6I3X1IaWDSaioJOCPkqIWSOEHLY5n5CCLmXEHKCEHKIEHJV/XezFLaQ6DcsOrCIaqw3YLvQx7ZZshkAzLzOwYhPj9isLBdPFYuibJ4og1kuroqL9u0DJiZUJfF4rL8PDalfFe77+u9ch2995Hr18fbtc/TvRYHgj2+7GKcXknjwufMl95tH/73h4mE8e3oRn/3eMQDlI3Qm9ka/mVXjWnnoPo/guJNdpEzHRSYa7IqMYaxtMPPCeTVr46Nv2KL3qBm39dDVyL3Zgq5H6FH757wZEfrhCyu4ZG0PBAIkspWzhlh1KwA8fTKm/5xy6KGztEVKKZbTef21V+8TkJOVoqtrFhz4LRYwe7QWulaJC5KsYCmV1zO3RqIBzK1m8aOjM9gyEsFFNrZvI3ESof8jgFvL3H8bgK3a190AvlT7blUmqwt64cXt0xo02dktAPSo+1zMOh+WRehDYaPlYpGHXkXaop3l4jhC37cPuPtu4OxZ9XdZtv4ei6lfFe4TFQUEUB/v7rsdi/obLh7Bnk0D+PufvFpyCW0e/fd/37INH7huAkem1CyHch76sN7IqiAwkjadiC1Ms3TRSm1UzehzRS0u+V+ZXUXAK+j/n1GuJ/qL55axaSiMD79hC9ZqVstor7VwtipCL1gu5SP0hUS2YVOMKKU4fGEFl433anUXTiJ09Sq7J+DBUycL05+sag+sCPpEyApFXqY4t5gqOlGzvzUuuKpjIQU9ijfSUyYQWEwVgj8AGO3xYyWdxzOnFvV+SM2m4vU2pfQJQshEmU3eDuDrVF3xeYYQ0kcIGaOUNnSwYiEPvXBOYs2YNpc5M67rD4IQ4KxNxaOxZ3fBcrHu5eK29F9dFC08FhM+FqGfmEvgLx89Zrvg+Hf/7Q8xlGrQcIJUCviTPwHuvLPipoQQfOK27fj1//0U/uWZs0UpgubRf4QQfPptlyAa8OJHR2bKCrq5pzlQsFxYJO4R1R46mXz5YcFm9EVRk+WSzsl45MUp3LxjtGSIid2iKKUUL5xfxg1bhhDwivird12OJ08sWNY9AEZBzyAnKfjvjxzBb18/gS0jUcvt68VCIgtRa1xnx3DED0mfJFX/QQyTS2nEMxIuW9uLx4/POcpyORNLoT/kxQ1bh/HUyRgopSCEuEhbLEwtOhdL4XVbBkvuU1vqqreVayegVztnpJLnh12ZGSN0QH3PtsJuAerjoY8DMF57T2q3lUAIuZsQsp8Qsn9+fr6mf8ougXwGsWWeJ6s6tMLvUafEn4tZz7NkEfpAuGC52HVbrCZCN14uMkFil5L/+co8fnp8DvF0HomsVPI1sDhr+bh149w5x5tetaEf431BvGxKM0zlJN1KYhBC8F9v2YYffOz1ZS0SryigL+TVGx4BQN7koYsGD73SB9tIxGZR9OEXLyCekfD+aycs98eqUnBqJYP51Syu2NAHALhx2zA+dfsO2//dF/TCIxDMJ7J44pV5PPDsOXz5idOO971aWA66VeTJGNEyMRrlox/WFkQvG+9xXBl9LpbChsEwXrd5EHOrWZycV4vN9BJ9b/k4lH2uVlJ5zMQz2DhQaAFiNYau3Fg7c3GckViiOEIf7mHC7seudX3lD7JB1KPbotW7xVLpKKX3A7gfAHbv3l3TNZ5uuRRF6JrlUsG72jAQso3QFxI5RP0eBLxiwXKxitAJAaXQoweg0GvC7myfyct6f2ygsKrO3qgrqRwEAnz7w9dZfwg/t6FgtzSCDRtcbd4XKm4vqygUqVzpcG43DIZ9RZaLLBcP6fboHnplL9UIs1yMETqlFF9/+iy2r4nitRP9ln/XG/SWWC4vnFP9c9ZJsRKCNoZsfjWL772kXrh+//A0PvOOS22j+npgrhK1gr0f51az2DFWdtOKJLIS/vyRI/hvt27Xr0oOT63AIxBcvCaKsN/jMEJP4jUb+/G6zWq3z6dOxrBlJFpSmGcHE+1X59RgY8Ng0HBf6czRdL74ytlIIUIvFXRzFhF7Lm+5ZLTsSbSR1CNCnwSw3vD7OgBTdXjcsmT1hYzi0m+gvIcOqJ3nbD10QxpS2O/BYNhnW1gEoGhx5ZGDU7jyMz/GUzZT30sWRU2Wy7I2Zcf2zfDZzwKh0v40dSEUUh/fBX0hb1FKHxvtZzUpyilDpiIc5qEbS//ZgItKJeBG2EKt0UM/cG4JR6fjeO81G0vsFoZVpeAL55bh9wjYPubcMhmO+jG5lMaPj85iYjCEeEbCE69Yv0/qxUIiW3ZBlO0XUB9//xevLuDfn5/EY8cKV5JHp+LYMhKB3yMi4hcrRug5ScHUchobB0JYPxDEeF8QT51Q13zMhXl2sGj7+Iwm6IYInemFMULP5Oyv9ljH0LhFg67CwBb1Odw8HMHNO0b1HjmtoB6C/giA92vZLtcAWGm0fw4YF0ULh/Cbr92AL915VUUvcMNgCLFkzjJaUNOQCn//uXdfjg9dX1qowkTXaLu8OptAVlLwf319P16yKI83X9qxGYcsQl9O5fWFXUvuvBO4/35go/aGEUXr74OD6pfT+zZuVB/XgX9uxJzSpbfOrSFCVwXdEKGbPHSv5qGny3wIrRAEgoi/uPz/n58+i6jfo09MsqIv5C253H7x/DIuX9ertwF2wnDUj2dOxZDISvizt12C/pAXjxxsbNyzkChfmcv2Cygdn1YNR6fVhW8mpOznS7ROhGFf5UXRyaUUFApsHAyDEIKrLxrAAe2KKKUthNudfBls3sDL2n6w1sGAcYh0YZ3KkeViEaHHEuoVNVujCHhF/MNv7dY7L7YCJ2mLDwB4GsDFhJBJQshvE0LuIYTco23yKIBTAE4A+DKADzdsbw3kTHnogPrmvG1n5etG5qmdtfDRY4ni3hdv2jGKS9aWvkAsQjcujM7GM+gLedEX8uGurz2L6ZXi/uGsUpRBCCl6k7MIvSx33gmcOQNQCkiS9feFBfXL6X1nzrgWc0DtRmi0I9gJ0mlvGCuGIr6iRdG8bPbQteZcZT6EdkQDniLL5dnTi3jjjpGyJ6C+oK8oxTUnKXjpwgqu0FpDOGUo4tO7g75+2zBu2zmGnxydrTgOsVpYxXOlCD3k8yBSp0ErR7Xy/uMzqrAvp3KYXsnoVzIRB5YLs0KZCE8MhjG3mkUmLzteN2Hvi1dmVxH2iUWf54CmF9kSy8UuQi/joSezGAj7W2avWFFR0Cml76GUjlFKvZTSdZTSr1BK76OU3qfdTymlH6GUbqaU7qSU7m/8bqsRukCsFywrwd4sVrZLLJl1tNovWkToc6tZbBgI4b73vgaxZA5PvFK88JuRSsdnqX0n1Df5SiqntzDoBNSJPjm9pJ2Nn6tUml2OwYia+sVO2IXCIkH/Lml56G48dKBUUJbT+bJFNwCbglQQ9MmlFHKS4joKY5HwrZeugVcUsHfXWqTzMn5ybM7V4zglkZW0iufyETqgFcTURdBVIX95Rh1UwiL1i7Vir0ig8gzdswtsIIcadLF2CjMrGWRyzl5zts3J+QQ2aJG++T5jx8V0mRTYsE+EQOw89FzZQrlW0MGVojL8nsqXX1Zs0ATdvDAqKxSLyZyjDwETdGP+7mw8g5FoABu1PuzGdq2yonZVNL9xwj6xKEIvl2LWbvQFvcjLVM/SMY6fqxa2iMdElHnooql9rts8dEAVFLaPWUlGKidXPIEOhNQInb3OLK3VnLNeCXbiYD3a90wMYE1PAI+82Bjbha1DVFoUBdTCo/kaW+guJXOYWslgvC+IpVQec6tZHNcsmB3aKEAnWS5nF1MI+UT9M8i6GE4tp7WEA+cRel6m2Giq/tUXRXMFy8W8tmWEEIKeoNfWQx90oBXNpGMFPScpVbem7Al40R/y4qwpQl9O5aDQ8uXpDLsIfaTHX1iAMwh6oZlU8T4HDSPxKnrobYZxqAhgmFZUU4TOqkVVgZFMaYtekSAvu09bBKB56OxqSN3n3grP90BYtUoKQzpy+u1uuP3yMXzitu165oYgELzt8jH85ytzjgdRu8FJURFjJOqvuYUu889//Sp1PeL4zCqOz6xiIOzTT34Rvwd5mZZ0UTRyNpbS/XOgUH17QRN0Jydx4zYbBs2C7i5tEVD1wtpDd3Y130w6VtCzkmJZquuUDYNhvSKN4aSBFEMgxRF6TlKwmMxhNBqAqC/AFQTdqvcIoI3Ey0uQFYp4xoGH3kb0ammiTJDY8UZc9ocxwgRIF3S5eFHU6KG7tVyihgidnYT6K0To7ATD3hssR95uUIcdI9EA7rlxc1Ee/t4r1iIvU/zgSP1zCBZWnQv6cLR4wHE1sPa4bIH5+HQcx2ZWsX1NtKS7aLmF0bOxZFFUzVrQTi1nkHJquRiCJnN/HjvLpdzj9gQ9tnno3HKpE1lJKcpBd8vGgVBJhK43kHJwGeUxRegswmFDA8wzLO16OYc0yyWezoMaRup1AoVuhKrYsefPrR1hZEiP0NXH1NvnigUPPa/NFK3GQ2evyZIm0Kx2wY5+LYJnC6OLVUboVuwc78XEYKgh2S6FPi6V93Mo4kcyJ9c0LPrIVBxjvQFcNBzBmp4Ajk7H8crMalGzND1N18Z2kRWK84tp3bIE1DTD4agfU8vpstaIEeP7YmNJhF6a5ZLJK2Uftzfo1cc1MrKSjNWsxAW9XjAPvVo2DoYwtZwuaroTc+E7CqY8dBbhjPYULi+NC3DsMtN8aRfSRuKxiLGTBJ3tK4vQ51ez8HsERGtMWwQKFbu6h26I0Nniq/ssF6+e5eL0+Ta3I4glc4gGPHWZREMIwd5da/H0yVhd0gaNzCdyIERdA6hEoV9J9Rk3R6fienrixWuiePz4HNJ5uShXX++nY/N/plfSyMlKyXD3tX1BTK2kyy5eGjFuY6wSBUotF0lWkJPLt5HoCZSmri66uJpvJh0r6DlJqVhgUI4NAyEoVPXmGOxnJ2ddc9rirLaoxPo5mGdYmgdEM8I+deV/OeUsYmwnzB763GoWw1F/VQvVjJBPRMAr6BaHZEpb9IhEj7LdFBYBqqCwqUX68+3QcmEReiyZc3TCd8reK9ZCocD3DtXXdllIZDEQ8jmaRlWuE6UT0jkZJ+cTuFRL790+FtUj2h1WEbpNpgsrtNo53lt0+3hfwJWH7hUFeAQCUSBFQ78BtSjJIxB9vSfjYPC0lYduLvtvFzpW0Gu2XAaLc9ElWcEDz57DzvFeR5fT5kVRFmEVLBdvseVi01goaIrQezspQjcM5gbUCL0WuwVQo9bBsF/3gKWStEWiD4pwuyjKer+rJ1DmoTuzXFhEFktk62K3MLaMRLFjrKfutsvCauWyf0aU9Yqvct7ny7OrUCj0eo3tWlaLQIr7KjFBt/s/Dx2YxNaRiH5iYKztDapZLi6KyYJeEeN9wZITGiFEbUGgnXB0K7TM46oeevE+Oxke0go6V9DztS2KMm+NVZN976VpnI2l8JE3bHEUYZrTFufiamc7tlhWEqFbDDUGtFSunKTbFp2UthjwCvB5BN1Dn1/NVszrdsJQ1I+FZLGHXij9Lzx/1XjogNrPZTmdh1ckFdPgAl4RYZ+oR2SLyVxdBR0A9u5aixfOLRcNc6gVtajI2X5GLCyXHxye0QuEKsEWRC9dq0bWzDefGAoXvUaRMh762VgS+88u4devWlfy+VvbF0Qmr2AxlXNss/m9Yol/btwPNmij3Pg5Rk/Ai3ReLrJnzWX/7ULnCrqswFeDhz4S9eOK9X34/E9exQvnlvC/Hz+JLSMRx20vRVIcoc9qU76Z0EcDnqK+IRmbLJegNkGFvUE6KW2REKIuGGlXF/OJ2iN0ABgK+wwRerGHbiwkqyYPHVCFazmVQ2/Q5+jk3R/2mSyX+r5Gb9Ny0+sZpS8knFtDUQtB/+RDh/A3P3rF0d8fnYojGvBgXb+aYrh5OAKPQIrsFqBQn2Al6N86cAGEwLINAysuotT5Vdnrtw7hTdtHLO9TBV19zzoZa8eqRY1X3NxyqTPZvFxThE4IwZffvxvDUT/e8+Vn8PLsKj5802bHZbyieVF0NYtRw1BYs+Vi15yfRYgz2qJqTw0pf62gT+tGmJfVk1JdBD3i19MDzR66Me2vmjx0QJ2as5zKV0xZZAyGfYgl1eKiRkTo6wdCuGpDH/6jjoK+lMpVtJMYrF8Je78qCsVKOo8DZ5ccDbY+oi2IspOjzyPg/9l7KT50w6ai7QrPf3E2jaJQPHRgEtdvGdLTFI2wEwXg/Krsb3/zCtx13SbL+yKBQruNtE19iBG9QZfhhLeQzMIn1pYA0Ag6VtBzNeahA2p63T99cA9CPg/WDwTxa7vWOv5bs6CrVaIFMYv6PcjkFX1YRdrG9w1pb4gLy2lEAx5Hi1jtRF9IFXQWsdRD0Ae1fi6KQg2Wi/q8GDtfVpPlAqiR6JKLNgsDYR8Wk1nEM3nICnWdg+6EvbvW4vjMKl4x9ZevBkpZG2Nnz0/E5G0nchIUql6NnF6wnhvAkBWK4zPxkn5H771mI67cUNxe2C5tcf/ZJUwupfWiJDNrDaP93L7mVoT9hatnu3RiI1Y90WMJ9cReSwJAI+gs9TCgFhbV/uJuGgrj+39wA/7td6511T1PF3RaiNBHDBF6xDQhx+7SLqT9Pr2c7qiURUZv0IfldF5v7lQXD12bohPP5EsqRWvx0KOGIRduqnL7wz4sJfNF82brzVsvXwuBoC6tANjMTKc9dcweulG49p9dKvu3pxcSyOQV3T8vh1cU4PcIJYL+zCm1Pe6bL1lj+Xf9Ia++9uT2qsyKqKEFgZOxdlY90dux7B/ocEGvRy4wAIz2BGwnttthjNCNVaIMYzQI2FeKsihqajnTUSmLDHXIRQ7zCdUyqleEDqgLe2U99Gotl4yEFRd9c1TLJWtYCKv/6zQc9eN1m4fwyMEpRzZHOQpN0pw9P15RQMAr6JaLsSXy82fKCzqbFWvOTLHDquNiPJ1HyCfadr0khOhRutNjqrgP5kCrXJaLHqEX9rsdy/6Bjhb02jz0WmGLorJCS6pEgUI0yM7qrDLNvM9BLYqaW810ZITeF/QWR+h1EPRhvfw/V95Dr3JRNJFVLZd+h8I8EPYjk1cwuaRmoTTCcgFU2+XcYgqHLHrpu0EfNOKip0404NWFlglXNODB/rOLZf/u6FQcPlGoOFSGYdWgK5GV9M+LHayni9urMrt9SJgsl/IRevFnGXDWa74VdLCg15aHXivGCN1cJQpAXyxhETqbLG723Fh/C4Wio/q4MHqDXqRyMi4sq89BPYpuBg39XOrpoTOBm09kkckrjp9vNgnr1bmEtn+N+SC/5bI18IlCzdkuKU2s3FzBRP0efdGPReiv3zaMk/PJovbBZo5Ox7FtTcSxXRk2pAwyVjNSxR76a7Ur6Hp46KyNr6L1BKr0uFYeeiMWx+tBRwo6parN4W/hAqJR0M1VokDBcmGRwFLSOuvA+KHryAhd2+eTcwn0BDx1iaD0fi6r2bIeulvLhTVNm1xUK4KdZoGwXONXZxOu/s4tvUEvbrx4GN89NFU02tAtrPDKTRtj4/APFomytL/nbXx0Sqme4eIUqzF08Uxe/7zYwSyXenjoEb8IStUrmYwDyyXkEyEKRH9eUjkJ6bzMLZd6kZPZgOjGDdithHFR1FwlChhze4vL4s0YF6460UNn7WdfnVuti90CqILp8wiYXslAku099Gost4jfo1snbrJcAODE3Cp66tTHxY69u9ZiNp7Fs6fLWx3lYGXtQa9zyyViaCbHItHrtw7BKxJb22U2rq4rOFkQZVgNil7NVLZcWAl/XSJ0rTI2mZUcZbkQQtATKFSLtmsOOtChgm41T7TZ6IIuU8zFsxBIsbdqzhywq6IMd3qErtkWpxeSdRN0QSDYOBDC6YWkRYSufncyW9KKSMCDySU1Qne6KMoE/dxiquFR2c07RhHyiTXZLmxR1FWE7jd66HkQAgyF/bhsvNd2YZRViFqNaLTDzkPvqRChv/mSNfjoG7fobQVqgT0vqxk10vaKpKJl1BMs9HNp17J/oFMF3WaBsZkYI/TZeAbDUX/Rgp0xRQ5QfVtjBM8wXup1oofOTkJ5mRZZTrUyMRTGmVgSskIhCkQXb+ahV3vpHfF79MZfTtMWmaA7HX5SC0GfiFsuGcX3D08XlZq7gS2KuskIiRhaVayk84j6PRAEgkvGenByPmH5N2zknJtxfBGfVYSer+ih94a8+PibL65LnYbxs+m0r76x42K7lv0DHSrozHJp5KVvJYwe+kw8U1QlCqh9nH0eQS9GiSWsI/Qiy6WDyv4ZxpNQvSJ0QK0POBtLIScrRSdK5qEHqnztjZf2Tq+IegIe/QqhGQthe3etxXIqj1+cmK+8sQVsUdTNbNdiD13Sm8QNR/1Y0iqBzRyZimNiMORqKLhVhO7EcqknRssl47CDY0+wsGisWy58UbQ+sInd9SgsqhaPQdBfnlnF1pHSS8EeLeqJJbNQqLXgiQLRrzQ603IpvKnrKegbB0PISmqqoNE3Zz+X645XDqP4OF3cJIToKY7N8E1v2DqM3qC36iIjNtLQVdqi36NWiGpl/+xEzSymJYtMl6PTcVf+OaAtiuZkvamdJCtI5eSKi6L1pMhycdjB0RihLySdD8JpNp0p6G3gobMRdPOrWcytZrFjrFTQ2Ri6SjnarKCikzotMqIBD5iVXY8qUcYmrb3xq7OJIkE3eujVwCJBn0co6XxZDhaNNSoH3YjPI+C2y9bgR0dn9UU7N+iLom7SFgNeUKq2Fo6n87qnPayJlnnmaDyTx7nFlCv/HCi815ktxHqqNDNCjxoXRZ1G6Iae6IsJteujmyugZtGRgs68xXbIQ2eVctvXlL6x1Qk56gR0ABi28ZjZG6qTeqEzBIHo0Vw9I/SJIVXQz8SSRb4pa6NbraCzy+3+kNfVoiqL5puVe7x311qkcjIeOz7r+m9TOXWhz40laVzEN0bohQlSxRH6Me19X62gM9uFiWQtc2jdwiJ01UN3NsrQ2BM91qZl/0CHCjqL0H1i69MW2Ur/dosInfVEZxH6iI3gscWrTlwUBQpXFvUU9DU9Afg9AvIyLfLQ2aCLqhdFA+xqyN0HciDSPMsFAK6+aBAjUX9VtkvK4ag2I8aFwnimEKEPmoZ2M/SSfxcLoub/AxSywJrZZdRYMZxx+FwZe6IvtGnZP+BQ0AkhtxJCXiaEnCCEfMLi/psIISuEkBe1r0/Xf1cLsPmc7RChvzqXwFDEb1kh6dRyCfk9CPnElq4J1EIjInRBIPpsSa+F5VJtAROr4HV7NdRMywVQj/Otl4/hZy/PF/VWcUIyK9n2RbGjMO8zr0boIRahF89UZRydjmMo4i9qSOcE5usndUFXj62ZHrrfI8IrEj3LxZGHbuiJHmvTsn/AgaATQkQAXwRwG4BLALyHEHKJxaY/p5ReoX19ps77WURbpS0q1NI/Bwr9MeZXs4i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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -265,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -275,6 +275,10 @@
        "datetime\n",
        "2000-01-01 13:00:00    3.0\n",
        "2000-01-01 14:00:00    3.0\n",
+       "2000-01-02 00:00:00    1.0\n",
+       "2000-01-02 01:00:00    1.0\n",
+       "2000-01-02 02:00:00    1.0\n",
+       "2000-01-02 03:00:00    1.0\n",
        "2000-01-02 04:00:00    1.0\n",
        "2000-01-02 05:00:00    1.0\n",
        "2000-01-02 06:00:00    1.0\n",
@@ -289,7 +293,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 12
+     "execution_count": 10
     }
    ],
    "source": [
@@ -302,25 +306,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1efdcc0de80>"
+       "<matplotlib.legend.Legend at 0x183f1687790>"
       ]
      },
      "metadata": {},
-     "execution_count": 13
+     "execution_count": 11
     },
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -342,7 +346,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -353,25 +357,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1efdcc0d5e0>"
+       "<matplotlib.legend.Legend at 0x183f1259df0>"
       ]
      },
      "metadata": {},
-     "execution_count": 15
+     "execution_count": 13
     },
     {
      "output_type": "display_data",
      "data": {
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      },
      "metadata": {
       "needs_background": "light"
@@ -394,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -405,14 +409,14 @@
       ]
      },
      "metadata": {},
-     "execution_count": 31
+     "execution_count": 14
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1152x288 with 1 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
diff --git a/tsod/base.py b/tsod/base.py
index 21eefbc..98c45e3 100644
--- a/tsod/base.py
+++ b/tsod/base.py
@@ -78,12 +78,12 @@ def validate(self, data: pd.Series) -> pd.Series:
             raise WrongInputDataType()
         return data
 
-    def _gradient(self, data: pd.Series) -> pd.Series:
+    def _gradient(self, data: pd.Series, periods: int = 1) -> pd.Series:
         dt = data.index.to_series().diff().dt.total_seconds()
         if dt.min() < 1e-15:
             raise ValueError("Input must be monotonic increasing")
 
-        gradient = data.diff() / dt
+        gradient = data.diff(periods=periods) / dt
         return gradient
 
     def __str__(self):
diff --git a/tsod/detectors.py b/tsod/detectors.py
index cc9a6af..02c7203 100644
--- a/tsod/detectors.py
+++ b/tsod/detectors.py
@@ -175,7 +175,7 @@ class ConstantValueDetector(Detector):
     Commonly caused by sensor failures, which get stuck at a constant level.
     """
 
-    def __init__(self, window_size: int = 5, threshold: float = 1e-7):
+    def __init__(self, window_size: int = 3, threshold: float = 1e-7):
         super().__init__()
         self._threshold = threshold
         self._window_size = window_size
@@ -184,10 +184,19 @@ def _fit(self, data):
         return self
 
     def _detect(self, data: pd.Series) -> pd.Series:
-        rollmax = data.rolling(self._window_size).apply(np.nanmax)
-        rollmin = data.rolling(self._window_size).apply(np.nanmin)
+        rollmax = data.rolling(self._window_size, center=True).apply(np.nanmax)
+        rollmin = data.rolling(self._window_size, center=True).apply(np.nanmin)
         anomalies = np.abs(rollmax - rollmin) < self._threshold
         anomalies[0] = False  # first element cannot be determined
+        anomalies[-1] = False
+        idx = np.where(anomalies)[0]
+        if idx is not None:
+            # assuming window size = 3
+            # remove also points before and after each detected anomaly
+            anomalies[idx[idx > 0] - 1] = True
+            maxidx = len(anomalies) - 1
+            anomalies[idx[idx < maxidx] + 1] = True
+
         return anomalies
 
     def __str__(self):
@@ -202,15 +211,18 @@ class ConstantGradientDetector(ConstantValueDetector):
     Parameters
     ==========
     window_size: int
-        Minium window to consider as anomaly, default 5
+        Minium window to consider as anomaly, default 3
     """
 
-    def __init__(self, window_size: int = 5):
+    def __init__(self, window_size: int = 3):
         super().__init__(window_size=window_size)
 
     def _detect(self, data: pd.Series) -> pd.Series:
-        gradient = self._gradient(data)
-        return super()._detect(gradient)
+        gradient = self._gradient(data, periods=1)
+        s1 = super()._detect(gradient)
+        gradient = self._gradient(data, periods=-1)
+        s2 = super()._detect(gradient)
+        return s1 | s2
 
     def __str__(self):
         return f"{self.__class__.__name__}({self._window_size})"


Test patch:
diff --git a/tests/test_detectors.py b/tests/test_detectors.py
index 3f39c09..0f11c29 100644
--- a/tests/test_detectors.py
+++ b/tests/test_detectors.py
@@ -62,7 +62,7 @@ def range_data_series(range_data):
 def constant_gradient_data_series(range_data):
     normal_data = np.array([0, np.nan, 1, 1.1, 1.4, 1.5555, 3.14, 4])
     abnormal_data = np.array([-1, 2.0, 2.1, 2.2, 2.3, 2.4, 4, 10])
-    expected_anomalies = np.array([False, False, True, True, True, False, False, False])
+    expected_anomalies = np.array([False, True, True, True, True, True, False, False])
     time = pd.date_range(start="2020", periods=len(normal_data), freq="1H")
     return (
         pd.Series(normal_data, index=time),
@@ -75,9 +75,7 @@ def constant_gradient_data_series(range_data):
 def constant_data_series(range_data):
     normal_data = np.array([0, np.nan, 1, 1.1, 1.4, 1.5555, 3.14, 4])
     abnormal_data = np.array([-1, np.nan, 1, 1, 1, 1, 4, 10])
-    expected_anomalies = np.array(
-        [False, False, False, True, True, False, False, False]
-    )
+    expected_anomalies = np.array([False, False, True, True, True, True, False, False])
     time = pd.date_range(start="2020", periods=len(normal_data), freq="1H")
     return (
         pd.Series(normal_data, index=time),
@@ -179,10 +177,7 @@ def test_diff_range_detector_autoset(range_data_series):
 def test_combined_detector():
     df = pd.read_csv("tests/data/example.csv", parse_dates=True, index_col=0)
     combined = CombinedDetector(
-        [
-            ConstantValueDetector(),
-            RangeDetector(max_value=2.0),
-        ]
+        [ConstantValueDetector(), RangeDetector(max_value=2.0),]
     )
 
     series = df.value
@@ -250,7 +245,7 @@ def test_constant_value_detector(constant_data_series):
     anomalies = detector.detect(abnormal_data)
 
     assert len(anomalies) == len(abnormal_data)
-    assert sum(anomalies) == 2
+    assert sum(anomalies) == 4
 
 
 def test_constant_gradient_detector(constant_gradient_data_series):
@@ -266,7 +261,7 @@ def test_constant_gradient_detector(constant_gradient_data_series):
     anomalies = detector.detect(abnormal_data)
 
     assert len(anomalies) == len(abnormal_data)
-    assert sum(anomalies) == 2
+    assert sum(anomalies) == 5
 
 
 def test_max_abs_gradient_detector_constant_gradient(constant_gradient_data_series):