From c06a042e402391b2bdb8cff8b5afe5d8a3fbf33e Mon Sep 17 00:00:00 2001
From: Priyanka Perera <pcperera@gmail.com>
Date: Sat, 11 Feb 2023 10:49:15 +0530
Subject: [PATCH] Add histograms to descriptive analysis

---
 README.md                 |  18 +++++++-
 descriptive.ipynb         |  85 +++++++++++++++++++++++++++++++++-----
 img.png => images/img.png | Bin
 images/img_1.png          | Bin 0 -> 17299 bytes
 images/img_10.png         | Bin 0 -> 19660 bytes
 images/img_2.png          | Bin 18666 -> 17299 bytes
 images/img_3.png          | Bin 0 -> 18128 bytes
 images/img_4.png          | Bin 0 -> 17273 bytes
 images/img_5.png          | Bin 0 -> 18444 bytes
 images/img_6.png          | Bin 0 -> 19294 bytes
 images/img_7.png          | Bin 0 -> 19570 bytes
 images/img_8.png          | Bin 0 -> 19597 bytes
 images/img_9.png          | Bin 0 -> 15737 bytes
 13 files changed, 91 insertions(+), 12 deletions(-)
 rename img.png => images/img.png (100%)
 create mode 100644 images/img_1.png
 create mode 100644 images/img_10.png
 create mode 100644 images/img_3.png
 create mode 100644 images/img_4.png
 create mode 100644 images/img_5.png
 create mode 100644 images/img_6.png
 create mode 100644 images/img_7.png
 create mode 100644 images/img_8.png
 create mode 100644 images/img_9.png

diff --git a/README.md b/README.md
index 30cf2aa..cf3248b 100644
--- a/README.md
+++ b/README.md
@@ -32,12 +32,26 @@
 
 ### Histograms
 
-#### Concrete compressive strength\(MPa\)
 ![img_2.png](images/img_2.png)
 
+![img_3.png](images/img_3.png)
+
+![img_4.png](images/img_4.png)
+
+![img_5.png](images/img_5.png)
+
+![img_6.png](images/img_6.png)
+
+![img_7.png](images/img_7.png)
+
+![img_8.png](images/img_8.png)
+
+![img_9.png](images/img_9.png)
+
+![img_10.png](images/img_10.png)
 
 
 ### Pair-plots
-![img.png](img.png)
+![img.png](images/img.png)
 
 
diff --git a/descriptive.ipynb b/descriptive.ipynb
index bb0ad41..2f55d76 100644
--- a/descriptive.ipynb
+++ b/descriptive.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 51,
    "id": "7eb156bc",
    "metadata": {
     "scrolled": false
@@ -35,7 +35,7 @@
       "text/plain": "                                                    Cement (component 1)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                            1.000000   \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                  -0.275216   \nFly Ash (component 3)(kg in a m^3 mixture)                                          -0.397467   \nWater  (component 4)(kg in a m^3 mixture)                                           -0.081587   \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                   0.092386   \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                  -0.109349   \nFine Aggregate (component 7)(kg in a m^3 mixture)                                   -0.222718   \nAge (day)                                                                            0.081946   \nConcrete compressive strength(MPa, megapascals)                                      0.497832   \n\n                                                    Blast Furnace Slag (component 2)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                                   -0.275216       \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                           1.000000       \nFly Ash (component 3)(kg in a m^3 mixture)                                                  -0.323580       \nWater  (component 4)(kg in a m^3 mixture)                                                    0.107252       \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                           0.043270       \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                          -0.283999       \nFine Aggregate (component 7)(kg in a m^3 mixture)                                           -0.281603       \nAge (day)                                                                                   -0.044246       \nConcrete compressive strength(MPa, megapascals)                                              0.134829       \n\n                                                    Fly Ash (component 3)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                            -0.397467   \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                   -0.323580   \nFly Ash (component 3)(kg in a m^3 mixture)                                            1.000000   \nWater  (component 4)(kg in a m^3 mixture)                                            -0.256984   \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                    0.377503   \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                   -0.009961   \nFine Aggregate (component 7)(kg in a m^3 mixture)                                     0.079108   \nAge (day)                                                                            -0.154371   \nConcrete compressive strength(MPa, megapascals)                                      -0.105755   \n\n                                                    Water  (component 4)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                           -0.081587   \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                   0.107252   \nFly Ash (component 3)(kg in a m^3 mixture)                                          -0.256984   \nWater  (component 4)(kg in a m^3 mixture)                                            1.000000   \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                  -0.657533   \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                  -0.182294   \nFine Aggregate (component 7)(kg in a m^3 mixture)                                   -0.450661   \nAge (day)                                                                            0.277618   \nConcrete compressive strength(MPa, megapascals)                                     -0.289633   \n\n                                                    Superplasticizer (component 5)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                                    0.092386     \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                           0.043270     \nFly Ash (component 3)(kg in a m^3 mixture)                                                   0.377503     \nWater  (component 4)(kg in a m^3 mixture)                                                   -0.657533     \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                           1.000000     \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                          -0.265999     \nFine Aggregate (component 7)(kg in a m^3 mixture)                                            0.222691     \nAge (day)                                                                                   -0.192700     \nConcrete compressive strength(MPa, megapascals)                                              0.366079     \n\n                                                    Coarse Aggregate  (component 6)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                                   -0.109349      \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                          -0.283999      \nFly Ash (component 3)(kg in a m^3 mixture)                                                  -0.009961      \nWater  (component 4)(kg in a m^3 mixture)                                                   -0.182294      \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                          -0.265999      \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                           1.000000      \nFine Aggregate (component 7)(kg in a m^3 mixture)                                           -0.178481      \nAge (day)                                                                                   -0.003016      \nConcrete compressive strength(MPa, megapascals)                                             -0.164935      \n\n                                                    Fine Aggregate (component 7)(kg in a m^3 mixture)  \\\nCement (component 1)(kg in a m^3 mixture)                                                   -0.222718   \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                          -0.281603   \nFly Ash (component 3)(kg in a m^3 mixture)                                                   0.079108   \nWater  (component 4)(kg in a m^3 mixture)                                                   -0.450661   \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                           0.222691   \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                          -0.178481   \nFine Aggregate (component 7)(kg in a m^3 mixture)                                            1.000000   \nAge (day)                                                                                   -0.156095   \nConcrete compressive strength(MPa, megapascals)                                             -0.167241   \n\n                                                    Age (day)  \\\nCement (component 1)(kg in a m^3 mixture)            0.081946   \nBlast Furnace Slag (component 2)(kg in a m^3 mi...  -0.044246   \nFly Ash (component 3)(kg in a m^3 mixture)          -0.154371   \nWater  (component 4)(kg in a m^3 mixture)            0.277618   \nSuperplasticizer (component 5)(kg in a m^3 mixt...  -0.192700   \nCoarse Aggregate  (component 6)(kg in a m^3 mix...  -0.003016   \nFine Aggregate (component 7)(kg in a m^3 mixture)   -0.156095   \nAge (day)                                            1.000000   \nConcrete compressive strength(MPa, megapascals)      0.328873   \n\n                                                    Concrete compressive strength(MPa, megapascals)   \nCement (component 1)(kg in a m^3 mixture)                                                   0.497832  \nBlast Furnace Slag (component 2)(kg in a m^3 mi...                                          0.134829  \nFly Ash (component 3)(kg in a m^3 mixture)                                                 -0.105755  \nWater  (component 4)(kg in a m^3 mixture)                                                  -0.289633  \nSuperplasticizer (component 5)(kg in a m^3 mixt...                                          0.366079  \nCoarse Aggregate  (component 6)(kg in a m^3 mix...                                         -0.164935  \nFine Aggregate (component 7)(kg in a m^3 mixture)                                          -0.167241  \nAge (day)                                                                                   0.328873  \nConcrete compressive strength(MPa, megapascals)                                             1.000000  ",
       "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>Cement (component 1)(kg in a m^3 mixture)</th>\n      <th>Blast Furnace Slag (component 2)(kg in a m^3 mixture)</th>\n      <th>Fly Ash (component 3)(kg in a m^3 mixture)</th>\n      <th>Water  (component 4)(kg in a m^3 mixture)</th>\n      <th>Superplasticizer (component 5)(kg in a m^3 mixture)</th>\n      <th>Coarse Aggregate  (component 6)(kg in a m^3 mixture)</th>\n      <th>Fine Aggregate (component 7)(kg in a m^3 mixture)</th>\n      <th>Age (day)</th>\n      <th>Concrete compressive strength(MPa, megapascals)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Cement (component 1)(kg in a m^3 mixture)</th>\n      <td>1.000000</td>\n      <td>-0.275216</td>\n      <td>-0.397467</td>\n      <td>-0.081587</td>\n      <td>0.092386</td>\n      <td>-0.109349</td>\n      <td>-0.222718</td>\n      <td>0.081946</td>\n      <td>0.497832</td>\n    </tr>\n    <tr>\n      <th>Blast Furnace Slag (component 2)(kg in a m^3 mixture)</th>\n      <td>-0.275216</td>\n      <td>1.000000</td>\n      <td>-0.323580</td>\n      <td>0.107252</td>\n      <td>0.043270</td>\n      <td>-0.283999</td>\n      <td>-0.281603</td>\n      <td>-0.044246</td>\n      <td>0.134829</td>\n    </tr>\n    <tr>\n      <th>Fly Ash (component 3)(kg in a m^3 mixture)</th>\n      <td>-0.397467</td>\n      <td>-0.323580</td>\n      <td>1.000000</td>\n      <td>-0.256984</td>\n      <td>0.377503</td>\n      <td>-0.009961</td>\n      <td>0.079108</td>\n      <td>-0.154371</td>\n      <td>-0.105755</td>\n    </tr>\n    <tr>\n      <th>Water  (component 4)(kg in a m^3 mixture)</th>\n      <td>-0.081587</td>\n      <td>0.107252</td>\n      <td>-0.256984</td>\n      <td>1.000000</td>\n      <td>-0.657533</td>\n      <td>-0.182294</td>\n      <td>-0.450661</td>\n      <td>0.277618</td>\n      <td>-0.289633</td>\n    </tr>\n    <tr>\n      <th>Superplasticizer (component 5)(kg in a m^3 mixture)</th>\n      <td>0.092386</td>\n      <td>0.043270</td>\n      <td>0.377503</td>\n      <td>-0.657533</td>\n      <td>1.000000</td>\n      <td>-0.265999</td>\n      <td>0.222691</td>\n      <td>-0.192700</td>\n      <td>0.366079</td>\n    </tr>\n    <tr>\n      <th>Coarse Aggregate  (component 6)(kg in a m^3 mixture)</th>\n      <td>-0.109349</td>\n      <td>-0.283999</td>\n      <td>-0.009961</td>\n      <td>-0.182294</td>\n      <td>-0.265999</td>\n      <td>1.000000</td>\n      <td>-0.178481</td>\n      <td>-0.003016</td>\n      <td>-0.164935</td>\n    </tr>\n    <tr>\n      <th>Fine Aggregate (component 7)(kg in a m^3 mixture)</th>\n      <td>-0.222718</td>\n      <td>-0.281603</td>\n      <td>0.079108</td>\n      <td>-0.450661</td>\n      <td>0.222691</td>\n      <td>-0.178481</td>\n      <td>1.000000</td>\n      <td>-0.156095</td>\n      <td>-0.167241</td>\n    </tr>\n    <tr>\n      <th>Age (day)</th>\n      <td>0.081946</td>\n      <td>-0.044246</td>\n      <td>-0.154371</td>\n      <td>0.277618</td>\n      <td>-0.192700</td>\n      <td>-0.003016</td>\n      <td>-0.156095</td>\n      <td>1.000000</td>\n      <td>0.328873</td>\n    </tr>\n    <tr>\n      <th>Concrete compressive strength(MPa, megapascals)</th>\n      <td>0.497832</td>\n      <td>0.134829</td>\n      <td>-0.105755</td>\n      <td>-0.289633</td>\n      <td>0.366079</td>\n      <td>-0.164935</td>\n      <td>-0.167241</td>\n      <td>0.328873</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
-     "execution_count": 23,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -62,22 +62,87 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 52,
    "outputs": [
     {
      "data": {
       "text/plain": "<Figure size 640x480 with 1 Axes>",
-      "image/png": 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\n"
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CDgAAsDTCDgAAsDTCDgAAsDS3ws7+/fs9XQcAAMAF4VbY6dGjhwYNGqQPP/xQBQUFnq4JAADAY9wKOx9++KFatWqlxMREdenSRVOnTtWPP/7o6doAAADOm1thx+FwaMKECdqwYYMSEhKUmZmpe++9V7fddpsWL16sw4cPe7pOAAAAt5zXDcoBAQHq3r27nn/+eY0ZM0b79u1TYmKirr/+eo0bN04ZGRmeqhMAAMAtAefz5J9++kkrV67UJ598otq1a2vo0KG66667lJGRoRdeeEEPP/ywVqxY4alaAQAAKsytsLN48WKtWrVKe/bs0fXXX6/ExETFxcXJz+/khaKmTZtqxowZ6tmzp0eLBQAAqCi3XsZavny5evXqpX/84x96+eWX1bVrV2fQKXXJJZdo1qxZZx0nJSVF8fHxio2NVXh4uD7//HOX5cYYzZ8/X7GxsYqMjNSgQYOUlpbm0qewsFAzZ85UdHS02rZtq/j4eB06dMidzQIAABbkVthZu3atRowYobCwsDP2qVGjhvr06XPWcfLy8hQeHq6pU6eedvnChQu1ePFiTZ06VStWrJDdbteQIUN0/PhxZ59Zs2Zp3bp1mjdvnpYtW6a8vDyNGDFCxcXF7mwaAACwGLfCzsqVK/V///d/Zdr/7//+T++//365x4mLi9Po0aPVo0ePMsuMMUpOTlZ8fLx69Oghh8OhxMRE5efna/Xq1ZKkY8eOaeXKlRo/frxiYmLUqlUrzZ07Vzt37tSmTZvc2TQAAGAxboWdBQsWKCQkpEx7aGioXn311fMuSpLS09OVmZmp2NhYZ1uNGjXUsWNHbdmyRZKUmpqqoqIidenSxdmnYcOGatGihbNPRdhsnvvx9HiV+QPAd3j7eGCFY5rVf6r73JSHWzcoHzhwQE2aNCnTfumll+rgwYPuDFlGZmampJMB6lR2u10HDhyQJGVlZSkwMFDBwcFl+mRlZVV4naGh9dystnLGA1C9hITU9XYJLjim+S7m5uzcCjuhoaHasWNHmcDz888/66KLLvJEXU62P8U2Y8w5n1OePqeTnX1Mbj7Vhc12csfz1HiVzd/fz+cOskB1dORIroqLS7xdRpU/pllZdZ+b0u0/F7fCzq233qpZs2apbt266tixoyRp8+bN+tvf/qbbbrvNnSHLKL35OSsrSw0aNHC2Z2dny263Szp5BaeoqEg5OTkuV3eys7MVFRVV4XUaI4/uLJ4eD0D140vHEI5pvou5OTu37tkZNWqUIiMj9de//lVt2rRRmzZtNGzYMEVHR2v06NEeKaxJkyYKCwvTxo0bnW2FhYVKSUlxBpmIiAgFBga69MnIyFBaWppbYQcAAFiPW1d2atSooeeee0579uzRzz//rFq1asnhcKhx48YVGic3N1f79u1zPk5PT9f27dsVHBysSy+9VIMHD1ZSUpKaN2+uZs2aKSkpSbVq1VKvXr0kSfXq1VO/fv2UmJiokJAQBQcHKzExUQ6HQzExMe5sGgAAsJjz+rqIyy+/XJdffrnbz09NTdXgwYOdjxMSEiRJffr00ezZszV8+HAVFBRo+vTpysnJUZs2bbRo0SIFBQU5nzNx4kQFBARo1KhRys/P17XXXqvZs2fL39/f/Q0DAACW4VbYKS4u1qpVq/T1118rOztbJSWuN9AlJyeXa5zo6Gjt2LHjjMttNptGjhypkSNHnrFPzZo1NWXKFE2ZMqV8xQMAgGrFrbAza9Ysvf/++4qLi1OLFi3KvGMKAADAV7gVdtasWaPnnntOcXFxnq4HAADAo9x6N1ZgYKAuu+wyT9cCAADgcW6FnaFDhyo5OdntD+8DAACoLG69jPXtt9/qP//5jzZs2KAWLVooIMB1mBdffNEjxQEAAJwvt8JO/fr11b17d0/XAgAA4HFuhZ3Sz8MBAFw4/v5u3WlwwZyrnpISo5ISbm+A73H7QwVPnDihzZs3a9++ferVq5eCgoL022+/KSgoSHXr8iWSAOCusKCaKi4xql+/trdLcXGuLwg+UVyinKN5BB74HLfCzn//+1898MADOnjwoAoLC9WlSxcFBQXptddeU0FBgWbMmOHpOgGg2qhfO0D+fjY9/vYW7co47u1yyuWqBkF6fkCU/PxshB34HLc/VDAiIkIffvihoqOjne3du3fX5MmTPVYcAFRnuzKOa+uB371dBlDluf1urOXLl6tGjRou7Zdeeql+++03jxQGAADgCW7d/WaMKfN9WJJ06NAh7tcBAAA+xa2wExMToyVLlri05ebmav78+XyFBAAA8CluvYw1YcIEDR48WLfeeqsKCws1ZswY7d27VyEhIXr22Wc9XSMAAIDb3Ao7DRs21IcffqjVq1dr27ZtKikp0V133aXbb79dtWrV8nSNAAAAbnP7c3Zq1aqlu+66y5O1AAAAeJxbYeeDDz446/I777zTnWEBAAA8zu3P2TnViRMn9McffygwMFC1a9cm7AAAAJ/hVthJSUkp07Z3715NmzZNw4YNO++iAAAAPMVj3zLXvHlzPfnkk2Wu+gAAAHiTR79S19/fXxkZGZ4cEgAA4Ly49TLWF1984fLYGKPMzEwtXbpU7dq180hhAAAAnuBW2HnkkUdcHttsNl188cXq3LmznnrqKY8UBgAA4AluhZ2ff/7Z03UAAABcEB69ZwcAAMDXuHVlJyEhodx9J0yY4M4qAAAAPMKtsLNt2zZt27ZNxcXFuvzyyyWd/JwdPz8/tWrVytnPZrN5pkoAAAA3uRV2brzxRtWtW1eJiYkKDg6WJOXk5GjChAnq0KGDhg4d6tEiAQAA3OXWPTuLFi3Sk08+6Qw6khQcHKxRo0Zp0aJFHisOAADgfLkVdo4fP66srKwy7dnZ2crNzT3vogAAADzFrbDTvXt3TZw4UZ9++qkOHTqkQ4cO6dNPP9WkSZPUo0cPjxV34sQJzZs3TzfeeKMiIyPVrVs3vfjiiyopKXH2McZo/vz5io2NVWRkpAYNGqS0tDSP1QAAAKo2t+7ZmT59uhITEzV27FidOHFC0smvirjrrrs0btw4jxW3cOFCvf3220pMTNRVV12l1NRUTZgwQfXq1dP999/v7LN48WLNnj1bzZs31yuvvKIhQ4bo008/VVBQkMdqAQAAVZNbYad27dqaNm2axo0bp3379kmSLrvsMtWpU8ejxX3//ffq1q2bbrjhBklSkyZNtGbNGqWmpko6eVUnOTlZ8fHxzitKiYmJiomJ0erVqzVgwACP1gMAAKqe8/pQwczMTGVmZqp58+aqU6eOjDGeqkuS1L59e3399dfas2ePpJOf3Pztt98qLi5OkpSenq7MzEzFxsY6n1OjRg117NhRW7ZsqfD6bDbP/Xh6vMr8AYDz4e1jWHX7qe6/8/Jw68rOkSNHNGrUKP3nP/+RzWbT2rVr1bRpU02aNEn169fX+PHj3Rm2jOHDh+vYsWPq2bOn/P39VVxcrNGjR6tXr16SToYtSQoNDXV5nt1u14EDByq8vtDQeudf9AUcDwB8XUhIXW+XUC1xvjk7tz9BOSAgQF9++aV69uzpbL/11luVkJDgsbDzySef6KOPPtL/+3//T1dddZW2b9+uhIQENWjQQH369HH2+/OHF7p7hSk7+5g8cXHKZju543lqvMrm7+/HAQuAW44cyVVxccm5O8Ijqvr55nyVbv+5uBV2Nm7cqNdff12NGjVyaW/WrJlbV1TOZM6cOXrwwQd12223SZLCw8N14MABJSUlqU+fPgoLC5MkZWVlqUGDBs7nZWdny263V3h9xsijO4unxwOAqoDjXuXjfHN2bt2zk5eXp1q1apVpP3LkiGrUqHHeRZXKz88vc9XG39/feeWmSZMmCgsL08aNG53LCwsLlZKSoqioKI/VAQAAqi63wk7Hjh31wQcfuLSVlJTo9ddfV3R0tCfqkiR17dpVr776qr788kulp6dr3bp1Wrx4sW666SZJJ1++Gjx4sJKSkrRu3Trt3LlTEyZMUK1atZz39QAAgOrNrZexxo0bp0GDBik1NVVFRUWaO3eudu3apZycHC1fvtxjxU2ePFnPP/+8pk+fruzsbDVo0ED33HOPHnnkEWef4cOHq6CgQNOnT1dOTo7atGmjRYsW8Rk7AABAkpth56qrrtJHH32k5cuXy9/fX3/88Ye6d++u++67z+XemfMVFBSkSZMmadKkSWfsY7PZNHLkSI0cOdJj6wUAANZR4bBTVFSkoUOHasaMGXrssccuRE0AAAAeU+F7dgIDA5WWllbmxmEAAABf5NYNynfeeadWrFjh6VoAAAA8zq17doqKivTee+9p06ZNioiIUO3atV2WT5gwwSPFAQAAnK8KhZ39+/ercePG2rlzp1q1aiVJzu+tKsXLWwAAwJdUKOz06NFD//rXv/Tmm29KkkaNGqXJkye79WnFAAAAlaFC9+z8+TunNmzYoD/++MOjBQEAAHiSWzcol3L3CzcBAAAqS4XCjs1m454cAABQpVTonh1jjMaPH+/8ss/CwkJNmzatzLuxXnzxRc9VCAAAcB4qFHb69Onj8viOO+7waDEAAACeVqGwk5CQcKHqAAAAuCDO6wZlAAAAX0fYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlhbg7QKszs/PJj8/m7fLqBB/fzIwAMA6CDsXkJ+fTfWD6yiA8AAAgNcQdi4gm82mAH8/Pf72Fu3KOO7tcsrthvAwjb25pbfLAADAIwg7lWBXxnFtPfC7t8sotyvD6nq7BAAAPMbnX1/57bffNGbMGEVHR6tNmzbq3bu3UlNTncuNMZo/f75iY2MVGRmpQYMGKS0tzYsVAwAAX+LTYScnJ0d/+ctfFBgYqIULF2rNmjUaP3686tev7+yzcOFCLV68WFOnTtWKFStkt9s1ZMgQHT9edV42AgAAF45Pv4y1cOFCNWrUSAkJCc62Jk2aOP9tjFFycrLi4+PVo0cPSVJiYqJiYmK0evVqDRgwoELrs3noTVOl43hqPACoSjj2VZ7qfr4p73b7dNhZv369YmNj9dhjjyklJUUNGzbUvffeq/79+0uS0tPTlZmZqdjYWOdzatSooY4dO2rLli0VDjuhofU8Wv9FF3HvC4DqJSSE4543ePr8ZTU+HXb279+v5cuXa8iQIYqPj9ePP/6oZ555RjVq1NCdd96pzMxMSVJoaKjL8+x2uw4cOFDh9WVnH5Mx51+3zXZyxzt6NJfAA6BaOXIkV8XFJd4uo9ooPd946vxV1ZRu/7n4dNgxxigiIkJPPPGEJKlVq1batWuXli9frjvvvNPZz/an61jGzRk3Rh7dWarjjgcAHPsqn6fPX1bj0zcoh4WF6corr3Rpu+KKK5xXbcLCwiRJWVlZLn2ys7Nlt9srp0gAAODTfDrstGvXTnv27HFp27t3rxo3bizp5M3KYWFh2rhxo3N5YWGhUlJSFBUVVam1AgAA3+TTYef+++/XDz/8oFdffVW//vqrPv74Y7377ru69957JZ18+Wrw4MFKSkrSunXrtHPnTk2YMEG1atVSr169vFw9AADwBT59z05kZKRefPFFPfvss3rppZfUpEkTTZw4UXfccYezz/Dhw1VQUKDp06crJydHbdq00aJFixQUFOTFygEAgK/w6bAjSV27dlXXrl3PuNxms2nkyJEaOXJkJVYFADgd/yr2xcclJUYlJdzZa3U+H3YAAL4vLKimikuM6tev7e1SKuREcYlyjuYReCyOsAMAOG/1awfI38+mx9/eol0ZVePreq5qEKTnB0TJz89G2LE4wg4AwGN2ZRzX1gO/e7sMwEXVenEVAACgggg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0qpU2ElKSlJ4eLhmzZrlbDPGaP78+YqNjVVkZKQGDRqktLQ0L1YJAAB8SZUJOz/++KPeeecdhYeHu7QvXLhQixcv1tSpU7VixQrZ7XYNGTJEx48f91KlAADAlwR4u4DyyM3N1dixY/XMM8/olVdecbYbY5ScnKz4+Hj16NFDkpSYmKiYmBitXr1aAwYMqNB6bDbP1Fs6jqfGAwBcWFXpeO3nZ5Pt/y+4tO6AAD8Z48WizsEYo5ISzxdY3nmrEmFnxowZiouLU0xMjEvYSU9PV2ZmpmJjY51tNWrUUMeOHbVly5YKh53Q0Hoeq1mSLrqorkfHAwB4XkhI1TpWF5cY+fu5nuV9/Xxzupork8+HnTVr1mjbtm1asWJFmWWZmZmSpNDQUJd2u92uAwcOVHhd2dnHPJKMbbaTweno0Vyf3wEBoLo7ciRXxcUl3i6jXPz9/RQSUlePv71FuzKqxu0aVzUI0vMDoi7I77n0fHsuPh12Dh48qFmzZmnRokWqWbPmGfvZ/nQdy7iZWIyRRy8D+vIlRQDA/1S14/WujOPaeuB3b5dRYd76Pft02Nm6dauys7PVt29fZ1txcbFSUlK0dOlSffrpp5KkrKwsNWjQwNknOztbdru90usFAAC+x6fDTufOnfXxxx+7tE2YMEFXXHGFhg8frqZNmyosLEwbN25Uq1atJEmFhYVKSUnRmDFjvFEyAADwMT4ddoKCguRwOFza6tSpo4suusjZPnjwYCUlJal58+Zq1qyZkpKSVKtWLfXq1csbJQMAAB/j02GnPIYPH66CggJNnz5dOTk5atOmjRYtWqSgoCBvlwYAAHxAlQs7b775pstjm82mkSNHauTIkV6qCAAA+LIq8wnKAAAA7iDsAAAASyPsAAAASyPsAAAAS6tyNygDAOBJ/v5V5//7q1KtvoSwAwColsKCaqq4xKh+/dreLgUXGGEHAFAt1a8dIH8/W5X6Us0bwsM09uaW3i6jyiHsAACqtar0pZpXhtX1dglVEi/+AQAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAAS/PpsJOUlKR+/fopKipK1157rR5++GH98ssvLn2MMZo/f75iY2MVGRmpQYMGKS0tzUsVAwAAX+PTYWfz5s2677779O6772rx4sUqLi7WsGHDlJeX5+yzcOFCLV68WFOnTtWKFStkt9s1ZMgQHT9+3IuVAwAAX+HTYef1119X37591aJFC7Vs2VIJCQk6cOCAtm7dKunkVZ3k5GTFx8erR48ecjgcSkxMVH5+vlavXu3l6gEAgC/w6bDzZ8eOHZMkBQcHS5LS09OVmZmp2NhYZ58aNWqoY8eO2rJlS4XHt9k891M6HgAAOMmT59lTz7fnEnBhN8tzjDFKSEhQ+/bt5XA4JEmZmZmSpNDQUJe+drtdBw4cqPA6QkPrnX+hp7jooroeHQ8AgKoqJMR758QqE3ZmzJihnTt3atmyZWWW2f4U7Ywxbq0jO/uY3Hzqn+o5GZyOHs0l8AAAIOnIkVwVF5d4dMzS8+25VImwM3PmTK1fv15vvfWWGjVq5GwPCwuTJGVlZalBgwbO9uzsbNnt9gqvxxh5JOycOh4AADjJW+dFn75nxxijGTNmaO3atVqyZImaNm3qsrxJkyYKCwvTxo0bnW2FhYVKSUlRVFRUZZcLAAB8kE9f2Zk+fbpWr16tl19+WXXr1nXeo1OvXj3VqlVLNptNgwcPVlJSkpo3b65mzZopKSlJtWrVUq9evbxcPQAA8AU+HXaWL18uSRo0aJBLe0JCgvr27StJGj58uAoKCjR9+nTl5OSoTZs2WrRokYKCgiq9XgAA4Ht8Ouzs2LHjnH1sNptGjhypkSNHVkJFAACgqvHpe3YAAADOF2EHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYGmEHAABYmmXCztKlS3XjjTfqmmuuUd++ffXNN994uyQAAOADLBF2PvnkEyUkJOihhx7SBx98oPbt22v48OE6cOCAt0sDAABeZomws3jxYvXr10933323rrzySk2aNEmNGjXS8uXLvV0aAADwsgBvF3C+CgsLtXXrVj344IMu7V26dNGWLVsqNJafn2TM+ddks7n+t/Wl9VW7hv/5D1xJrgwLklS16qbmykHNlYOaKwc1V44r7HWd//bz8CWW0vPsOfsZ44nTu/f89ttvuv7667V8+XK1a9fO2f7qq6/q/fff12effebF6gAAgLdZ4mUsSbL9Kd4ZY8q0AQCA6qfKh52QkBD5+/srKyvLpT07O1t2u91LVQEAAF9R5cNOjRo11Lp1a23cuNGlfdOmTYqKivJSVQAAwFdU+RuUJWnIkCEaN26cIiIiFBUVpXfeeUcHDx7UgAEDvF0aAADwMkuEnVtvvVVHjhzRyy+/rIyMDDkcDi1YsECNGzf2dmkAAMDLqvy7sQAAAM6myt+zAwAAcDaEHQAAYGmEHQAAYGmEHQAAYGmEnQpISUlRfHy8YmNjFR4ers8//9xluTFG8+fPV2xsrCIjIzVo0CClpaW59CksLNTMmTMVHR2ttm3bKj4+XocOHarMzbCcpKQk9evXT1FRUbr22mv18MMP65dffnHpw9x4x7Jly3T77berXbt2ateune655x599dVXzuXMi+9ISkpSeHi4Zs2a5Wxjfrxj/vz5Cg8Pd/np0qWLcznzUnGEnQrIy8tTeHi4pk6detrlCxcu1OLFizV16lStWLFCdrtdQ4YM0fHjx519Zs2apXXr1mnevHlatmyZ8vLyNGLECBUXF1fWZljO5s2bdd999+ndd9/V4sWLVVxcrGHDhikvL8/Zh7nxjkaNGmnMmDFauXKlVq5cqc6dO+uRRx5xHpiZF9/w448/6p133lF4eLhLO/PjPS1atNC//vUv58/HH3/sXMa8uMHALQ6Hw6xbt875uKSkxHTp0sUkJSU52woKCkz79u3N8uXLjTHG/P7776Z169ZmzZo1zj6HDh0yLVu2NBs2bKi84i0uOzvbOBwOs3nzZmMMc+NrOnbsaN59913mxUccP37c9OjRw2zcuNEMHDjQPPPMM8YY/m686YUXXjB33HHHaZcxL+7hyo6HpKenKzMzU7Gxsc62GjVqqGPHjtqyZYskKTU1VUVFRS6XIxs2bKgWLVo4++D8HTt2TJIUHBwsibnxFcXFxVqzZo3y8vIUFRXFvPiIGTNmKC4uTjExMS7tzI93/frrr4qNjdWNN96o0aNHa//+/ZKYF3dZ4hOUfUFmZqYkKTQ01KXdbrfrwIEDkqSsrCwFBgY6T8Kn9vnzF5nCPcYYJSQkqH379nI4HJKYG2/bsWOHBgwYoIKCAtWpU0cvvfSSrrrqKn333XeSmBdvWrNmjbZt26YVK1aUWcbfjfdERkYqMTFRzZs3V3Z2tl555RUNGDBAq1evZl7cRNjxMJvN5vLYlOMDqsvTB+UzY8YM7dy5U8uWLSuzjLnxjssvv1wffPCBfv/9d61du1ZPPfWU3nrrLedy5sU7Dh48qFmzZmnRokWqWbPmGfsxP5UvLi7O5XHbtm3VvXt3ffDBB2rTpo0k5qWieBnLQ8LCwiSpTGrOzs6W3W6XdDJVFxUVKScn54x94L6ZM2dq/fr1WrJkiRo1auRsZ268q0aNGmrWrJmuueYaPfnkk2rZsqWSk5OZFy/bunWrsrOz1bdvX7Vq1UqtWrXS5s2b9eabb6pVq1bO3y/z43116tSRw+HQ3r17+btxE2HHQ5o0aaKwsDBt3LjR2VZYWKiUlBRFRUVJkiIiIhQYGOjSJyMjQ2lpac4+qDhjjGbMmKG1a9dqyZIlatq0qcty5sa3GGNUWFjIvHhZ586d9fHHH+uDDz5w/kREROj222/XBx98oKZNmzI/PqKwsFC7d+9WWFgYfzdu4mWsCsjNzdW+ffucj9PT07V9+3YFBwfr0ksv1eDBg5WUlKTmzZurWbNmSkpKUq1atdSrVy9JUr169dSvXz8lJiYqJCREwcHBSkxMlMPhKHNzIMpv+vTpWr16tV5++WXVrVvX+Zp2vXr1VKtWLdlsNubGS5599lldf/31atSokXJzc/XJJ59o8+bNeu2115gXLwsKCnLe11aqTp06uuiii5ztzI93JCYmqmvXrrrkkkt0+PBhvfLKKzp+/Lj69OnD342bCDsVkJqaqsGDBzsfJyQkSJL69Omj2bNna/jw4SooKND06dOVk5OjNm3aaNGiRQoKCnI+Z+LEiQoICNCoUaOUn5+va6+9VrNnz5a/v3+lb49VLF++XJI0aNAgl/aEhAT17dtXkpgbL8nKytK4ceOUkZGhevXqKTw8XK+99przXSLMi29jfrzj0KFDeuKJJ3T06FGFhISobdu2evfdd9W4cWNJzIs7bKY637EEAAAsj3t2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2gAvsl19+UZcuXXT8+HFvl1ItJSYm6plnnjntsueee05TpkxxPh40aJBmzZrl0fWvWrVKHTp08OiYlSU5OVnh4eEaMGCA/vjjD6/WMn/+fPXu3durNZxNdna2OnfurN9++83bpeA0CDvwiszMTM2cOVPdunVTRESE4uLiFB8fr3//+9/eLq1cKnJSfO6553Tvvfe6fJQ7zq68ASEjI0NPPvmkbr75ZrVs2fK0c/LAAw9o5cqV2r9/v0t7VlaWkpOTNWLECI/VfTq33nqrPvvsswu6jgvho48+0pw5czR58mQdPXpUI0eOVFFRkUufI0eOaNiwYYqNjXX+Hc+YMeOCBPuhQ4fqjTfeKHf/yg6ZoaGh6t27t1544YVKWyfKj7CDSpeenq6+ffvq66+/1tixY/Xxxx/rtddeU3R0tKZPn+7t8jzq0KFDWr9+vfr16+ftUiypsLBQISEheuihh9SyZcvT9gkNDVVsbKzefvttl/YVK1YoKipKTZo0uaA11qpVS6GhoRd0HZ721Vdf6emnn9bzzz+vQYMGaenSpcrIyNBTTz2lkpISZz8/Pz9169ZNr7zyij777DPNnj1bmzZt0tNPP+3xmurWrauQkBCPj1sefw55Z9K3b199/PHHysnJucAVocIMUMkeeOABc91115nc3Nwyy3Jycpz//v33383kyZNN586dTVRUlBk0aJDZvn27c/kLL7xg7rjjDvPee++ZuLg407ZtWzN16lRz4sQJs2DBAhMTE2M6d+5sXn75ZZd1lHfc999/33Tt2tW0a9fOjBo1yhw7dswYY8xTTz1lHA6Hy8/+/ftPu62LFi0yffv2LdP+zTffmPvuu89ERkaaDh06mKFDh5qjR48aY4wpKCgwM2fONJ07dzYRERFmwIAB5ocffnA+9+uvvzYOh8Ns2LDB9O7d21xzzTVm0KBBJisry3z55ZfmlltuMVFRUWb06NEmLy/P+byBAwea6dOnm+nTp5v27dubTp06mWeffdaUlJQ4+xw9etSMHTvWdOjQwURGRpphw4aZPXv2OJevXLnStG/f3mzYsMHccsstpm3btmbo0KHmt99+c9m+FStWmFtuucVERESYm2++2bz11lvOZfv37zcOh8N89tlnZuDAgSYyMtLcfvvt5rvvvnPZvlN/XnjhhdP+fk81cOBA88wzz5x22apVq0xcXJxLW69evVzqOt0YX331lWnXrp15//33jTHGFBUVmZkzZzp/f3PmzDHjxo0zDz300BnrKv2dlTrX/nU6hw8fNqNHjzbXXXediYyMNL169TIff/zxGfufut7169ebHj16mMjISDNy5EiTm5trVq1aZbp27Wo6dOhgZsyYYU6cOOF83jfffGOio6PNv/71L5fxjh49au666y4zbdq0s653yZIl5vrrrz9rH4fDYZYvX24efPBBExkZaW655Rbz3Xffmb1795qBAweaNm3amP79+5tff/3V+ZzS35sxxuTn55tbb73VTJ482bl83759pl27duadd9456z7kcDjMunXrXOpp3769WblypTHmf/vnmjVrzMCBA01ERIRZsWKFMebs+3Wprl27mvfee++s24/KR9hBpTpy5IgJDw83r7766ln7lZSUmAEDBpgRI0aYH3/80ezZs8fMnj3bdOrUyRw5csQYc/Lg17ZtWzNy5EiTlpZmvvjiC9O6dWszdOhQM3PmTLN7926zYsUK43A4zJYtWyo87qOPPmp27NhhUlJSTJcuXcyzzz5rjDkZlu655x4zefJkk5GRYTIyMlxOFqd66KGHzNSpU13atm3bZiIiIszTTz9ttm/fbnbu3GnefPNNk52dbYwxZubMmSY2NtZ8+eWXJi0tzTz11FOmY8eOzvpKD+T9+/c333zzjdm6davp3r27GThwoBk6dKjZunWrSUlJMZ06dTJJSUnO9Q4cONC0bdvWPPPMM2b37t3mww8/NG3atDHvvPOOs098fLzp2bOnSUlJMdu3bzdDhw413bt3N4WFhcaYkyfQ1q1bm7/+9a/mxx9/NKmpqaZnz57miSeecI7xzjvvmC5dupjPPvvM7Nu3z3z22WemU6dOZtWqVcaY/51MbrnlFvOPf/zD/PLLL2bkyJGma9eupqioyBQUFJg33njDtGvXzvn7PX78+Fn3l9LtO1PY2bVrl3E4HCY9Pd0Yc/LEHR4ebr7//vszjrF69WoTFRXlcmJ8+eWXTadOnczatWvNrl27zNSpU027du0qHHbOtn+dzqFDh8xrr71mtm3bZvbt22eSk5PN1VdfXab+P6+3devWZsiQIWbr1q1m8+bNplOnTmbo0KHm8ccfN2lpaWb9+vWmdevWZs2aNWccpyIOHTpkBg4caJ588smz9nM4HOa6664za9asMb/88ot5+OGHTdeuXc3gwYPNhg0bzK5du0z//v3NsGHDnM85NewYc/LvqHXr1mbdunXmxIkTZsCAAc55ONs+VN6w07VrV+c+fOjQoXPu16Uef/xxM378ePd/ibggCDuoVD/88INxOBxm7dq1Z+23adMm065dO1NQUODSftNNN5m3337bGHPy4NemTRuX/yMeOnSo6dq1qykuLna23Xzzzc6TvrvjJiYmmrvvvtv5+Gwn1lPdcccd5sUXX3Rpe+KJJ8yAAQNO2z83N9e0bt3afPTRR862wsJCExsbaxYuXGiM+V/Y2bRpk7NPUlKScTgcZt++fc62KVOmmKFDh7rU3LNnT5crOXPnzjU9e/Y0xhizZ88e43A4zLfffutcfvjwYRMZGWk++eQTY8zJE6jD4XD5P+633nrLxMTEOB/HxcWVuerw0ksvmXvuuccY87+TybvvvutcnpaWZhwOh9m1a5dzPacGhPI425wcO3bMOBwO85///McYc/JE6XA4zIEDB047xltvvWXat29v/v3vf7ssj4mJMa+99prz8YkTJ8wNN9xQ4bBzrv2rPIYPH25mz5591vX+ea6mTJli2rRp4xIehw4daqZMmVKhdf/Z6NGjTWRkpHE4HGbEiBEmPz//rP0dDoeZN2+e8/GWLVuMw+FwuSKyevVqc8011zgf/znsGGPMwoULTXR0tJk5c6bp0qWL838YjDnzPlTesPPGG2+49DnXfl3qb3/7mxk4cODZNh9eEODtl9FQvRhjJEk2m+2s/bZu3aq8vDxFR0e7tOfn52vfvn3Ox40bN3a58ddut8vf319+fn4ubdnZ2ec1boMGDZxjVER+fr5q1qzp0rZ9+3bdcsstp+2/b98+FRUVqV27ds62wMBARUZGavfu3S59w8PDnf8ODQ1V7dq11bRpU2eb3W7XTz/95PKcNm3auPzu27Ztq8WLF6u4uFi7d+9WQECA2rRp41weEhKiyy+/3GXdtWvX1mWXXeZ8fOrv5vDhwzp48KAmTZrk8i6nEydOqF69emesPywszPn8K6+88rS/m/NROgel7yjKz893aT/V2rVrlZ2drWXLlikyMtLZfuzYMWVlZbm0+fv7q3Xr1i73sZRHRfev4uJiLViwQJ988okyMjJUWFiowsJC1a5d+6zr+fNc2e12NW7cWHXr1nVpO3z4cIXq/7MJEybokUce0Z49ezRv3jwlJCRo2rRpZ33On/dfSXI4HC5tBQUFOn78+Blv7h86dKi++OILvfnmm1q4cKEuvvji89qOU0VERDj/XZH9ulatWs79C76DsINK1axZM9lsNu3evVs33XTTGfuVlJQoLCxMb775Zpllpx5cAgJcd2GbzXbattKTkbvjSv8LahUREhKi33//3aWtVq1a53zen8OgMaZM26k1nmu7y+NM2/fndZ9uPaXPLV3fzJkzXUKTJJcAKp0McaeOcerzPa30htHSk2Hpja45OTllTpBXX321tm7dqpUrV+qaa64p83s/3dxUVEX3r0WLFumNN97QxIkTFR4ertq1a+tvf/vbOW+crejfh7vCwsIUFhamK6+8UhdddJHuu+8+Pfzww2rQoMEZn3O6+a/oPpGdna09e/bI399fv/76a7lqPXV/LXXixIky/erUqeP8d0X266NHj3o0dMEzeDcWKtVFF12k2NhYLV26VHl5eWWWlwaD1q1bKysrS/7+/mrWrJnLz/kcSDw1bmBgYLlOEK1atdKuXbtc2sLDw8/4FvvLLrtMgYGB+vbbb51tRUVFSk1N9cgVjx9++KHM42bNmsnf319XXXWVTpw44dLnyJEj2rt3b7nXbbfb1bBhQ+3fv7/M7/fUq07nEhgYqOLi4nL3P5e0tDQFBgaqRYsWkk7+noOCgspcLZOkpk2bKjk5WV988YVmzpzpbK9Xr57sdrt+/PFHZ1txcbG2b9/usTrP5Ntvv1W3bt3Uu3dvtWzZUk2bNtXevXsv+HrPR2Fh4QVfx8SJE9WiRQslJiZq7ty5Ln9rZ9qHLr74YmVkZDgf792795yfIVSR/TotLU1XX331eW4ZPI2wg0r39NNPq6SkRHfffbc+++wz7d27V7t371ZycrLuueceSVJMTIzatm2rRx55RP/85z+Vnp6u7777TvPmzSvz0kxFeGrcxo0b64cfflB6eroOHz58xuATGxur77//3uWg++CDD+qnn37StGnT9PPPP2v37t1atmyZDh8+rDp16ugvf/mL5syZow0bNmjXrl2aMmWK8vPzddddd7m93aUOHjyohIQE/fLLL1q9erXeeustDR48WJLUvHlzdevWTVOmTNE333yjn3/+WWPHjlXDhg3VrVu3cq9j5MiRWrBggZYsWaI9e/Zox44dWrlypRYvXlzuMRo3bqy8vDz9+9//1uHDh896Mtq+fbu2b9+u3NxcHT58WNu3by8TML/55hu1b9/eeVXNz89PMTExLqHyVJdffrmSk5O1du1al8/uGThwoJKSkvT555/rl19+0axZs5STk3POl2XP12WXXaZNmzbpu+++0+7duzV16lRlZWVd0HWWx1dffaWVK1dq586dSk9P11dffaVp06apXbt2F/wt/UuXLtX333+vOXPm6Pbbb9fNN9+sMWPGOEPWmfahzp07a+nSpdq6dat++uknPf300y5XlM6kPPv1H3/8oa1btyo2NvbCbDTcxstYqHRNmzbVqlWr9OqrryoxMVEZGRm6+OKL1bp1a+fr/DabTQsWLNBzzz2niRMn6siRI7Lb7erQoYPsdrvb6/bUuEOHDtX48eN12223KT8/X1988cVpD+5xcXEKCAjQpk2bdN1110k6eSJdtGiRnn32Wd19992qVauWIiMj1atXL0nSmDFjZIzRuHHjlJubq4iICL322msKDg52e7tL3XnnncrPz9fdd98tf39/DRw40BkwJSkhIUGzZs1SfHy8ioqK1KFDBy1YsKBcJ4NSpdv0+uuva+7cuapTp44cDofuv//+co/Rrl07DRgwQKNGjdLRo0f16KOPauTIkWfcplJbt27V6tWr1bhxY61fv97Zvnr1aj322GMuz+vfv78mTZqksWPHlnkpQpKuuOIKLVmyRIMGDZK/v7/Gjx+v4cOHKysrS0899ZT8/f3Vv39/xcbGyt/fv9zb5o6HH35Y6enpGjZsmGrXrq3+/fvrpptu0rFjxy7oes+lZs2aeu+995SQkKDCwkJdcskl6t69ux588MELut7du3drzpw5mjVrli655BJJJ/8n6o477tDzzz+vsWPHnnEfeuqppzRx4kQNHDhQDRo00MSJE7V169ZzrrM8+/UXX3yhSy65pMp+YraV2Yw7LzgDKLelS5dq/fr1ev31171ax6BBg9SyZUtNmjTJq3VUti+//FJz5szRRx995HK/ijFG/fv31/333+8MmhVVUlKinj17qmfPnho1apSHKkZVddddd+n+++/X7bff7u1S8Cdc2QEusHvuuUe///77Wd9VggsnLy9PCQkJp70xd+bMmfr555/LPdZ///tfbdy4UR07dlRhYaGWLl2q//73v5zcoOzsbN18881uB2dcWFzZAaqJ6nplx5MOHjyo0aNHKy0tTcYYORwOPfnkk+rYsaO3SwNwFoQdAABgabwbCwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWNr/BwkCZhiFCuSNAAAAAElFTkSuQmCC\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "plt.hist(df['Concrete compressive strength(MPa, megapascals) '])\n",
-    "plt.xlabel('Concrete compressive strength(MPa)')\n",
-    "plt.ylabel('Frequency')\n",
-    "plt.show()"
+    "for index in range(0, len(df.columns)):\n",
+    "    plt.hist(df[df.columns[index]])\n",
+    "    plt.xlabel(df.columns[index])\n",
+    "    plt.ylabel('Frequency')\n",
+    "    plt.show()"
    ],
    "metadata": {
     "collapsed": false
@@ -85,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 53,
    "outputs": [
     {
      "data": {
@@ -107,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 54,
    "outputs": [
     {
      "data": {
diff --git a/img.png b/images/img.png
similarity index 100%
rename from img.png
rename to images/img.png
diff --git a/images/img_1.png b/images/img_1.png
new file mode 100644
index 0000000000000000000000000000000000000000..5849ae4f9f3c77cfc26ac886fbbde192c5f0dc0f
GIT binary patch
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