From 93e2ff06ae4dff6719c6c6e24d99df8a92888a9d Mon Sep 17 00:00:00 2001 From: njmason2 Date: Mon, 27 Oct 2025 10:40:58 -0400 Subject: [PATCH] lab_pokemon.ipynb --- brfss_2020.ipynb | 10 +- lab_pokemon.ipynb | 1356 +++++++++++++++++++++++++++++++++++++++++---- untitled.md | 0 untitled.txt | 0 4 files changed, 1271 insertions(+), 95 deletions(-) create mode 100644 untitled.md create mode 100644 untitled.txt diff --git a/brfss_2020.ipynb b/brfss_2020.ipynb index 984628d..4c394ba 100644 --- a/brfss_2020.ipynb +++ b/brfss_2020.ipynb @@ -3,7 +3,13 @@ { "cell_type": "markdown", "id": "58f71d07-849f-4cc0-9168-7303e795e244", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# BRFSS 2020\n", "\n", @@ -175,7 +181,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/lab_pokemon.ipynb b/lab_pokemon.ipynb index 01594f2..fe42adc 100644 --- a/lab_pokemon.ipynb +++ b/lab_pokemon.ipynb @@ -3,7 +3,13 @@ { "cell_type": "markdown", "id": "90041b00-672b-4bd4-a8e8-0cab3f0548af", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "# Lab 04: Data Science Tools\n", "\n", @@ -16,17 +22,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3" + "12400" ] }, - "execution_count": 1, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -37,7 +43,7 @@ "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", - "1+1+1" + "400*31" ] }, { @@ -52,47 +58,47 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "10" + "18" ] }, - "execution_count": 2, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell A\n", - "x = 10\n", + "x = 18\n", "x" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "20" + "18.0" ] }, - "execution_count": 3, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell B\n", - "x = x * 2\n", + "x = x * 3.5\n", "x" ] }, @@ -130,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", "metadata": {}, "outputs": [], @@ -140,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", "metadata": {}, "outputs": [], @@ -426,12 +432,241 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

166425 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "... ... ... ... ... ... ... ... \n", + "166420 45 female 8 3 heterosexual 1.63 86.18 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166422 25 female 1 2 heterosexual 1.91 45.36 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "... ... ... ... ... \n", + "166420 1 False False 6 \n", + "166421 4 False True 6 \n", + "166422 1 False False 8 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[166425 rows x 11 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people" ] }, { @@ -448,7 +683,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "id": "9afca362-9edc-423c-981b-dc42107d5de0", "metadata": {}, "outputs": [ @@ -456,22 +691,34 @@ "data": { "text/plain": [ "generation\n", - "1 166\n", - "5 165\n", - "3 160\n", - "4 121\n", - "2 106\n", - "6 82\n", - "Name: count, dtype: int64" + "1 20.750\n", + "5 20.625\n", + "3 20.000\n", + "4 15.125\n", + "2 13.250\n", + "6 10.250\n", + "Name: proportion, dtype: float64" ] }, - "execution_count": 8, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pokemon.generation.value_counts()" + "pokemon.generation.value_counts(normalize=True)*100" + ] + }, + { + "cell_type": "markdown", + "id": "470df28d-27f4-48c4-b9c9-2b5d124bafbe", + "metadata": {}, + "source": [ + "### 1.2 Descriptive Statistics\n", + "\n", + "#### Demo\n", + "\n", + "Let's get a sense of the data contained in some of the columns. For categorical data like `generation`, it makes sense to look at value counts--showing us how many of each category there are. You can use the optional keyword `normalize=True` to see percentage of total instead of frequencies. " ] }, { @@ -484,27 +731,28 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 25, "id": "5fe580d0-5939-4152-9f8c-4c32d35a4479", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "hp 69.25875\n", - "attack 79.00125\n", - "defense 73.84250\n", - "speed 68.27750\n", + "hp 69.25875\n", + "attack 79.00125\n", + "defense 73.84250\n", + "speed 68.27750\n", + "generation 3.32375\n", "dtype: float64" ] }, - "execution_count": 9, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\"]].mean()" + "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\", \"generation\"]].mean()" ] }, { @@ -517,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 26, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", "metadata": {}, "outputs": [ @@ -527,7 +775,7 @@ "np.float64(0.08125)" ] }, - "execution_count": 10, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -556,12 +804,30 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 30, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "age\n", + "65 33.632567\n", + "55 20.636924\n", + "45 15.766862\n", + "35 13.552651\n", + "25 10.886586\n", + "18 5.524410\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.age.value_counts(normalize=True)*100" ] }, { @@ -572,16 +838,6 @@ "**1.2.1.** What are the mean height and weight of people in this survey?" ] }, - { - "cell_type": "code", - "execution_count": 12, - "id": "b7f910c8-3d40-49ae-b270-678734c04100", - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, { "cell_type": "markdown", "id": "f74634bb-8664-46e4-b371-6f45cbb7c8ef", @@ -592,12 +848,46 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 35, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(1.7050816283611236),\n", + " np.float64(83.05358750187773),\n", + " np.float64(0.7858014120474688))" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "people.height.mean(), people.weight.mean(), people.exercise.mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "b7f910c8-3d40-49ae-b270-678734c04100", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.float64(1.7050816283611236)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "people.height.mean()" ] }, { @@ -1592,12 +1882,241 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 36, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
235female84heterosexual1.6577.114TrueTrue7
2435male83heterosexual1.7394.354TrueFalse8
5035female42heterosexual1.7881.654TrueFalse10
6645female64heterosexual1.5772.574TrueTrue7
....................................
16640718male52heterosexual1.6868.043TrueTrue8
16640925male62heterosexual1.5758.514TrueFalse7
16641455female83heterosexual1.6388.453TrueFalse6
16641665female52heterosexual1.5055.343TrueFalse6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

13784 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "0 55 female 5 2 other 1.55 83.01 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "24 35 male 8 3 heterosexual 1.73 94.35 \n", + "50 35 female 4 2 heterosexual 1.78 81.65 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "... ... ... ... ... ... ... ... \n", + "166407 18 male 5 2 heterosexual 1.68 68.04 \n", + "166409 25 male 6 2 heterosexual 1.57 58.51 \n", + "166414 55 female 8 3 heterosexual 1.63 88.45 \n", + "166416 65 female 5 2 heterosexual 1.50 55.34 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "0 2 True True 7 \n", + "2 4 True True 7 \n", + "24 4 True False 8 \n", + "50 4 True False 10 \n", + "66 4 True True 7 \n", + "... ... ... ... ... \n", + "166407 3 True True 8 \n", + "166409 4 True False 7 \n", + "166414 3 True False 6 \n", + "166416 3 True False 6 \n", + "166423 4 True True 6 \n", + "\n", + "[13784 rows x 11 columns]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people[(people.no_doctor==True)]" ] }, { @@ -1618,12 +2137,241 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
555male84heterosexual1.8074.845FalseTrue7
....................................
16641855male72heterosexual1.5763.503FalseTrue8
16641945female82heterosexual1.5268.043FalseTrue7
16642125male72heterosexual1.7886.184FalseTrue6
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", + "

142249 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "1 65 female 8 1 heterosexual 1.65 78.02 \n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "3 55 male 8 4 heterosexual 1.83 81.65 \n", + "4 55 female 8 4 heterosexual 1.80 76.66 \n", + "5 55 male 8 4 heterosexual 1.80 74.84 \n", + "... ... ... ... ... ... ... ... \n", + "166418 55 male 7 2 heterosexual 1.57 63.50 \n", + "166419 45 female 8 2 heterosexual 1.52 68.04 \n", + "166421 25 male 7 2 heterosexual 1.78 86.18 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "166424 35 male 7 2 heterosexual 1.75 86.18 \n", + "\n", + " health no_doctor exercise sleep \n", + "1 3 False False 8 \n", + "2 4 True True 7 \n", + "3 5 False True 8 \n", + "4 4 False True 8 \n", + "5 5 False True 7 \n", + "... ... ... ... ... \n", + "166418 3 False True 8 \n", + "166419 3 False True 7 \n", + "166421 4 False True 6 \n", + "166423 4 True True 6 \n", + "166424 3 False False 8 \n", + "\n", + "[142249 rows x 11 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people[(people.health>=3)]" ] }, { @@ -1643,12 +2391,241 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 40, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
235female84heterosexual1.6577.114TrueTrue7
6645female64heterosexual1.5772.574TrueTrue7
13555female64heterosexual1.7081.654TrueTrue7
14665female54heterosexual1.5572.575TrueTrue7
25965female44heterosexual1.5756.703TrueTrue6
....................................
16612135female84heterosexual1.65136.084TrueTrue5
16621955female54other1.5259.873TrueTrue5
16627225female84heterosexual1.5298.883TrueTrue8
16638145female54heterosexual1.5249.905TrueTrue6
16642335female54heterosexual1.6068.044TrueTrue6
\n", + "

2321 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " age sex income education sexual_orientation height weight \\\n", + "2 35 female 8 4 heterosexual 1.65 77.11 \n", + "66 45 female 6 4 heterosexual 1.57 72.57 \n", + "135 55 female 6 4 heterosexual 1.70 81.65 \n", + "146 65 female 5 4 heterosexual 1.55 72.57 \n", + "259 65 female 4 4 heterosexual 1.57 56.70 \n", + "... ... ... ... ... ... ... ... \n", + "166121 35 female 8 4 heterosexual 1.65 136.08 \n", + "166219 55 female 5 4 other 1.52 59.87 \n", + "166272 25 female 8 4 heterosexual 1.52 98.88 \n", + "166381 45 female 5 4 heterosexual 1.52 49.90 \n", + "166423 35 female 5 4 heterosexual 1.60 68.04 \n", + "\n", + " health no_doctor exercise sleep \n", + "2 4 True True 7 \n", + "66 4 True True 7 \n", + "135 4 True True 7 \n", + "146 5 True True 7 \n", + "259 3 True True 6 \n", + "... ... ... ... ... \n", + "166121 4 True True 5 \n", + "166219 3 True True 5 \n", + "166272 3 True True 8 \n", + "166381 5 True True 6 \n", + "166423 4 True True 6 \n", + "\n", + "[2321 rows x 11 columns]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people[(people.sex==\"female\") & (people.education==4) & (people.no_doctor==True)]" ] }, { @@ -1967,12 +2944,33 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 69, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "income\n", + "1 6.952208\n", + "2 6.985627\n", + "3 7.083274\n", + "4 7.079627\n", + "5 7.100286\n", + "6 7.055784\n", + "7 7.078495\n", + "8 7.074626\n", + "Name: sleep, dtype: float64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people.groupby(\"income\").sleep.mean()\n", + "\n" ] }, { @@ -1985,12 +2983,42 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 81, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(sex education\n", + " female 1 3.554701\n", + " 2 5.049022\n", + " 3 5.779390\n", + " 4 6.960652\n", + " male 1 4.433009\n", + " 2 5.742876\n", + " 3 6.270230\n", + " 4 7.190582\n", + " Name: income, dtype: float64,\n", + " sex education\n", + " female 1 2.848040\n", + " 2 3.315797\n", + " 3 3.483379\n", + " 4 3.844340\n", + " male 1 3.031525\n", + " 2 3.440818\n", + " 3 3.549105\n", + " 4 3.826512\n", + " Name: health, dtype: float64)" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# YOUR CODE HERE" + "people.groupby([\"sex\", \"education\"]).income.mean(),people.groupby([\"sex\", \"education\"]).health.mean()" ] }, { @@ -2007,7 +3035,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 3, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", "metadata": {}, "outputs": [], @@ -2355,12 +3383,45 @@ }, { "cell_type": "code", - "execution_count": 36, - "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", + "execution_count": 6, + "id": "daece339-b6bb-4b6e-9035-39e7d9d8c8b7", "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "import seaborn as sns\n", + "sns.set_theme()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "99962009-87c0-4653-95cd-98c6cb07e71e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "sns.histplot(data=people, x=\"height\", bins=20)" ] }, { @@ -2373,12 +3434,33 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=people.age, y=people.sleep)" ] }, { @@ -2391,17 +3473,40 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 49, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", - "metadata": {}, - "outputs": [], + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"income\", y=people.exercise)" ] }, { "cell_type": "markdown", - "id": "b2705fef-470d-494c-86c1-8b3bd34b3660", + "id": "6f63fc2f-33c9-471e-9540-26034422fbd1", "metadata": {}, "source": [ "**1.5.3.** Plot a bar chart showing average reported health by age. For each age, show average health for those who get exercise and those who don't." @@ -2409,12 +3514,35 @@ }, { "cell_type": "code", - "execution_count": 39, - "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", - "metadata": {}, - "outputs": [], + "execution_count": 10, + "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=\"age\", y=\"health\", hue=\"exercise\")" ] }, { @@ -2427,12 +3555,33 @@ }, { "cell_type": "code", - "execution_count": 40, - "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", + "execution_count": 43, + "id": "46d711f0-f4d3-4453-bddd-252803a330b7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAG5CAYAAAC9VCFYAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAASnFJREFUeJzt3XtclGX+//H3DDCE6HBw0TRPQCuaYWhtSCCblhnq6m5paZtmmlqbmqz209w8baXmZroeUiGsPKR52K0tyTTzG6ux7baZbnagBBNNrURnOMlhZn5/uMw2oYXIzQz4ej4ePnTu+7qv6zODwtvrvu77NrlcLpcAAABQp8zeLgAAAKAxImQBAAAYgJAFAABgAEIWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAEIWQAAAAbw93YBlzOXyyWnkxvuAwDQUJjNJplMphq1JWR5kdPpUkFBsbfLAAAANRQeHiw/v5qFLE4XAgAAGICQBQAAYABCFgAAgAEIWQAAAAZg4XsD4HQ65XBUersMn+Ln5y+zmf8jAAB8FyHLh7lcLtntBSotLfJ2KT4pKKiprNbwGl9KCwBAfSJk+bCqgNW0aZgslkDCxH+5XC6Vl5epqOi0JCkkpLmXKwIAoDpClo9yOh3ugNW0qdXb5fgciyVQklRUdFrNmoVx6hAA4HP4yeSjHA6HpP+FCVRX9dmwXg0A4IsIWT6OU4QXxmcDAPBlhCwAAAADELIAAAAMQMhqoDIzX1dS0g06fvxrb5cCAADOg5AFAABgAG7h0ED17dtPt9xymywWi7dLAQCgRsxmk8zmi7toyel0yel0GVSRsQhZDZSfn5/8/Py8XQYAADViNpsUGtpEfn4XdxLN4XDqzJmSBhm0CFkNVGbm65o7d442b/6bWrVqrcGDf6WoqGj99rcjtWzZszp06Es1bx6hUaPGKCVlgMexhYWFeuGFNGVl/Z9OnfpOoaFh6t79Bk2Y8HuFhoZKkk6fLtDKlcv03nt7VFxcpLZt22vo0N969HX8+NcaMmSgfve7RxQYGKiNG9eroOA7de0ap2nTZqhFi5Z66aUMvfbaX2Sz2XTjjfGaPn2WrNYQj3qys/dq7doXlJPzmUwms+LiuumhhyYqKira8M8RAFA/zGaT/PzMWvvMWn2T/02NjmnRtoWGTxkus9lEyIJ3HT2arxkzpqp//4G6/fYB2rbtb5o7d45iYjq7A0tJSYkefvgBffXVYfXrN1AxMTE6c+aM9u7N0rffnlRoaKjKys5qwoRxOno0X3feeZdatWqt3bt36amnZquwsFB33TXMY9ydO99URUWlBg++S3a7XS+/vEYzZz6m7t1v0Ecf/Vu//e0IHT16VFu3vqJlyxZr+vRZ7mO3b9+mp56arRtvTNBDD03Q2bNn9eqrW/W73z2gF15Yr1atWtfrZwgAMNY3+d/o6KGj3i6jXhCyGpEjR77S8uXpuu66bpKk3r376M47+ysz83WNHz9JkrRhw1rl5h7SU0/9Sb/8ZS/3sSNHPiCX69z/El577a86fDhPM2c+odtuS5Ek/frXgzV+/Filp6/QgAED1aRJsPvYb7/9Vhs3/lVNmzaVJDmdTq1d+4LKysr0/PNr5O9/7q/ZmTOntXPndk2Z8pgsFotKSkq0ePEzGjDg15o69Q/u/lJSBuiee+7UmjUveGwHAKAh4erCRqRDhyh3wJKksLAwtW3bXl9/fcy97f/+b5euvrqjR8CqUnUH9X/8Y6+aN2+uW2/t697n7++vwYPvVmlpifbt+9DjuF69bnUHLEm65poukqTbbktxB6xz269VRUWFvv323DTxv/71voqKCtWnT1+dOXPG/cts9tM111yrffs+uJSPAwAAr2ImqxFp2fLKatuaNWumwkK7+/WxY8d08829f7SfEyeOq02bdtUeuty+faR7v+e4LT1eBwc3Pe/2qiBWWFgoSTp69IgkaeLEB89bR3Bw8Hm3AwDQEBCyGpELXbFRdRrQKGbz+a9y/GFI+59z9VQtYpwx448KD29erRVXTwIAGjJC1mXmqquuUm7uoR9tc+WVrXTo0BdyOp0eQenIkcPu/XVTSxtJUlhYuH7xi/g66RMAAF/BmqzLzM0336Ivv8zRu+/urravasarR49EnTp1Srt27XDvq6ys1JYtrygoqIm6deteJ7XEx/dQcHCw1qxZrcrKymr7T58+XSfjAADgDcxkXWaGDRuu3bt3aebMaf+9hUMnFRbatWdPlqZMeUw//3lHDRr0G/3tb3/R3Llz9Pnnn6lVq1bavXuX/vOf/Zo4cbLHlYWXIji4qSZPfkxPPjlTo0b9VrfccptCQ8N08uQJZWfvUWzsdfr976fWyVgAANQ3QtZlpkmTJnruuXRlZKxSVtb/afv2NxQWFq7rr/+FWrRoIUkKDLxCS5eu0ooVS7V9+xsqLi5Wu3btNX36LPXr96s6ree2227Xz372M61b95I2bFir8vIKRURE6Lrruqlfv4F1OhYAAPXJ5DJ6VTQuyOFwqqCg+Lz7KirKderUcTVv3koBATyf8Hz4jACg4fD3NyssLFgLH1lY45uRtoluo8l/nqzTp4tVWek0uMKaCQ8PrvGjgViTBQAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAAGAAQhYAAIABCFkAAAAGIGQBAAAYgJAFAABgAJ8MWX/961/161//WrGxsYqPj9cDDzygs2fPuve/8847GjhwoGJjY9W3b19t3bq1Wh/l5eV6+umnlZiYqLi4ON1///3Kzc2t1u7QoUO6//77FRcXp8TERC1YsEDl5eXV2m3evFl9+/ZVbGysBg4cqN27qz9gGQAAoIrPPbtwxYoVSk9P14MPPqi4uDidPn1a2dnZcjgckqQPPvhA48eP1+DBgzV9+nT94x//0B/+8AcFBwfr9ttvd/fz5JNPKjMzU9OmTVPLli21cuVKjRw5Utu2bVOzZs0kSTabTffdd586dOigpUuX6uTJk5o/f77Onj2rmTNnuvvatm2bZsyYoQcffFA9evRQZmamxo8fr/Xr1ysuLq5eP5/zMZtNMptN9T6u0+mS03nxT2U6ejRfGzas1cGDHysv75DatWuvtWs3GVAhAADe41MhKzc3V8uWLdNzzz2nX/7yl+7tffv2df95xYoV6tq1q/74xz9Kknr06KH8/HwtWbLEHbJOnDihLVu2aNasWRo8eLAkKTY2Vr169dLGjRs1ZswYSdLGjRtVXFysZcuWKTQ0VJLkcDg0Z84cjRs3Ti1btpQkLVmyRP3799ekSZPcY+bk5Gj58uVKT0839DP5KWazSeFhwTJ5IWS5nC4VnC6+6KCVl3dI2dl7dc01XeRyOeV0+sbzqAAAqEs+FbL+8pe/qE2bNh4B6/vKy8v1/vvva8qUKR7b+/XrpzfeeENHjx5VmzZttGfPHjmdTo+ZrdDQUCUmJiorK8sdsrKyspSQkOAOWJKUkpKiWbNmae/evbrjjjuUn5+vw4cP69FHH602ZtWpRYvFew8nNptNMplNsh39So6ysnob1y8wUCFt2stsNl10yEpMTFbPnjdLkp56arY+++wTAyoEAMC7fGpN1v79+9WxY0c999xzSkhI0LXXXquhQ4dq//79kqQjR46ooqJCUVFRHsdFR0dLknvNVW5urpo3b66QkJBq7b6/Lis3N7daX1arVRERER59SVJkZGS1vioqKpSfn3+pb7tOOMrKVHm2tN5+XUqgM5t96q8dAACG8KmZrG+//VYff/yxcnJyNGvWLAUFBWnlypUaNWqUduzYIZvNJulcEPq+qtdV++12u3vd1Q/bVbWpavfDviQpJCTE3a6mY9aWv//5A4fTWf+n/xoqPz/TBT9HAIBv8POr/ffpSznWm3wqZLlcLpWUlOjPf/6zOnXqJEm67rrr1Lt3b61bt05JSUlerrBumc0mhYUFn3ff2bN++u47808GCG//xbvU8U0mk0ym2oUkp9Mks9mskJAmuuKKKy6pDgCA77Jag7xdQq34VMiyWq0KDQ11Byzp3Fqqa665Rl9++aX69+8vSSosLPQ4zm63S5L79KDValVRUVG1/u12u8cpRKvVWq0v6dzsVFW7qt8LCwsVERFxwTFrw+l0yW4vOe++8vIyOZ1OORwuVVb67sJwh8N5SfW5XC65XLV7jw6HS06nUzZbiUpLHbWuAQBgPD8/c63Dkt1eKofDN34WWq1BNZ5g8KmQdfXVV+vIkSPn3VdWVqZ27dopICBAubm56tmzp3tf1bqpqvVVUVFR+u677zzCUlW776/BioqKqnbvrMLCQn377bcefZ3v2NzcXAUEBKht27aX8pYvGC4cjou/NcLlyteDKADg0lzqf+i9xadOcvbq1UtnzpzRp59+6t52+vRpHTx4UF26dJHFYlF8fLzeeustj+MyMzMVHR2tNm3aSJKSkpJkNpu1Y8cOdxubzaY9e/YoOTnZvS05OVnvvfeee1ZKkrZv3y6z2azExERJUtu2bdWhQwdt37692pgJCQlevbIQAAD4Lp+aybr11lsVGxuriRMnKjU1VYGBgUpLS5PFYtE999wjSXrooYc0YsQIzZ49WykpKXr//ff1xhtvaNGiRe5+rrzySg0ePFgLFiyQ2WxWy5YttWrVKjVr1kxDhw51txs6dKjWrl2rhx9+WOPGjdPJkye1YMECDR061H2PLEmaMGGCpkyZonbt2ik+Pl6ZmZk6cOCA1q1bV38fDgAAaFB8KmSZzWalpaVp3rx5mjlzpioqKnTDDTdo/fr17vVQN9xwg5YuXarFixdry5Ytat26tZ588kmlpKR49PX4448rODhYCxcuVHFxsbp3764XXnjB46rDkJAQvfTSS3riiSf08MMPKzg4WIMHD1ZqaqpHXwMGDFBpaanS09OVlpamyMhILVu2TN26dTP+Q2mEzp49q+zsPZKkEyeOq7i4WLt3vy1Jiou7XmFhYd4sDwCAOmFyuVws/vESh8OpgoLi8+6rqCjXqVPH1bx5KwUEXPiUpL+/WWFhwV67Genp08UXfZ78+PGvNWTIwPPuW7Jkpbp3v6FG/dT0MwIAeF/Vz6uFjyzU0UNHa3RMm+g2mvznybX6WWOU8PDghrnwHRfP6XTJ5XQppE37eh/bVctnF7Zq1Vp79nxgQEUAAPgOQlYD5/zv8wMb0gOiAQC4HBCyGgHCDgAAvsenbuEAAADQWBCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAIAADAAIQsAAMAA3Iy0ETCbTQ3qju/Z2Xu0fv0aHT6cq+LiYv3sZy2UnPxL3X//WDVt2tSASgEAqH+ErAbObDYpLKyJzOb6n5R0Op06fbrkooOW3W7XNdd00eDBd8tqDVFe3iGtXp2m3NxDWrRouUHVAgBQvwhZDdy5WSyzvnznPZWettfbuEFhVl3d+yaZzaaLDll9+/bzeN29+w0KCLBowYKn9N133+pnP4uoy1IBAPAKQlYjUXrarpJTp71dRq2FhIRIkioqKrxcCQAAdYOQBa9xOByqrKzU4cN5euGF55WUlKxWrVp7uywAAOoEIQteM3jwr/Ttt99IkuLjb9KsWU95uSIAAOoOIQte86c//Vlnz5YqLy9XL72UoalTU7Vo0XL5+fl5uzQAAC4ZIQtec/XVP5ckXXttV3XqdI3uv/8eZWXtVq9et3q5MgAALh03I4VPuPrqn8vf319Hjx71dikAANQJQhZ8wsGDH6uyslKtW1/l7VIAAKgTnC5EvZs+/VF16tRZ0dE/V2BgoL78MkcbNqxVdPTPlZx8s7fLAwCgThCyGomgMGuDGa9z5y56550dWrfuJblcTl15ZSv96le/0bBh9yogIKAOqwQAwHsIWQ3cuecHOnV175u8MLazVs8uHD58pIYPH1n3BQEA4EMIWQ2c0+nS6dMlDeoB0QAAXA4IWY0AYQcAAN/D1YUAAAAGIGQBAAAYgJAFAABgAEIWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAG4GWkjYDabGuwd30tKSvTb3w7Wt99+o+efX6NOna6po+oAAPAuQlYDZzabFBbaRGa/+p+UdDqcOn2m5JKC1osvPi+Hw1GHVQEA4BsIWQ2c2WyS2c+sf295W4Xfna63cZv9LEzXD75VZrOp1iHrq68O669/3ayHH56kZ56ZV8cVAgDgXYSsRqLwu9OyHf/O22VclEWLFmjQoDvVrl17b5cCAECdY+E7vGL37reVm3tI99//gLdLAQDAEIQs1LuzZ89q6dJFGjv2dwoOburtcgAAMAQhC/XupZcyFB7eXP37D/R2KQAAGIaQhXp14sRxbdy4TqNHj1VRUZEKCwtVWloq6dztHEpKSrxcIQAAdcOnQtZf/vIXxcTEVPv1zDPPeLTbvHmz+vbtq9jYWA0cOFC7d++u1ldhYaGmT5+uG2+8Ud26ddPEiRP1zTffVGv34Ycf6u6771bXrl3Vq1cvpaWlyeXyvFrO5XIpLS1NN998s7p27aq7775bH330UZ2+98vF118fU0VFhR59dJJSUnopJaWXpk5NlSRNnPigJk36nZcrBACgbvjk1YXPP/+8mjVr5n7dsmVL95+3bdumGTNm6MEHH1SPHj2UmZmp8ePHa/369YqLi3O3mzRpkr788kvNnj1bgYGBWrx4scaMGaOtW7fK3//c2/7qq680evRoJSYmatKkSfr888/1zDPPyM/PT6NHj3b3lZ6eriVLlmjKlCmKiYnR+vXrNWrUKL322mtq27at8R9II/Lzn8doyZKVHtu+/DJHS5Y8qylTHlPnzl28VBkAAHXLJ0NWly5dFB4eft59S5YsUf/+/TVp0iRJUo8ePZSTk6Ply5crPT1dkrRv3z7t2bNHGRkZSkpKkiRFRkaqX79+2rFjh/r16ydJysjIUFhYmJ599llZLBYlJCSooKBAK1eu1PDhw2WxWFRWVqZVq1Zp1KhRGjlypCTp+uuv1+23366MjAzNnj3b0M+ippr9LKxBjNesWTN1737Defd16tRZMTGdLqUsAAB8hk+GrAvJz8/X4cOH9eijj3ps79evnxYsWKDy8nJZLBZlZWXJarUqMTHR3SYqKkqdO3dWVlaWO2RlZWWpT58+slgsHn2tWrVK+/btU3x8vD788EMVFRUpJSXF3cZisahPnz7auXOnwe/4pzmdLjkdTl0/+Nb6H9vhvOTH6gAA0Fj5ZMgaMGCATp8+rdatW+uuu+7SAw88ID8/P+Xm5ko6Nyv1fdHR0aqoqFB+fr6io6OVm5uryMhImUyez/OLiopy91FSUqLjx48rKiqqWhuTyaTc3FzFx8e72/+wXXR0tF566SWdPXtWV1xxRa3fq7//+ZfFOZ01exah0+nS6TMlDfbZhZLUvfsN2rPng1of7+dnuuDnCADwDX6X8Pi3SznWm3wqZEVERGjChAm67rrrZDKZ9M4772jx4sU6efKkZs6cKZvNJkmyWq0ex1W9rtpvt9s91nRVCQkJ0ccffyzp3ML48/VlsVgUFBTk0ZfFYlFgYGC1MV0ul2w2W61DltlsUlhY8Hn3nT3rp+++M/t0gPDWg6mrOJ0mmc1mhYQ0uaSgCwDwbVZrkLdLqBWfClk9e/ZUz5493a+TkpIUGBiol156SQ8++KAXKzOG0+mS3X7+WxaUl5fJ6XTK4XCpstJZz5U1DA6HS06nUzZbiUpLecg0APgyPz9zrcOS3V4qh8M3fhZarUE1nlnzqZB1PikpKVq9erU+/fRThYSESDo3CxUREeFuY7fbJcm932q16sSJE9X6stls7jZVM11VM1pVysvLVVpa6tFXeXm5ysrKPGaz7Ha7TCaTu11tXShAORysdaopgigANG4Oh7NBfp/3zfNQF1C1LqpqnVSV3NxcBQQEuG+nEBUVpby8vGr3u8rLy3P30aRJE7Vq1apaX1XHVbWr+j0vL6/amK1bt+Y0FQAAOC+fD1mZmZny8/PTNddco7Zt26pDhw7avn17tTYJCQnuqwSTk5Nls9mUnZ3tbpOXl6dPPvlEycnJ7m3JycnatWuXKioqPPqyWq3q1q2bJKl79+5q2rSp3nzzTXebiooK7dixw6MvAACA7/Op04WjR49WfHy8YmJiJEm7du3Spk2bNGLECPfpwQkTJmjKlClq166d4uPjlZmZqQMHDmjdunXufrp166akpCRNnz5dU6dOVWBgoBYtWqSYmBjddtttHuO9/vrrmjx5soYNG6acnBxlZGQoNTXVHdgCAwM1btw4LV26VOHh4erYsaM2bNigM2fOeNywFAAA4Pt8KmRFRkZq69atOnHihJxOpzp06KDp06dr+PDh7jYDBgxQaWmp0tPTlZaWpsjISC1btsw981Rl8eLFmjdvnmbOnKnKykolJSXp8ccfd9/tXZLat2+vjIwMzZ8/X2PHjlV4eLgmTpyoUaNGefQ1ZswYuVwurV69WgUFBercubMyMjK42zsAALggk+uHC5dQbxwOpwoKis+7r6KiXKdOHVfz5q0UEGA5b5vLHZ8RADQc/v5mhYUFa+EjC3X00NEaHdMmuo0m/3myTp8u9pmF7+HhwTW+utDn12QBAAA0RD51uhC1462bgl7qHd/ffPMNbdr0sr766rCCgoLUqVMXzZ27QIGBXLEJAGj4CFkNnNlsUmhoE688csDhcOrMmZJaBa2XXsrQ+vVrNHz4/br22ljZbGf0wQf/8pmbzQEAcKkIWQ2c2WySn59Za59Zq2/yv6m3cVu0baHhU4bLbDZddMg6cuSwVq9O0/z5zyoh4X8P8b755lvqukwAALyGkNVIfJP/TY0XEnrbtm2vq1WrqzwCFgAAjQ0L31HvDh78j6Kjo/Xii89rwIA+uvnmHnrooVE6ePBjb5cGAECdIWSh3hUUnNI///m+tm/P1OTJUzVv3jOSTPr97x/W6dMF3i4PAIA6QchCvXM6XSotLdGTTz6tXr1uVUJCkp5++lm5XNLWrZu8XR4AAHWCkIV616xZM4WEhOjqq3/u3ma1hqhjxxjl5R3yYmUAANQdQhbqXWRk1AX3lZeX12MlAAAYh5CFepeY2FM2m01ffPG5e5vNdkaff/6ZYmI6e7EyAADqDrdwQL3r2fNmde58jR5/fKrGjv2dAgMDtXbti7JYAvSb3wz2dnkAANQJQlYj0aJtiwYzntls1p/+tERLly7Un/40VxUVFbruum5atixdzZv/rA6rBADAewhZDZzT6ZLD4dTwKcPrfWyHw1nrZxeGhoZqxown6rgiAAB8ByGrgXM6XTpzpqRBPiAaAIDGjJDVCBB2AADwPVxdCAAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAAGAAQhYAAIABCFkAAAAGIGQBAAAYgJuRNgJms6lB3fF9/Pix+uijD8+7b/bsp3TrrX0vtTQAALyOkNXAmc0mhYYGyc/Pr97HdjgcOnOm9KKD1uTJ01RcXOyxbfPml/V///eObrghvi5LBADAawhZDZzZbJKfn5+enblM+YeP1du4bTtcpd//cbzMZtNFh6zIyKhq2+bM+UQ33thDoaGhdVQhAADeRchqJPIPH1Pu54e9XUat/Oc/+3X8+DGNGfOQt0sBAKDOsPAdXrdz53YFBQWpZ89fersUAADqDCELXlVZWal33nlbiYnJCgoK8nY5AADUGUIWvOpf/3pfZ86cVp8+t3u7FAAA6hQhC1719tvbFRISovj4BG+XAgBAnSJkwWvKys4qK+td9ep1q/z9uQYDANC4ELLgNXv2ZKm0tIRThQCARomQBa/ZuXO7Wra8Ul27xnm7FAAA6hznaBqJth2ualDj2e12vf9+toYMGSaTqf4fCQQAgNEIWQ2c0+mSw+HQ7/84vt7HdjgctXp2oSRZrVbt3p1dxxUBAOA7CFkNnNPp0pkzpQ3qAdEAAFwOCFmNAGEHAADfw8J3AAAAAxCyAAAADOCzIau4uFjJycmKiYnRf/7zH499mzdvVt++fRUbG6uBAwdq9+7d1Y4vLCzU9OnTdeONN6pbt26aOHGivvnmm2rtPvzwQ919993q2rWrevXqpbS0NLlcnqfeXC6X0tLSdPPNN6tr1666++679dFHH9Xp+wUAAI2Lz4as5557Tg6Ho9r2bdu2acaMGUpJSVF6erri4uI0fvz4aqFn0qRJ2rt3r2bPnq1nnnlGeXl5GjNmjCorK91tvvrqK40ePVoRERFatWqV7rvvPi1ZskSrV6/26Cs9PV1LlizRyJEjtWrVKkVERGjUqFHKz8835L1/3w8DH/6HzwYA4Mt8MmQdOnRIL7/8siZMmFBt35IlS9S/f39NmjRJPXr00B//+EfFxsZq+fLl7jb79u3Tnj179NRTT6lfv3665ZZb9Oc//1mff/65duzY4W6XkZGhsLAwPfvss0pISNDIkSM1atQorVy5UuXl5ZKksrIyrVq1SqNGjdLIkSOVkJCgZ599VqGhocrIyDDsM/Dz85MklZeXGTZGQ1f12fj5cf0GAMD3+ORPpyeffFJDhw5VZGSkx/b8/HwdPnxYjz76qMf2fv36acGCBSovL5fFYlFWVpasVqsSExPdbaKiotS5c2dlZWWpX79+kqSsrCz16dNHFovFo69Vq1Zp3759io+P14cffqiioiKlpKS421gsFvXp00c7d+404u1LksxmPwUFNVVR0en/jhnITTv/y+Vyqby8TEVFpxUU1FRms0/+XwEAcJnzuZC1fft25eTkaOnSpTp48KDHvtzcXEmqFr6io6NVUVGh/Px8RUdHKzc3V5GRkdVCSVRUlLuPkpISHT9+XFFRUdXamEwm5ebmKj4+3t3+h+2io6P10ksv6ezZs7riiitq/X79/S8cEMLDf6YzZ0zuoAVPwcHNFBranPAJAA2An1/t/0N8Kcd6k0+FrNLSUs2fP1+pqalq2rRptf02m03SubuFf1/V66r9drtdzZo1q3Z8SEiIPv74Y0nnFsafry+LxaKgoCCPviwWiwIDA6uN6XK5ZLPZah2yzGaTwsKCf7RNeHhTORwOVVRU1GqMxiogIMB9ShUA0LhZrUHeLqFWfCpkrVixQs2bN9edd97p7VLqhdPpkt1e4u0yGqTS0uoXRQAAfJefn7nWYcluL5XD4azjimrHag2q8cyaz4SsY8eOafXq1Vq+fLl7lqmkpMT9e3FxsUJCQiSdm4WKiIhwH2u32yXJvd9qterEiRPVxrDZbO42VTNdVWNVKS8vV2lpqUdf5eXlKisr85jNstvtMplM7na1VVnpG39pAADwVQ6Hs0H+vPSZkHX06FFVVFRo7Nix1faNGDFC1113nRYuXCjp3Nqs76+Rys3NVUBAgNq2bSvp3Pqp7OxsuVwuj/U6eXl56tixoySpSZMmatWqlXvN1ffbuFwud/9Vv+fl5alTp04eY7Zu3fqS1mMBAIDGy2dWknXu3Flr1qzx+PXYY49JkubMmaNZs2apbdu26tChg7Zv3+5xbGZmphISEtxXCSYnJ8tmsyk7O9vdJi8vT5988omSk5Pd25KTk7Vr1y6P9U6ZmZmyWq3q1q2bJKl79+5q2rSp3nzzTXebiooK7dixw6MvAACA7/OZmSyr1ar4+Pjz7uvSpYu6dOkiSZowYYKmTJmidu3aKT4+XpmZmTpw4IDWrVvnbt+tWzclJSVp+vTpmjp1qgIDA7Vo0SLFxMTotttuc7cbPXq0Xn/9dU2ePFnDhg1TTk6OMjIylJqa6g5sgYGBGjdunJYuXarw8HB17NhRGzZs0JkzZzR69GgDPxEAANCQ+UzIqqkBAwaotLRU6enpSktLU2RkpJYtW+aeeaqyePFizZs3TzNnzlRlZaWSkpL0+OOPy9//f2+5ffv2ysjI0Pz58zV27FiFh4dr4sSJGjVqlEdfY8aMkcvl0urVq1VQUKDOnTsrIyPDfXoSAADgh0wunk3iNQ6HUwUFxd4uAwAAw/n7mxUWFqyFjyzU0UNHa3RMm+g2mvznyTp9uthnFr6HhwfX+OpCn1mTBQAA0JgQsgAAAAxAyAIAADBArUPWq6++qqNHL3xO9ejRo3r11Vdr2z0AAECDVuuQ9dhjj2nfvn0X3H/gwAH3fa4AAAAuN7UOWT91UWJJSQkP8AUAAJeti7pP1meffabPPvvM/fqDDz6Qw1H9Qb12u10bN25UZGTkpVcIAADQAF1UyHr77be1bNkySZLJZNIrr7yiV1555bxtrVarnn766UuvEAAAoAG6qJB111136eabb5bL5dKQIUM0ceLEas/vM5lMCgoKUrt27Tzurg4AAHA5uagU1KJFC7Vo0UKStGbNGkVHR6t58+aGFAYAANCQ1Xqq6cYbb6zLOgAAABqVSzqf9/e//11btmxRfn6+7HZ7tSsOTSaT3n777UsqEAAAoCGqdch6/vnntXDhQjVv3lxdu3ZVTExMXdYFAADQoNU6ZK1Zs0Y9evRQWlqaAgIC6rImAACABq/WNyO12+3q27cvAQsAAOA8ah2yYmNjlZeXV5e1AAAANBq1DlmzZ8/Wzp079frrr9dlPQAAAI1CrddkTZo0SZWVlfp//+//afbs2bryyitlNntmNpPJpL/97W+XXCQAAEBDU+uQFRoaqtDQULVv374u6wEAAGgUah2y1q5dW5d1AAAANCq1XpMFAACAC6v1TNa//vWvGrX7xS9+UdshAAAAGqxah6zhw4fLZDL9ZLtPP/20tkMAAAA0WJd0x/cfcjgcOnbsmDZt2iSn06nJkydfUnEAAAANVa1D1o033njBfXfccYfuuece/fOf/1RCQkJthwAAAGiwDFn4bjab1b9/f23evNmI7gEAAHyeYVcX2mw2FRYWGtU9AACAT6v16cKvv/76vNvtdrs++OADZWRk6IYbbqh1YQAAAA1ZrUNW7969L3h1ocvlUlxcnObMmVPrwgAAABqyWoesuXPnVgtZJpNJVqtV7dq109VXX33JxQEAADRUtQ5Zd9xxR13WAQAA0KjUOmR935dffqljx45Jkq666ipmsQAAwGXvkkLW22+/rfnz57sDVpU2bdpo2rRpuuWWWy6pOAAAgIaq1iHr3Xff1cSJE9W6dWulpqYqOjpaknTo0CFt2rRJEyZM0MqVK5WcnFxnxQIAADQUtQ5Zzz33nGJiYrR+/Xo1adLEvf2WW27Rvffeq3vuuUfLly8nZAEAgMtSrW9G+vnnn+vXv/61R8Cq0qRJE/3mN7/R559/fknFAQAANFS1DlmBgYGy2WwX3G+z2RQYGFjb7gEAABq0Woes+Ph4rVmzRvv27au2b//+/Vq7di0PhwYAAJetWq/JevTRRzV06FDdc8896tq1qyIjIyVJeXl5OnDggJo3b64pU6bUWaEAAAANSa1nstq2bau//e1vGj58uGw2mzIzM5WZmSmbzaYRI0botddeU5s2beqyVgAAgAaj1jNZlZWVCgwM1PTp0zV9+vRq+4uKilRZWSl//zq53ykAAECDUuuZrCeffFJDhw694P5hw4Zp/vz5F9Xnu+++q3vvvVc9evTQtddeq1tuuUXz5s1TYWGhR7t33nlHAwcOVGxsrPr27autW7dW66u8vFxPP/20EhMTFRcXp/vvv1+5ubnV2h06dEj333+/4uLilJiYqAULFqi8vLxau82bN6tv376KjY3VwIEDtXv37ot6bwAA4PJS65D197//XX379r3g/r59+yorK+ui+jxz5oy6du2qOXPmKCMjQ/fff79effVVPfLII+42H3zwgcaPH6+4uDilp6crJSVFf/jDH7R9+3aPvp588klt3rxZqampWrp0qcrLyzVy5EiPwGaz2XTfffepoqJCS5cuVWpqqjZt2lQtHG7btk0zZsxQSkqK0tPTFRcXp/Hjx+ujjz66qPcHAAAuH7U+l/fNN9+oZcuWF9zfokULnTx58qL6HDRokMfr+Ph4WSwWzZgxQydPnlTLli21YsUKde3aVX/84x8lST169FB+fr6WLFmi22+/XZJ04sQJbdmyRbNmzdLgwYMlSbGxserVq5c2btyoMWPGSJI2btyo4uJiLVu2TKGhoZIkh8OhOXPmaNy4ce73t2TJEvXv31+TJk1yj5mTk6Ply5crPT39ot4jAAC4PNR6Jis0NFR5eXkX3H/o0CE1bdq0tt17jCNJFRUVKi8v1/vvv+8OU1X69eunQ4cO6ejRo5KkPXv2yOl0erQLDQ1VYmKix+xaVlaWEhIS3GNIUkpKipxOp/bu3StJys/P1+HDh5WSklJtzOzs7POeWgQAAKh1yOrZs6c2btyoTz75pNq+gwcPatOmTbV+pI7D4VBZWZkOHjyo5cuXq3fv3mrTpo2OHDmiiooKRUVFebSvem5i1Zqr3NxcNW/eXCEhIdXafX9dVm5ubrW+rFarIiIiPPqS5L5Fxff7qqioUH5+fq3eIwAAaNxqfbrwkUce0d///ncNGTJEvXv31tVXXy1J+uKLL7R7926Fh4d7rKW6GL169XKfauzZs6cWLlwoSe47zFutVo/2Va+r9tvtdjVr1qxav1ar1eMu9Xa7vVpfkhQSEuJuV9Mxa8vfv9Y5FwCABsPPr/Y/7y7lWG+qdchq2bKltm7dqoULF2rXrl3auXOnJKlp06b61a9+pdTU1B9ds/Vj0tLSVFpaqi+//FIrVqzQgw8+qBdeeKG2pfoss9mksLBgb5cBAIBPs1qDvF1CrVzSTaxatGihp59+Wi6XSwUFBZKk8PBwmUymSyqqU6dOkqRu3bopNjZWgwYN0s6dO92zZT+8pYPdbpck9+lBq9WqoqKiav3a7XaPU4hWq7VaX9K52amqdlW/FxYWKiIi4oJj1obT6ZLdXlLr4wEAaCj8/My1Dkt2e6kcDmcdV1Q7VmtQjWfW6uROoSaTSc2bN6+LrqqJiYlRQECAjhw5ot69eysgIEC5ubnq2bOnu03Vuqmq9VVRUVH67rvvPMJSVbvvr8GKioqqdu+swsJCffvttx59ne/Y3NxcBQQEqG3btpf0/iorfeMvDQAAvsrhcDbIn5c+f5Jz//79qqioUJs2bWSxWBQfH6+33nrLo01mZqaio6Pdj/FJSkqS2WzWjh073G1sNpv27NnjsRg/OTlZ7733nntWSpK2b98us9msxMRESeceH9ShQ4dq9+HKzMxUQkKCLBZLnb9nAADQ8PnUM2/Gjx+va6+9VjExMbriiiv02WefKSMjQzExMbr11lslSQ899JBGjBih2bNnKyUlRe+//77eeOMNLVq0yN3PlVdeqcGDB2vBggUym81q2bKlVq1apWbNmnncpX7o0KFau3atHn74YY0bN04nT57UggULNHToUI/1ZBMmTNCUKVPUrl07xcfHKzMzUwcOHNC6devq78MBAAANisnlcrm8XUSVtLQ0ZWZm6siRI3K5XLrqqqvUp08fjR492uOeW7t27dLixYuVl5en1q1ba+zYse6bjlYpLy/XokWL9Nprr6m4uFjdu3fX448/7r7dQ5VDhw7piSee0L59+xQcHKxBgwYpNTW12gzV5s2blZ6erq+//lqRkZH6/e9/r169el3S+3U4nCooKL6kPgAAaAj8/c0KCwvWwkcW6uihozU6pk10G03+82SdPl3sM6cLw8ODa7wmy6dC1uWGkAUAuFxcjiHL59dkAQAANESELAAAAAMQsgAAAAxAyAIAADCAT93CAQCAumY2m2Q2X9yTSJxOl5xOrgvDpSFkAQAaLbPZpNCQIPn5+13UcY5Kh87YSglauCSELABAo2U2m+Tn76dpqXOUd+hwjY6JjO6g+YtmyWw2EbJwSQhZAIBGL+/QYX16MMfbZeAyw8J3AAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAIAADAAIQsAAMAAhCwAAAADELIAAAAMQMgCAAAwACELAADAAIQsAAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAIAADAAIQsAAMAAhCwAAAADELIAAAAM4O/tAgAAQMNkNptkNptq1NbP7/Kb1yFkAQCAi2Y2mxQW2kTmyzA81RQhCwAAXDSz2SSzn1lvpb2qguOnfrJ9+2ujdNOdveqhMt9ByAIAALVWcPyUvj1y4ifbhV3ZvB6q8S3M8QEAABiAkAUAAGAAQhYAAIABCFkAAAAGIGQBAAAYgJAFAABgAEIWAACAAXwqZL355pt66KGHlJycrLi4OA0aNEhbtmyRy+XyaLd582b17dtXsbGxGjhwoHbv3l2tr8LCQk2fPl033nijunXrpokTJ+qbb76p1u7DDz/U3Xffra5du6pXr15KS0urNp7L5VJaWppuvvlmde3aVXfffbc++uijOn3vAACgcfGpkPXiiy8qKChI06ZN04oVK5ScnKwZM2Zo+fLl7jbbtm3TjBkzlJKSovT0dMXFxWn8+PHVQs+kSZO0d+9ezZ49W88884zy8vI0ZswYVVZWutt89dVXGj16tCIiIrRq1Srdd999WrJkiVavXu3RV3p6upYsWaKRI0dq1apVioiI0KhRo5Sfn2/o5wEAABoun7rj+4oVKxQeHu5+nZCQoDNnzuiFF17Q7373O5nNZi1ZskT9+/fXpEmTJEk9evRQTk6Oli9frvT0dEnSvn37tGfPHmVkZCgpKUmSFBkZqX79+mnHjh3q16+fJCkjI0NhYWF69tlnZbFYlJCQoIKCAq1cuVLDhw+XxWJRWVmZVq1apVGjRmnkyJGSpOuvv1633367MjIyNHv27Hr7fAAAQMPhUzNZ3w9YVTp37qyioiKVlJQoPz9fhw8fVkpKikebfv36KTs7W+Xl5ZKkrKwsWa1WJSYmuttERUWpc+fOysrKcm/LysrSLbfcIovF4tGX3W7Xvn37JJ07nVhUVOQxpsViUZ8+fTz6AgAA+D6fClnn8+9//1stW7ZU06ZNlZubK+ncrNT3RUdHq6Kiwn36Ljc3V5GRkTKZTB7toqKi3H2UlJTo+PHjioqKqtbGZDK521X9/sN20dHR+vrrr3X27Nk6eqcAAKAx8anThT/0wQcfKDMzU1OnTpUk2Ww2SZLVavVoV/W6ar/dblezZs2q9RcSEqKPP/5Y0rmF8efry2KxKCgoyKMvi8WiwMDAamO6XC7ZbDZdccUVtX6P/v4+n3MBoMHy86v999hLOfZyUJ+fT0P9WvhsyDpx4oRSU1MVHx+vESNGeLscQ5jNJoWFBXu7DADAeVitQd4uAf/VUL8WPhmy7Ha7xowZo9DQUC1dulRm87kEGxISIuncLFRERIRH++/vt1qtOnHiRLV+bTabu03VTFfVjFaV8vJylZaWevRVXl6usrIyj9ksu90uk8nkblcbTqdLdntJrY8HAPw4Pz9zrX9A2+2lcjicdVxR43Epn+3F8qWvhdUaVOOZNZ8LWWfPntW4ceNUWFioV155xeO0X9W6qNzcXI81Urm5uQoICFDbtm3d7bKzs+VyuTzWZeXl5aljx46SpCZNmqhVq1buNVffb+Nyudz9V/2el5enTp06eYzZunXrSzpVKEmVlb7xlwYA4MnhcPI92kc01K+FT53krKys1KRJk5Sbm6vnn39eLVu29Njftm1bdejQQdu3b/fYnpmZqYSEBPdVgsnJybLZbMrOzna3ycvL0yeffKLk5GT3tuTkZO3atUsVFRUefVmtVnXr1k2S1L17dzVt2lRvvvmmu01FRYV27Njh0RcAAMD3+dRM1pw5c7R7925NmzZNRUVFHjcYveaaa2SxWDRhwgRNmTJF7dq1U3x8vDIzM3XgwAGtW7fO3bZbt25KSkrS9OnTNXXqVAUGBmrRokWKiYnRbbfd5m43evRovf7665o8ebKGDRumnJwcZWRkKDU11R3YAgMDNW7cOC1dulTh4eHq2LGjNmzYoDNnzmj06NH19tkAAICGxadC1t69eyVJ8+fPr7Zv165datOmjQYMGKDS0lKlp6crLS1NkZGRWrZsmXvmqcrixYs1b948zZw5U5WVlUpKStLjjz8uf///veX27dsrIyND8+fP19ixYxUeHq6JEydq1KhRHn2NGTNGLpdLq1evVkFBgTp37qyMjAz36UkAAIAf8qmQ9c4779So3ZAhQzRkyJAfbdOsWTPNnTtXc+fO/dF23bt316ZNm360jclk0rhx4zRu3Lga1QcAAOBTa7IAAAAaC0IWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAAGAAQhYAAIABCFkAAAAGIGQBAAAYgJAFAABgAEIWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAAGAAQhYAAIABCFkAAKBRe+ml53XPPXfopZeer9dxCVkAAKDRKisr0/btmXI6nXrrrUyVlZXV29iELAAA0GhVVlbI5XJKkpxOpyorK+ptbEIWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAAGAAQhYAAIABCFkAAAAGIGQBAAAYgJAFAABgAEIWAACAAQhZAAAABvD3dgEAAAB1xWw2yWw2uV/7+3vOJ/n7m6ttczpdcjpddV4LIQsAADQKZrNJoSFB8vP3c28LCPAMT6GhwWraNNhjm6PSoTO20joPWj4Vsr766itlZGRo//79+uKLLxQVFaU33nijWrvNmzfr+eef19dff63IyEilpqaqV69eHm0KCws1b948vf3226qoqFDPnj31+OOPq0WLFh7tPvzwQz399NP69NNP1bx5cw0bNkxjxoyRyfS/FOxyuZSenq6XX35ZBQUF6ty5sx577DHFxcUZ8jkAAICLZzab5Ofvp2mpc5R36LAkyelyerS5f9jDMpv+N5MVGd1B8xfNktlsqvOQ5VNrsr744gu9++67at++vaKjo8/bZtu2bZoxY4ZSUlKUnp6uuLg4jR8/Xh999JFHu0mTJmnv3r2aPXu2nnnmGeXl5WnMmDGqrKx0t/nqq680evRoRUREaNWqVbrvvvu0ZMkSrV692qOv9PR0LVmyRCNHjtSqVasUERGhUaNGKT8/v84/AwAAcGnyDh3Wpwdz9OnBHOV89qXHvpzPvnTv+/RgjjuMGcGnZrJ69+6tW2+9VZI0bdo0ffzxx9XaLFmyRP3799ekSZMkST169FBOTo6WL1+u9PR0SdK+ffu0Z88eZWRkKCkpSZIUGRmpfv36aceOHerXr58kKSMjQ2FhYXr22WdlsViUkJCggoICrVy5UsOHD5fFYlFZWZlWrVqlUaNGaeTIkZKk66+/XrfffrsyMjI0e/ZsYz8UAADQIPnUTJbZ/OPl5Ofn6/Dhw0pJSfHY3q9fP2VnZ6u8vFySlJWVJavVqsTERHebqKgode7cWVlZWe5tWVlZuuWWW2SxWDz6stvt2rdvn6RzpxOLioo8xrRYLOrTp49HXwAAAN/nUyHrp+Tm5ko6Nyv1fdHR0aqoqHCfvsvNzVVkZKTHuirpXNCq6qOkpETHjx9XVFRUtTYmk8ndrur3H7aLjo7W119/rbNnz9bRuwMAAI2JT50u/Ck2m02SZLVaPbZXva7ab7fb1axZs2rHh4SEuE9BFhYWnrcvi8WioKAgj74sFosCAwOrjelyuWSz2XTFFVfU+j398DJSAEDd8fOr/ffYSzn2clCfn09Nx/K1r3eDClmNjdlsUlhY8E83BADUO6s1yNsl4L/q42thxBgNKmSFhIRIOjcLFRER4d5ut9s99lutVp04caLa8Tabzd2maqarakarSnl5uUpLSz36Ki8vV1lZmcdslt1ul8lkcrerDafTJbu9pNbHAwB+nJ+fudY/PO32Ujkczp9ueJm6lM/2YtX0a1EfX2+rNajGs14NKmRVrYvKzc31WCOVm5urgIAAtW3b1t0uOztbLpfLY11WXl6eOnbsKElq0qSJWrVq5V5z9f02LpfL3X/V73l5eerUqZPHmK1bt76kU4WSVFnJP2AA8EUOh5Pv0T6iPr4WRozRoE44t23bVh06dND27ds9tmdmZiohIcF9lWBycrJsNpuys7PdbfLy8vTJJ58oOTnZvS05OVm7du1SRUWFR19Wq1XdunWTJHXv3l1NmzbVm2++6W5TUVGhHTt2ePQFAADwfT41k1VaWqp3331XknTs2DEVFRW5A9WNN96o8PBwTZgwQVOmTFG7du0UHx+vzMxMHThwQOvWrXP3061bNyUlJWn69OmaOnWqAgMDtWjRIsXExOi2225ztxs9erRef/11TZ48WcOGDVNOTo4yMjKUmprqDmyBgYEaN26cli5dqvDwcHXs2FEbNmzQmTNnNHr06Hr8dAAAQEPiUyHr1KlTeuSRRzy2Vb1es2aN4uPjNWDAAJWWlio9PV1paWmKjIzUsmXL3DNPVRYvXqx58+Zp5syZqqysVFJSkh5//HH5+//vLbdv314ZGRmaP3++xo4dq/DwcE2cOFGjRo3y6GvMmDFyuVxavXq1+7E6GRkZ7tOTAAAAP+RTIatNmzb6/PPPf7LdkCFDNGTIkB9t06xZM82dO1dz58790Xbdu3fXpk2bfrSNyWTSuHHjNG7cuJ+sDQAAQGpga7IAAAAaCkIWAACAAQhZAAAABiBkAQAAGICQBQAAYABCFgAAgAEIWQAAAAYgZAEAABiAkAUAABotl0tyuVz//bNL//1jvSBkAQCAxssllRY65HK5VFrokOoxZPnUY3UAAADqWnFBpYoLKut9XGayAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAzA1YWAJLPZJLPZdFHHOJ0uOZ31eC0wAKBBIWThsmc2mxQaEiQ/f7+LOs5R6dAZWylBCwBwXoQsXPbMZpP8/P00LXWO8g4drtExkdEdNH/RLJnNJkIWAOC8CFnAf+UdOqxPD+Z4uwwAQCPBwncAAAADELIAAAAMQMgCAAAwACELAADAAIQsAAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAIAADAAIQsAAMAAhCwAAAADELIAAAAMQMgCAAAwACELAADAAIQsAAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyKqhQ4cO6f7771dcXJwSExO1YMEClZeXe7ssAADgo/y9XUBDYLPZdN9996lDhw5aunSpTp48qfnz5+vs2bOaOXOmt8sDAAA+iJBVAxs3blRxcbGWLVum0NBQSZLD4dCcOXM0btw4tWzZ0rsFAgAAn8PpwhrIyspSQkKCO2BJUkpKipxOp/bu3eu9wgAAgM8yuVwul7eL8HUJCQm68847NWXKFI/tPXv21KBBg6ptrymXyyWnk4/f20wmyWw269Sp06qsqKjRMf4BAWrePExOp1P8CwJ8F/++jVP12ZbYi+V0OH6yvb8lQFcEB6nwTKEclT/dXpL8/P3ULLRZjb8W9fH1NptNMplMNeu7Rq0uc3a7XVartdr2kJAQ2Wy2WvdrMpnk51ezLxSM17x52EUfYzYzGQw0BPz7Nk4Ta/BFtW8W2uyix7jYr4WvfL35GwQAAGAAQlYNWK1WFRYWVttus9kUEhLihYoAAICvI2TVQFRUlHJzcz22FRYW6ttvv1VUVJSXqgIAAL6MkFUDycnJeu+992S3293btm/fLrPZrMTERC9WBgAAfBVXF9aAzWZT//79FRkZqXHjxrlvRvqrX/2Km5ECAIDzImTV0KFDh/TEE09o3759Cg4O1qBBg5SamiqLxeLt0gAAgA8iZAEAABiANVkAAAAGIGQBAAAYgJAFAABgAEIWAACAAQhZAAAABiBkAQAAGMDf2wXg8vDVV18pIyND+/fv1xdffKGoqCi98cYb3i4LBnjzzTf1t7/9TQcPHpTdblf79u01fPhw3XnnnTKZTN4uD3Xs3XffVXp6ur788ksVFRWpZcuWuvXWWzV+/Hg1a9bM2+XBYMXFxUpJSdHJkye1ZcsWxcbGerskn0LIQr344osv9O677+q6666T0+kUt2drvF588UVdddVVmjZtmsLCwvTee+9pxowZOnHihMaPH+/t8lDHzpw5o65du2r48OEKDQ3VF198oaVLl+qLL77Q6tWrvV0eDPbcc8/J4XB4uwyfxc1IUS+cTqfM5nNnp6dNm6aPP/6YmaxGqqCgQOHh4R7bZsyYoczMTP3rX/9y/z1A47Vp0ybNmDFDWVlZatmypbfLgUEOHTqkwYMHa+rUqZo1axYzWefBdzvUC36wXj5+GLAkqXPnzioqKlJJSYkXKkJ9Cw0NlSRVVFR4txAY6sknn9TQoUMVGRnp7VJ8Fj/5ABju3//+t1q2bKmmTZt6uxQYxOFwqKysTAcPHtTy5cvVu3dvtWnTxttlwSDbt29XTk6OHn74YW+X4tNYkwXAUB988IEyMzM1depUb5cCA/Xq1UsnT56UJPXs2VMLFy70ckUwSmlpqebPn6/U1FT+4/QTmMkCYJgTJ04oNTVV8fHxGjFihLfLgYHS0tK0ceNGPfnkk8rNzdWDDz7IguhGasWKFWrevLnuvPNOb5fi85jJAmAIu92uMWPGKDQ0VEuXLmVdXiPXqVMnSVK3bt0UGxurQYMGaefOnbr99tu9XBnq0rFjx7R69WotX75chYWFkuRea1lSUqLi4mIFBwd7s0SfQsgCUOfOnj2rcePGqbCwUK+88gr3S7rMxMTEKCAgQEeOHPF2KahjR48eVUVFhcaOHVtt34gRI3Tddddp06ZNXqjMNxGyANSpyspKTZo0Sbm5uVq/fj2X8F+G9u/fr4qKCha+N0KdO3fWmjVrPLZ9+umnmjdvnubMmcMtHH6AkIV6UVpaqnfffVfSuenmoqIibd++XZJ04403nveyfzRMc+bM0e7duzVt2jQVFRXpo48+cu+75pprZLFYvFcc6tz48eN17bXXKiYmRldccYU+++wzZWRkKCYmRrfeequ3y0Mds1qtio+PP+++Ll26qEuXLvVckW8jZKFenDp1So888ojHtqrXa9asueA/WjQ8e/fulSTNnz+/2r5du3Yxu9HIdO3aVZmZmUpLS5PL5dJVV12lIUOGaPTo0QRqXPa44zsAAIABuNwHAADAAIQsAAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAJwWXr//fcVExOj999/39ulXNBf/vIXxcTE6OjRo94uBUAtELIAwMtWrlypt99+29tlAKhjhCwA8LJVq1adN2QNGjRIBw4c0FVXXeWFqgBcKp5dCAA+ys/PT35+ft4uA0AtMZMFoEE7efKkHnvsMd1000269tpr1b9/f23ZssWjzYkTJ/S73/1OcXFxSkhI0Ny5c1VeXl6tr969e2vatGnVtg8fPlzDhw/32FZWVqalS5eqb9++io2NVVJSksaPH68jR46422RkZGjo0KGKj49X165ddccdd2j79u0e/cTExKikpER//etfFRMTo5iYGHcNF1qTtX79evXv31/XXnutkpKSNGfOHNnt9mo1DxgwQF9++aWGDx+u6667Tj179lR6enoNPlUAdYGZLAAN1nfffae77rpLJpNJv/3tbxUeHq6srCz94Q9/UFFRkUaOHKmzZ8/qvvvu0/HjxzV8+HC1aNFCr732mv7xj3/UelyHw6Fx48YpOztb/fv314gRI1RcXKy9e/cqJydH7dq1kyStWbNGvXv31q9+9StVVFRo27ZteuSRR7Rq1SrdfPPNkqQFCxbo8ccfV9euXXXXXXdJkvv481m6dKmWLVumm266ScOGDVNeXp42bNig//znP9qwYYMCAgLcbW02mx544AH16dNHKSkpeuutt/TMM8+oY8eO+uUvf1nr9w+ghlwA0EBNnz7dlZiY6CooKPDYnpqa6rr++utdpaWlrhdffNHVsWNHV2Zmpnt/SUmJq0+fPq6OHTu6/vGPf7i39+rVyzV16tRq49x7772ue++91/16y5Ytro4dO7peeOGFam2dTqf7z6WlpR77ysvLXQMGDHCNGDHCY3tcXNx5x926daurY8eOrvz8fJfL5XKdOnXK1aVLF9eoUaNcDofD3W7dunWujh07urZs2eJRc8eOHV1//etf3dvKyspciYmJrgkTJlQbC0Dd43QhgAbJ5XJpx44d6t27t1wulwoKCty/kpKSVFhYqIMHDyorK0sRERG6/fbb3ccGBQW5Z41qY8eOHQoLC9O9995bbZ/JZHL/+YorrnD/2WazqbCwUNdff70++eSTWo373nvvqaKiQiNGjJDZ/L9v30OGDFHTpk317rvverRv0qSJBg0a5H5tsVgUGxur/Pz8Wo0P4OJwuhBAg1RQUCC73a5XXnlFr7zyygXbHDt2TO3bt/cIP5IUGRlZ67GPHDmiyMhI+fv/+LfQ3bt3a8WKFfr000891oD9sJaa+vrrryVJUVFRHtstFovatm2rY8eOeWy/8sorq40VEhKizz//vFbjA7g4hCwADZLT6ZQkDRw4UL/5zW/O2yYmJqZOxnI4HBd9ld8HH3yghx56SL/4xS80a9YsRUREKCAgQFu3btUbb7xRJ3X9FK5MBLyLkAWgQQoPD1dwcLCcTqduuummC7a76qqrlJOTI5fL5TGrk5eXV61tSEhItav0pHMzSG3btnW/bteunfbv36+KigqPhebf99ZbbykwMFAZGRmyWCzu7Vu3bq3R+zuf1q1bS5Jyc3M96ikvL9fRo0d/9HMAUP9YkwWgQfLz81Pfvn311ltvKScnp9r+goICSVJycrK++eYbj1snlJaWatOmTdWOadu2rfbv3+9xam/37t06fvy4R7vbbrtNp0+f1vr166v14XK53PWZTCY5HA73vqNHj2rXrl3VjmnSpMl5w90P3XTTTQoICNDatWvd40jSli1bVFhYyBWDgI9hJgtAgzV58mS9//77uuuuuzRkyBBdffXVstlsOnjwoLKzs/XPf/5Td911l9avX6+pU6fq4MGDioiI0GuvveaxKL3KkCFD9NZbb+mBBx5QSkqKjhw5otdff73aLRV+/etf69VXX9W8efN04MABXX/99SotLVV2draGDRumW2+9Vb/85S/1wgsv6IEHHtCAAQN06tQpvfzyy2rXrl21NVFdunRRdna2XnjhBbVo0UJt2rTRddddV62+8PBwjRs3TsuWLdMDDzyg3r17Ky8vTy+//LJiY2M1cODAuv2AAVwSZrIANFg/+9nPtHnzZt1xxx3auXOnnnjiCa1Zs0Y2m01TpkyRdO5KwhdffFGJiYlat26dVqxYoeuvv16PPvpotf569uypadOm6fDhw5o7d64++ugjrVy5UldeeaVHOz8/P6Wnp+vBBx/U/v37NW/ePL344osKDg52rwNLSEjQU089pe+++05z587Vtm3bNGXKFPXp06fauNOmTVOXLl20ePFi/f73v9eGDRsu+J4nTJigmTNn6uuvv9a8efP05ptv6q677tLq1asveOoSgHeYXN+fcwYAAECdYCYLAADAAIQsAAAAAxCyAAAADEDIAgAAMAAhCwAAwACELAAAAAMQsgAAAAxAyAIAADAAIQsAAMAAhCwAAAADELIAAAAMQMgCAAAwACELAADAAP8fFc8+C0rfKwgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.barplot(data=people, x=people.education, y=people.income.value_counts(), hue=\"income\")" ] }, { @@ -2445,12 +3594,33 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 75, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAG5CAYAAAB4JrvJAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4XNWZ+PHvLTOj6TPqvdqWLfduY2NaKKEEAiGBpWSTDSEhJCGFH2w2ZJPsJuymZzd1CYFN3RRSCKH3ZuMC7sZNlm31Pr3d8vtjZMn2XNmWsS3ZPp/n4WHKPfeeMzOeeXXKeyTTNE0EQRAEQRCEo5LHuwKCIAiCIAinCxE4CYIgCIIgHCMROAmCIAiCIBwjETgJgiAIgiAcIxE4CYIgCIIgHCMROAmCIAiCIBwjETgJgiAIgiAcIxE4CYIgCIIgHCMROAmCIAiCIBwjdbwrcLoxTRPDODOSrcuydMa0ZaxE20Xbzzai7aLtZ5uD2y7LEpIknZDzisBpjAzDpL8/Nt7VeMdUVSYYdBMOx9E0Y7yrc0qJtou2i7afPUTbRds1zSA/342inJjASQzVCYIgCIIgHCMROAmCIAiCIBwjETgJgiAIgiAcIxE4CYIgCIIgHCMxOVwQBEEQjsAwDHRdG+9qjJlhSCSTCul0Cl0/c1fWKYqKLJ+6fiAROAmCIAiCBdM0CYf7SSSi412V49bbK2MYZ/6KOqfTg8+Xf8JSDhyJCJwEQRAEwcKBoMnjCWK3O07Jj/KJpijSGd3bZJom6XSKaHQAAL+/4KRfUwROgiAIgnAYw9CHgyaPxzfe1Tluqiqf8Tmc7HYHANHoAF5v8KQP24nJ4YIgCIJwGF3XgZEfZWFiO/A+nYq5aCJwEgRBEIRRnI7Dc2ejU/k+icBJEARBEAThGInASRAEQRAE4RiJwEkQBOGEMGnri9MxkBjvigiCcBKJVXWCIAgnwJs7+/jhnzYiAXd9YA4zavPHu0qCIJwEosdJEAThBNjROohpgmHC7vbweFdHEISTRAROgiAIJ8DM+gJURcJhU2iqDY53dQRBOEnEUJ0gCMIJML0myH98/BxkSSLgto93dYSzSDwe44EHfsIrr7xIX18vbreHSZMm8/GPf4rp05sA2LJlMw8++FO2bNmIpmlMmzadj370DmbNmgNAS8sePvzhm7nggou4776vDp97w4b1fPKTH+WGG27mjjs+deobNwGJHidBEIQTJN/jEEGTcMp985v385e//JHzzruQz33uHm688WYcDgd79+4BYN26Ndx5523E4zE+9KHbuP32TxCJRPj0pz/O1q2bAaitreMjH/kYTz31OK+++hIAiUSCr3/9y1RX1/KRj3xs3No30YgeJ0EQBEE4ja1c+SpXXXUNn/zkZ4Yfu+mmDwLZvdy++c37mTt3Ad/+9n8NJ4q8+uprufnmD/DAAz/mu9/9IQA33HATr776Et/4xteZOXM2Dz74Uzo7O/jpTx/Cbhd/EBwgepwEQRAE4TTm8XjZunULvb09Oc/t2LGd1tZ9XHzxpYRCIQYHBxkcHCSRSLJgwUI2bHgLw8juZSfLMv/yL18mkYjz+c9/ij//+Y/ccsuHmDq16VQ3aUITPU6CIAiCcBr7+Mc/xde+9mWuvfYKGhunsmTJMi677AoqKirZv38fAF/72pdHLR+NRvH5shsZV1RU8qEPfZQf/ej71Nc38I//+JFT0YTTigicBEEQBOE0dtFFFzN79lxefvkF1qxZxW9/+0t+/etf8LWvfQPTNAG4445PM3nyFMvyLpfrkPtr1qwCoLe3l1BokIKCwpPbgNOMGKoTBEEQhNNcYWEh1157Pfff/23+8IdH8fv9/OIXP6eiohIAt9vNwoWLLf9T1ZE+lL/85Y+sWfMGH/3oHWQyGb75za+PV5MmLBE4CYIgCMJpStd1otHoIY8Fg/kUFhaSyWSYOnUaFRWV/Pa3vyIej+eUHxgYGL7d3t7GD3/4X5x//oXceuuH+cQnPs2rr77ME088dtLbcToRQ3WCIAiCcJqKx+Nce+3lnH/+RUyaNBmn08XatavZtm0rd955F7Isc889X+Tzn/80t9zyfi6//CqKiorp6enmrbfW4XK5+cY3votpmtx//1dxOBx87nP/DMA111zHSy89z/e//20WLlxMYWHROLd2YhCBkyAIgiCcpvLy8njve9/H6tVv8NJLL2CaBhUVVXzuc/fy3ve+D4B58xbw05/+nIcf/hl/+tPvSSQS5OcX0NQ0g6uvvhaAP/7xd7z11jq+9rVvEAyOZL6/9977uPXWD/Cf//nvfPOb3x+XNk40knlg5phwTHTdoL8/Nt7VeMdUVSYYdDMwEEPTjPGuzikl2i7aLtp+9jjetmcyafr6OigoKMNmO31zGKmqfFa854e/X4e/7/n5bhTlxMxOEnOcBEEQBEEQjpEInARBEISzmmxmUDNRQAzACEcnAifhrCDL0nhXQTiLSdI7+wxKkiQ+wyeJnAqTfPZHDPzvXUg7XkAET8LRiMBJOKNJpgbbniL+yH1Iu18GzvyxfmFiiac1/u/53Xz14TVs2z845vJytJP0c/9F8olvoYT2nfgKnu26tpPa8xYYGuGXf4Oqnf5zWIWTSwROwhlNGthP5JXfkunZR/i5n6PEuse7SsJZZtveQZ56Yy/N7WEeeHQLmjG24F3ftYrkrnWk9m4is/21k1TLs5esSEi2PAAcpbVIYr2UcBQiHYFwRpMcbiSbAzOTQnb5QXWOd5WEs4zPPbIiq6rYgyyNbchNcvmHb8uewImqljDEdObjrJ0JpgH2PHTFMd5VEiY4ETgJZzTdXYz/6nvQevaglk5Gd/jFh144pSaVe7n7H+bRPZhgZl3+mAMnueEcfA4n6BpUzxMzcE4wPb8ee9MF6KFOlPImdPn0TT0gnBriN0Q44+n59Uj59ejjXRHhrCQhMa06wLTqwHGVNxQH1Cw5sZUSDqGXNEFJk/iOEI6JmOMkCIIgCIJwjETgJAiCIAiCcIxE4CQIgiAIZ7jf/e7XXHvtFaxYsYh//ufPjXd1AHjwwZ9y8cXnjnc1xkzMcRIEQRCEM9j+/fv4wQ++x003fZBly87F7w+Md5VOayJwEgRBEEal9O9Ga92KWlyHXjpjvKsjHId9+/ZimiZXXXUNFRWV412d054InARBEARLaipE6LHvYCRjICsErv8Kul/88J5OvvrVf+Xxx/8GwAc+cA0AX/jCv3Luuefz05/+kFdeeYFwOExdXQMf+9idLFo0soLzzjs/isvl4uKLL+PBB39KT0838+cv4otf/ArxeIxvfONrbNq0gZKSMj772f/HvHkLhss+8cRjPPron2lp2YNpmkyaNJk77vgUTU1HDr4jkchR6zXeROAkCIIgWDM1jHQye9vQQU+Pb32EMfvwhz9CTU0tP/7xf/O1r32TgoJCysvL+cxnPkF/fx+33XYHRUXFPP3049x996f5+c9/TUPDpOHyO3ZsZ3BwkE984tNEo1G+//1v8Y1v/DudnZ1cdtnl3HDDzfzylw/xL//y/3jkkcdwuVwAdHZ2cNllV1BRUUkmk+HZZ5/izjs/ysMP/5bq6hrLumYymWOu13gSgZMgCIJgScsrIPDuO0ntXIWtagZ6sHa8q3RaS6Q1+sIpCnwOnPZT8/NbWVlFVVU2UJkypZGysnL+/vdH2blzOw8//Fvq6uoBWLx4Kfv37+fhh3/Gv/3bfwyXj8WifOMbvyUQCACwe/cu/u//fsXnP38v11zzPgAKCwu59dYbWLduNeeeez4AH/rQbcPnMAyDhQsXs23bFp544jFuv/0TlnV9+uknjrle40kEToIgCMKo9Iq5qBVzRcbydyiR1vjpo1vZuKuXWZMKuf09TacseDrc6tWraGiYRFVVNZqmDT++cOFinn76iUOOnTRpynDQBFBVVQ3AggWLD3osG5h1d3cNP9bSsoef/vSHbN68kYGB/uHH9+/fe0LqNZ5E4CQIgiCMKzkTw+x8G9nlRy+YGMMxJ1pfOMXGXb0AbNzVS184RWXh+PwEh0KD7NixnfPPz503pCjKIfe9Xu8h9202GwAejzfnsVQqO5Qbj8f47GfvJBAI8MlPfoaSkjIcDjv/8R//Tjo9+nDvWOo1nkTgJAiCIIwbSQLtzb8Q2/AMSDKBq+9GL5423tU64Qp8DmZNKhzucSrwjd9mwj6fn4aGyfzzP993Us6/efMmuru7+M///C6TJ08ZfjwWiwLF41avE0UEToIgCMK4kSRIt27N3jEN9FAXnIGBk9Oucvt7mk75HCcrCxYsYuXK1ygsLKKwsOiEnz+Vyi4oONATBbBp0wY6OtqH5y6NR71OFBE4CYIwrtr64uxuC1Ff7qOy0D3e1RFOMcMA95L3EX72AdSiapTy6WfsZrtOuzpuw3MHu+yyK/jrX//EnXfezo033kxVVTXRaJSdO7eTyWT42MfufEfnnz59Jk6ni+985z+5+eZ/pKenmwcf/ClFRaP3Np2Kep0o4/8OCoJw1grFM3zz128Sjqdx56l89SNLCHrs410t4RTTK+biu/nbmLINXRI/Syeb3W7nv/7rx/z85//DL37xc/r6evH7A0yZ0sh733v9Oz5/fn4B//Zv/8EPf/g97r33c1RVVXP33V/g17/+33Gt14kimaYpFkuMga4b9PfHxrsa75iqygSDbgYGYmiaMd7VOaVE2ydO2zsHEnzhpyuH73/1I4tPWq/TRGv7qSTaPva2ZzJp+vo6KCgow2Y7fYN5VZXPivf88Pfr8Pc9P9+NopyY7XnFJr+CIIyb4kAet757KuWFbm66pJHyAtd4V0kQBOGIRJ+oIAjjRpYkzp9dzgVzKzAN0fktCMLEJ3qcBEEYdyJoEgThdCF6nARBEI5iy94B3t47QGN1gBm1+eNdnQlHibSjvf0iGAa2qeei+a33IhOEM8GECpyeeOIJHn30UbZs2UI4HKampoZbbrmF6667DkmSALjllltYvXp1TtnHH3+choaG4fuRSIT777+fZ599lkwmw7nnnssXv/hFiouPvBxSEAThYD3hJN/73Xp0w+SJVRJf/+hSigN5412tCUXb8RLRt54GwGMaSEtuHecaCcLJM6ECp4cffpiKigruvfdegsEgr7/+Ovfddx+dnZ3ceedI/oZ58+Zxzz33HFK2srLykPt33XUXu3bt4stf/jIOh4Pvfe973HbbbTzyyCOo6oRqtiAIpxExqCgIZ7cJFUH8+Mc/Jj9/pBt86dKlDA4O8tBDD3HHHXcgy9kpWT6fjzlz5ox6nrfeeotXX32VBx98kOXLlwNQV1fH5ZdfztNPP83ll19+UtshCMKZo8iXx10fmDM0VBekRPQ25VCnrMBjmGDo2KauQDt6EUE4bU2oyeEHB00HTJs2jWg0SjweP+bzvPzyy/h8PpYtWzb8WH19PdOmTePll18+IXUVBOHsMb0myHUr6plRGxzvqkxIurcCaeE/IC2+RcxvEs54EypwsrJu3TpKSkrweDzDj61evZo5c+Ywc+ZMbr75ZtasWXNImebmZurq6obnRR1QX19Pc3PzKam3IAjCRCG9wwFGWTI57OtUEM5aE2qo7nBr167l8ccfP2Q+08KFC7n66qupra2lu7ubBx98kA996EP88pe/ZO7cuQCEw2G8Xm/O+fx+P5s3b37H9VLVCR9vHtWBDKonKpPq6US0XbT9bCJ1bCHy8q9JFlfjWnoD5AXGUNrA2P4SsXWP45y6FNvsqzAV29GLTSDH+74bxukfKR4IdiUJzpY9QhRFQlXlk/rvfcIGTp2dnXzmM59h8eLF3HrryAqNT33qU4ccd/7553PllVfyox/9iAceeOCk10uWJYLBM2cjUp/POd5VGDei7Wens6ntpmnS+sffkelrJdPXirO6ieCCdx9z+XRfG63PPQRAZNVfKG2Yg6t25smq7kk11vc9mVTo7ZWHf4hPZyfzj4XHHnuUf//3L/Pkk88RCIzfULZhSMiyjN/vIi9vZB7iyfj3PiEDp3A4zG233UYgEOC///u/hyeFW3G5XJx33nk89dRTw4/5fD46Oztzjg2FQvj9/ndUN8MwCYePfb7VRKUoMj6fk3A4ga6f+fsYHUy0XbT9bGm7JIGtuIZMdwsAZp6fgYFj32tT0hQUfzF6qBvJ5iAtOUmNofxEcLzvezqdwjAMdN08bfd6k6Rs+3XdOGk9TsZQ8lpNG9/XSddNDMMgFIqTSOg577vP5zxhAeSEC5ySySS33347kUiE3/3ud5ZDbkdTX1/PypUrMU3zkHlOe/bsYcqUKe+4jqfrPyIrum6cUe0ZC9F20fazgX3+tdhKJ5MXKCBdNG1sbZfdeC+/C71zJ0phNRlXCZymr91Y33ddP/3Htg4ES2fLMB2QE+iejH/vE6r/UdM07rrrLpqbm/nZz35GSUnJUcvE43FefPFFZs4c6T5esWIFoVCIlStHdl3fs2cPW7duZcWKFSel7oIgCBOR7vAjT1mBu3ERSGP/yte95TD5PPRg3UmonXAqfO1rX+aWW97PmjVv8MEP3sCFFy7jzjs/SkdHO+FwiPvuu5dLLjmP97//ap577unhcq+//ip33XUHV155MZdcch633fZBVq16/ajXS6fT/PSnP+S6667kgguWctNN7+Ppp588mU08pSZUj9NXvvIVXnjhBe69916i0Sjr168ffq6pqYmNGzfys5/9jIsvvpiKigq6u7t56KGH6Onp4fvf//7wsXPnzmX58uV84Qtf4J577sHhcPDd736XxsZGLrnkknFomSAIgnC2kzMxpGgvpqcQw3Zq58r29/fxgx98j1tv/TCqqvK9732Lr371izgcecyZM4/3vOcaHn30L3z1q/cxffpMSkvL6OhoY9myFdx44y3IssSqVa9z992f5vvf/zHz5i0Y9Vpf+tK9bNy4gQ996DZqa2tZufI1/u3f7sPr9bJ06bJRy50uJlTg9NprrwHwH//xHznPPffccxQVFZHJZPjud7/L4OAgTqeTuXPn8pWvfIVZs2Ydcvz3vvc97r//fr70pS+haRrLly/ni1/8osgaLgiCIJxyciZG8vmfkNq7CUfNTPIu/NgpDZ7C4TD//d//Q319dmuy3t4evvvdb3LTTR/kH//xIwBMnTqdl19+gZdffpH3v/9GrrvuA8PlDcNg7twF7NnTzKOP/nnUwOnNN9fy6qsv853v/IBFi5YAsHDhEvr6evn5z38qAqcT7fnnnz/qMQ8++OAxncvr9fL1r3+dr3/96++0WoIgCILwjkjRXlJ7NwGQ2rsJZ6wXAqcucCosLBoOmgCqqrKJShcsWDT8mNfrJRAI0t3dBUB3dxf/8z8/Yu3a1fT19WIOTZZqbJw26nVWr16Fz+dn3rwFaNpIDvmFCxfzzW/ej67rKIpyQtt2qk2owEkQBEEQzkSmpxBHzczhHifTXXhKr39wEmlgePTl8AVYNptteEXhvfd+lmg0ykc+cjsVFVU4nU5+9rOf0NWVu2r9gFBokHA4xPnnL7F8vq+vl+Lio89fnshE4CQIgiAIJ5lhc5N34cdwxnox3ad+jtNYtbbuZ8eO7dx//7c499zzhx9PpVJHLOf1+ggEgnzrW9+3fD4YzN1a7XQjAidBEARBOAUMm/uUDs+9EwcCJFUdyRTf2dnBpk0bqKqqHrXcwoWL+M1vfoGq2pg0afJJr+d4EIGTIAiCIAiHqKmppbi4hJ/85AcYhkEiEefBB39KUVHxEcstXLiEZcvO5XOf+yQ33XQrDQ2TSSQS7NnTTFvbfu69975T1IKTRwROgiAIZwBZSyLF+zBdBRhq3tELCMIR2O12vva1b/Cd7/wn9913L8XFJXzwgx/mzTfX8vbbW49Y9t///Rv86lcP86c//ZGurg7cbg/19Q1cfvlVp6j2J5dkmmdTTtF3TtcN+vtPry0HrKiqTDDoZmAgdlZlUQbRdtH2M6/tshYn+eLPSDW/iaN+Ho7zP4KpuoafP5PbfjTH2/ZMJk1fXwcFBWXYbPaTWMOTS1Xls+I9P/z9Ovx9z893n7AtVyZU5nBBEISzlZIcRGp5A6Vv15jLStEeUs1vApBqfhM52nOiqycIwhAROAmCIIwzCYPkyl8TfvrHDP7p6yh9O8dU3nQXYK/I5taxV07DdBecjGqOu95wkt0dYTJnQQ+KMHGJOU6CIAjjTDY10m3bs3dMAyPSBwXHviLJsHlwXvwJnJEu8JZg2DxHL3SaaeuLc/8v1hJPaVxxTi3XragDpKOWE4QTTfQ4CYIgjDNdsuM971Zkl4+8SQuRS6eO+RyG3YNR0IBhP/OCJoC2nijxVDYT9WsbOxCdTsJ4ET1OgiAIE4BRtQDfTbMwJBVd/E2bo67MR3mhm/beGFcsq0WVRW+TMD5E4CQIgjBB6NLpu3rrZCvy5/GFW+YTT+kUeB2n7Lpi4fnp4VS+TyJwEgRBOAMo3dvQOnaglk1GL24a7+qMiRztRN+zBtkVhLrFmLLN8jiXQ8XlODU/Wwc2ok2nU9jtpy5QE45POp3NdK4oJ//zIQInQRCE05wa72bwb9/B1DNIio3AjV9Dcx05w/NEIcsSqVW/I9n8FgD+yxyY1QvHuVYgywpOp4dodAAAu92BJJ1+w4OGIaHrZ26vmWmapNMpotEBnE4Psnzyh7lF4CQIgnCaM3UdU9eGbmuYuj7ONTp2pmlgJEeSCptaehxrcyifL7sh7YHg6XQkyzKGcebPpHc6PcPv18kmAidBEIQJTEkOoG17HgwdddoF6K6inGN0byn+d99BZt8mbNUz0b2l41DT42OaEq5l/4D69kso3kKkqjlMlP4RSZLw+wvweoPoQ4Hp6URRJPx+F6FQ/IzudVIU9ZT0NB0gAidBEISTTEJH1tPoinPMZfW3XyC65m8AeHQNadE/WF7BqFqIUrWQ07FvQQ/WoiytBZiQ9ZdlGVk+/Sbuq6pMXl4eiYR+Vmy7cqqINa+CIAgnkZIcJP3sDwj96nPILavGfoKDh66MzImrmCAIx0X0OAmCIJxERuf24YnPkVd+ja96Lrp87Ku01IomXLEBwEStbOL0mb0kCGcmETgJgnBaS2o6yZSO32WbkKueZF8hyAoYOvaqJoxRltqPRiubhd1TAIaB7q88SbUUBOFYicBJEITTVn8kxY/+vInm9jC3XDaVC+aUMdH2L9PzGwhc+y8YkV6ksqkYxzFDQvdWHPUYSQLZyGDINo4nF6Akm6DrmNLx/SzIGICJgXLy6iiZyKaOLn66DqGYGXRpbAG5cPzEp08QhNPW7o4wze1hAP700m6WzSzFrkyswAlAz6+H/PqTtlpMMjTMzU8Q2fwcrhkXIc1895gCoHSkn9TK36L07cZc8H7ck5eM6fpKaD+xlx4GLYP7gg+jB2tHqePjRDY/j2vmu5BmXDamOiqpEKmVvyHdsRPvilvQK+aOqY5nJhO5+VUiqx4hr34B6oL3Yah5412pM56YHC4IwmmrotA9nEl6cVMJduXs/EqTI+1EVj2CHh0ksuoR5HD7mMrHWjZByxr0SD/S6v8DY2y5lLTmNWQ6d5Pp3Udm50rrOobaiKz6U7aOK/+IHOkY0zWM9q0kdryBHukn8tIvUEwxUV5NhQg99xB6dJDYxmehd9d4V+msIHqcBEE4bZXnu/jXDy+iP5KkpsQ73tUZN7KpI7t8GPEwssuHbOhjmkRu8xdgSjKYBlp+bXZO1liu7xvJLaX4iqx71pxeZJcfIx5C9gTB4RnTNSRvAQzV0VY6CeM4hxTPJKaah1pUjdbdgqTakVzB8a7SWUF88gRBOK0V+fMo8p/dwxOmzU1e5VQwdJAVzDEGJZ7qGUQv+QyZUC+u2plwhHlKluqW4LvcA6aOVD7TMnDS8/Lxvef/ofe2oBTVoTvG9iNvFE7Bf809GNE+lPIm9Ak2l2086Eoenks+gd65AyVQju47+lw44Z0TgZMgCMJpTnMXY59+AVrHTtSyyWgW2cWPxlMz87ivb8o2qMzOOTrSPC7dVwG+iuNOqWAUNUIRIiXDQXRXEdQXidfkFBKBkyAIwkkWS2WIJ3UKfA7kk5QyIeWrJoMHu79grP1FgiCMgQicBEEQTqKecJLv/m49nX1x3n/RZC5bWMmJTpmQSUaJP/8z5Nb1pCvn4LrwI9jyxjZcJwjCsTk7l6AIgiCcIi0dETr74gA8sbKFzEkYU0n3dyK3rgfIBk/9nSf+IoIgACJwEgRBOKkqi914XNnkhOfOrkA9CXmmbL5CzKIGAMyiBuz+sc9xUuK9yH27kPWxpSIQhLONGKoTBEE4icqCLr784UWEYmkqC9wnZS2Y3ROAi+8k3d+BI78Mm9s/pvJKeD/hv/4nRiKKe/7lyPOvZ6JlYBeEiUL0OAmCIJxk+R4HdSVebOrJ+8q1e4J4qpuwe8aey8foa8VIRAFIbHtVJJcUhCMQgZMgCMIQZbAFuWMjspYc76qcUlJRHUqgFAD33MswZPvwc3JyALltPUqsa/QTmCZKzw7krm1I5tgncclaErljI8pgyxGPU0L7kNs3IGfiY76GIJwoYqhOEAQBUHq2k1r/BJKqIvfsQZ599XFtRHs6MjyleK/5AqRj6J7i4XbLWpz40z8k07kLxZOP95ovoLsKc8rL+1Yz+NSPAfBd9E/QcO4xX1uSQNvwKLF1j4Os4L/6/2XzNR1GGdhD6E9fx9QzOKefh7rsHxHDicJ4ED1OgiAIANFuUh07ie9cC/EBTlK6pQlLt/vQPWUcnDVcTkXIdGb3P9Oj/ZixPuuyfa0H3d43putKEqRb1mfvGDrGgPUedvpgB6aeHUJMt2xAMbUxXUcQThQROAmCIABGMo6RjAGQ3L99nGszMeiuAvzn3YRr0nx8S6+FYJXlcbaaWchuP7LDhb127piuYRjgWngNKCpqcQ1KxTTL45SSKdjKJoGs4Fn6PnTJNtbmnBSSqSG3r0dqeQNJE0OIZwMxVCcIggDIZVORnR6MRBTnzAswjPGu0fiTtSSRDc+hD3Yi7duKv34xqK6c4/SBDuz55SAr6P1tUNw0pusY1YsI3joNU7Gjyw7LY3RXIa4r7kbWU2g233G156TYu5bQ0z8BwLv0Oph51ThXSDjZROAkCIIA6IEafNd/FVJxdH/ZeFdnQpAycfTBbDJNM53AjIfAXZJznBHpJbl/GwBKsOK4hjI0m/eoxxiyA2OUwGq8GNGR4UttoEP8qJ4FxHssCIIwRM/Lh7z88a7GhKE5i/CdfyuxdY+R17gMCmotj7PVzceTimAaBvZJixht9pHStxOtczdq6ST0gkknrJ7KQAta+9uoxXXoFhPLTyaldj6O1q0YsRB50y8cte3CmUMEToIgCII1ScKcciHeKSswJBVjlFWGWtdOohtfAED2FUN+Q84xSryH0KPfwsykkOxO/B/4d3RnwTuuopIOEX7sOxiJMCgqgfd/Fd1b/o7Pe6wMTymOyz6PhIkmpg2fFUTgJAiCIByRjgpHSM1gDk2qBzCSUevwIZPEzKSyx6cToKVOSN0kLY2RjA5VVIPMqc/BZSJhitQIZw0ROAmCIJzlJEODlpUYoR7U+gXo/urh53Z1hNm8u5/6Ch+z6qyHMW218/Akw2Aa2BoWWA5X6b5K/O/6J5I7VpHXuBTdW3pC6q65ivBf+jGS217BUTcXI1hzQs4rCKMRgZMgCMIxMDGRztRehc7NhJ99EADb3o24rrkPA4VwIsO3f/sWqbSOLMGXP7KYygJ3TvFM62aiG54DwOP0IwVzh+qQJIz6c3E0rMA4wZlFjepFOGoWY54tGUuFcSUGZAVBEI7AME2eXtfKvT9ZxZNr9qOPNtHndHZQ7gVTT3NgXM40wRhqr3HQ7RwHb7OiH3nLlZMV3IigSThVRI+TIAjCEXQOJPi/Z3YA8PvndjKzvoCKgtxcRqczuWQyvkVXoUX6cDQsQBv6afC7bHzmPbWsbw4xucxNVaF1u9XqWXhiA2AY2OrmjLKyzETet4bM/s3YqmdhVC04ae0ZC8nMwI6X0Xr3YZ+yFL1o6nhXSZjgROAkCIJwBO48G363g1Ashc9lx5N36r82U5oBmDhU5ajHHg+jcwfh1X8DIN3RjOf6WeiSiprso+Llf6fC0GAfqFVfQs+vzymv7d0wMlTncFsO1Snhdgaf/DFgwtZXCdz4taEtXsaX1Lmd0Eu/BCC5ex2+m76JrjjHuVbCRCYCJ0EQhCPwu2zcfdNcWjoi1JZ58bvtp/T6+3qi/OCRjaQzOp983xwayo6eKHKsJGXkp0DKcw8voDNlBUm1Y6Y1kGRQrH8yJOWg10Qd5fVRVFAU0DUkRUWSJ8jPjzqydYvkcGXbKQhHMEE+uYIgCBNXeb6L8vzxGZ5bv7OX3sHsEvs127pOSuBklk3Hd/HtGOEe1Lp56FL2p0G3B/Bf9Vm01i0oxXWHrLY7mDxpGQGHAwwDs3o+VrvV6O4SAld9Fq1jJ2pZI5qr6IS343gYhVPwXfYJjIEO1JrZo275IggHiMBJEARhAqsoHFnFVlnsOSnXSBsyK6O1dA+WsCgV4ODwSC+YhFQwyTIYGta9ncHn/hcw8V/ihNqllofpxU1IxU0cefr4KSZJmNULkaqZWPUSJizRJykIgnCCKGYG2czkPC6ZOopxfAkf504u5N6b5/P5f5jH0qbiUY8zMTAzcUyLEEdNDaLHI6OW3bZ3gCdf301HZy//+8Q29ENWqBnYtDBH2vVY62nhwEo8rbv5CK0xUYwkHDkMO+Ukjv/9Ec4+osdJEAThBFD6dhN97gFQVTwX3oYeyCZiVJKDJF/7Jen27XjPuxWjetGYztveF+c3z+4gndb56NXTqS3JHaoz9BSxN/6MvPNl9Ekr8Cx5L7KSHXJSdz1P36q/EPIV4V12PRTkrhoLEObz5atwDLbQ03j1SLYqQ4P1f2Jw80s4a2dhX3Ijmt2XU96RX0rcngeGgaOwktzQMbt6TX/rr8Q2PY9r9sXIs67CnADznOR0lPTKX5PauwnPsg9gNpw73lUSJrgJ1eP0xBNP8PGPf5wVK1YwZ84crr76av74xz/m5Of4wx/+wKWXXsrMmTN5z3vewwsvvJBzrkgkwhe+8AUWLVrE3Llz+dSnPkV3d/epaoogCGeZzO5VaIOdaL2taHvWDT9udG4nuXsdRiJK5KVfjrln480dPezrjNDZH2fVli7LYxLd+2HzkxipONKWJ0l2twKgqhDd8BxGPEy6czfplg2W5f3hXdg6NmMkohTvegy7kd1CxR7aS2Tt4xjJGLG3V2J2brMsn2p7m7yKKeRVN5Fs3255jDTYRmztYxipONHVf0WOdIzpdThZzO4dJLavxEhGCb/4v6hadLyrJExwEypwevjhh3E6ndx77738+Mc/ZsWKFdx333388Ic/HD7m73//O/fddx/vfve7eeCBB5gzZw533nkn69evP+Rcd911F6+99hpf/vKX+da3vsWePXu47bbb0DSxd7UgCCee4h/ZQkT2l4zc9hYOr9SyV0zFGGMvS0lwZFJ66Sj5o2yeALiGtkNx5aO6s71Cpgm2wsqhoyTUgPVQn+oNDtdRK6jHHFqOb+QFUAPZtsgOF7LXekK34i0gsWcjieb1qG7rbVkkpx/Fkz90fCE4Tvwk9+MhewuRlOzKOkdFI4aYHC4chWROoHSr/f395Ocf+o/uvvvu4/HHH2fNmjXIssyll17KjBkz+Pa3vz18zA033IDX6+WBBx4A4K233uKGG27gwQcfZPny5QA0Nzdz+eWX853vfIfLL7/8uOuo6wb9/bGjHzjBqapMMOhmYCCGpk2s+QYnm2i7aPvJaLtkpKFjK5IsY5Y0HTIMpfTvxoj0IpdORXf4x3Re3TDZvn8Q3TCZWh3Aplj/vZvo2Ueyq4W8klqcRSPTu23RNvSWN1G9QbS6ZRiG9bYxseZ1pEP9eKobsRVUD7VJg7efQuvagxIsQ55+GYYtd8sVtX8X+r4NYOqo1bPIWAwHAiiRDoy+fcgF1ejeU5PD6Vjed2WgBSPchVQyBSMveErqdSqIf+8jbc/Pd6OM8m9nzOc+IWc5QQ4PmgCmTZvG73//e+LxOAMDA7S0tHD33Xcfcszll1/ON77xDdLpNHa7nZdffhmfz8eyZcuGj6mvr2fatGm8/PLL7yhwEgRBsGLKdqiYg9Vfonp+A+Q3HNeqLUWWaKo58o+5ZOo4u7fAludxShciFVZgStlkmRlPBeqcKvxDPyLGKJO83fXzOTwkkhN9DL76h+H7/ooZUNSYUza9dwOxNdkEmu5MBnmUwEn3loG3bMKtXtODtRCstXzvBOFwE2qozsq6desoKSnB4/HQ3JxdrVFXV3fIMQ0NDWQyGfbv3w9ke5fq6uqQpEP/sqqvrx8+hyAIwkRi6Brxrj1kIn05z6nxHpRo56hl5XA7kdd+hxbqIfLa75DD7WO+vpIcRAm3Ipkj0xlMhxd7RTZQUnxFSJ5Cy7JqYQ3OSfNwTV6AWpSbWXz4GqkB1O7NyMmBMdcvWz6UU0dBONUmVI/T4dauXcvjjz/OPffcA0AoFALA5zt0VceB+weeD4fDeL254+d+v5/Nmze/43qp6oSPN4/qQJflieq6PJ2Itou2TzwGA2/8FTb8Dc2dj37pZ/CUZlfl0bGZwUe/i2noBK/4JFTPzyktOz3ITh9GIozs9KE4vUgHfU8dre1SqJ3Qo99Cj/TiXXod6tz3ABKSZMNePhnV6UFyB5Bt9kPOO8zhJLFnIxgGwcZlyBbHyPEeIs/8hHT7ThyVU/Fc/DEMp/V8KOs6thF69JvokX6857wPdc57jqncxH7fTy7R9pPT9gkbOHV2dvKZz3yGxYsXc+utt453dYbJskQwmDvGf7ry+c7ePZlE289OE7HtsXAYeceLGIAU6yfV1UzVtCYA+t7cgalnF/hrbVspmr0i9wRBN3k3/Aupjt04yhpwlFdZXme0tof3taJHerN12fAMVedcg5LnIt3TT/+ax4aP8zYtw1VWnlO+783toGd7gbT2bZZ1jHZuJN2+E4BU69v4I+34R6mndR33o0f6AYgP1VF2HPt7ORHf91NFtP3EmpCBUzgc5rbbbiMQCPDf//3fyHI2YvT7s5MqI5EIRUVFhxx/8PM+n4/Oztxu7VAoNHzM8TIMk3A4/o7OMREoiozP5yQcTqDrZ9ekQdF20faxtj0US9PRF6eswDXqXnWmabKnM4KiyFQXuQ+ZKtA9mGAgkqa21IPDZrVRr4Qx6VzY9Dg4/TiK6xgYyC5CkUon42pcDKaJUtE0/HgOZxnUlxEH4ocdc7S2S/4KZHcAIzaIa8b5hBMGJGJgOsmrm01yzwZsRdVkHAHL68vFk0FWsnUsa7Q+xluGvbSedGcz9rJJ6J6y0dti9Qr5KpFdfox4COeM8wnFDYgfvbz4zIu267qBz+c8MyeHAySTSW6//XYikQi/+93vDhlyq6/Pjp03NzcP3z5w32azUVVVNXzcypUrMU3zkC+vPXv2MGXKlHdcxzNpdYKuG2dUe8ZCtF20/VjEUhrf/8NGdrUOUl/h467rZ+PJs+Uct2ZHDz/+0yYkCT79/jnMqssOQ7X3x/ndczvJc6iUBl1cc24dVuvaPIuuwqiahuTJRw5UDNcxGopibl8NmCRLZuB+B+/bqG13l+G77kuYiTBmoAJNMwETNRFGj/bjmjQfPR5CC/dh2C2G10pnErjh38E00L0VYHUNRwHui+/APbAfM1hN2h60Pm40nnJ87/vXbB39lWP+/IrPvGj7iTKhBj41TeOuu+6iubmZn/3sZ5SUlBzyfFVVFbW1tTz55JOHPP7444+zdOlS7PbsX4IrVqwgFAqxcuXK4WP27NnD1q1bWbHCoptbEARhFIPRFLtaBwFobgszGElbHre7LTvH0jRhT0d4+PHO/jid/XHWbO0iFE+jWfX4SCDteJn4498m9cwPUWIjiS6Ng7YzMY+4nck7o+flYwRrMaWRoNBU89ATUeK71pHu2ouUN/peebqnLBs0HYHmLEQrn4vuLHhndZwAGceFs9eE+vR95Stf4YUXXuDee+8lGo0ektSyqakJu93OJz/5ST7/+c9TXV3N4sWLefzxx9m4cSO/+tWvho+dO3cuy5cv5wtf+AL33HMPDoeD7373uzQ2NnLJJZeMQ8sEQThdFfrzWDazjNc2dbB0RilFgTzL42ZPKuSFda3YFJkZdSO9Msm0xkU1aXw1CTZHBpAs+ptkPUVi70ZckxeALGP07AF39g9HpXI6+vYXkA0duXr2mOuvJAcw9r1JxF8AFfNGP25gD0a0P5vLyJ7t6dftXnxXfAatYwdqUQ26553lXrIN7ELvakYuaUALNhzynCRlg86TxtCRO7eCaWCWTBPBl3DcJlQCzAsvvJC2tjbL55577jkqK7MZcP/whz/wwAMP0N7eTl1dHZ/97Ge54IILDjk+Eolw//3388wzz6BpGsuXL+eLX/xiTi/WWIkEmKc/0XbR9rG2PaMZhBMZfC7bqAkoAcKJDBLgdY702qT2byL91Pez+77Vzsd3yccxD/ubVcIg89wPSOx+E2SV4BWfRCsbCZK0aD+YBqrXOh3AaGQZtJd/RmzrqyDJBC+5Da1mac5xSv9uBv90PxgazqnLsK34CKblgOLxs0XaCD32bfRIP4q3AN977kZzZ7OtK327SW16GiVQgjL9Egzb6D1bY3Xgfe9b/RShZ/4HAN+FH8KcdN4Ju8ZEJf69nwUJMJ9//vljOu7666/n+uuvP+IxXq+Xr3/963z9618/EVUTBOEsZlNlCrxH34rD58yd+5QX2U/ayK44k7u2o2pJMuqhgYFsaqQ6dmXvGBp68tAFKKrn2JftH0ySIN21J3vHNNAG2qEm9zgj1J0N7IDUvk04zAy6ZD0J/niZ0d7hVXF6pA+iveAuRZJM4q/9hnTnbgC83mJoWH5Crw2gD47sjacPtE+seSrCaUV8dgThCEzTZOu+AV7d3MlgzHpui/DOKKF9sOMFlMGWk3uhd9CB0toX4+WNHbT2jr23Wamahb18MpJqx7vwypygCUCX7HiX34hkc+ComYlUZp15+4jXGdw79DruHTmvDp45lyDZ87AV12CvnWtZViqdgqNyGpLNgXfp+8YcNMl6GmnvG0h7ViJpCctjjKJJuJuWI6l23NNXYBQdGKqTsZdNxjV5Ae5p5yA7Tk66F3vdXNzTz8XdtBx7/YKTcg3h7DChepwEYaJ5e3+Ib/3mLQCWzCjl9quaTu48jLOMkhog/Oi3MJJRJLsT//u/etwTh49ky94B/u/ZHTTW5HPdefU4LVMCWAvF0nzj128SjWfwOFW+8pElBEdJSWBF81biuvyzKFoyu5JsFEbtUgK3zMZQbBhSbs/VkSiJfsJ/+yZGIors9OB731fRh5JLag3nUVg7B6fXRyStWK9ki3SjxwZxVEwh2bIeR8NyzDH8XW02v074hYcB8C6/AZouy22f6kZe/o8ULLqWlM2HIY38/BiJEPGdawHwNywaQ8uPndbTQmzLKwDIBdVQMPmkXEc484nASRCOYDCWGr69tzMs9rI60dIJ3q6+li2DLqb6kyxJxeAEB066afLQ37fRH07S1hNjak2ABZOLjl5wSDylEY1nE1BGExrxpDamwAlAl53o9qMn4tNU15jOOywdw0hEAbL/T8fgoKzcmiOI6nZnH7dgxsNoAx1oAx0ongBOU0eXjj1wMmIDh9y2Lmki73+L+P7N2KpnYlRme30kySTTNzK31YiHLUu/U0Zs8KDb/WK4RThuInAShCOYUZvPeXMraOkIc8O7piAipxOr0wjy41UGhhnlJQmqZxVQeoKvIUtQW+ajP5wEIOixnquk6wbrdvUxGEkxv7FoeE5TSdDJLZdN5bm1+7lgfiVl+dYBUG84yaubOlAUmeUzygh6ssGVphu8srmTnoEE8xqLmFTmsyyvRNrR965H8hVhVs0D6dh7xXR/OYELbiXdsTObXNI/kt1biXWj7V1H2F+AVDkfyD2vVD4Nz9Lr0GOD5NVMRxtjj5e9ahqOjh2YuoajeiaZUdo3+MSPABO2vELgxq+he8owDPCc8z7SO95AdvtRK6cz1p3olP7daO1voxbVopdMt67jpCU4uvZgGhq2yedMuI2Gj5cyuBetdTNKfiVG+dhXXQpjJwInQTgCr9PGP17WCJKEaYio6URTFBlVkUlrBoosoajHHiwcKwmJmy6ZwrzGIsqLPDSUetD13Pdy054BfvLnTQDsagvxiWtmYJomsiRxwZxyLpxXccTPwPNvtvHkquz8IkM3uXpZLQBrd/byyyfeBuDtvf184eb5qIet7pFNjfhLDw1vSeJ/z+cxSmcccxvVeD+Dr/wfppYmsWsd/opZ6K4iJEki9cYfSOxaQwQIXH4nVObO70l3NZNY+Uj2ds8+PFfNxhgKsJRYF3rXbpSCSnR/teX1M3vWow12gSST2fsWlOTWXdGSoCiga0iygqyn0AFJkkhsfonk7nXZthfVQ9XovY6yLGEc9D6oqRCDj30HMxkDWSHw/q+i+3LzSZmBSvLe/TlAQj9D/i0rWpzI499Hj/YDEoH3fQk9v268q3XGE4GTIByFaXKSE8ycvfI9Dj5341ze3jfA5MogRT7rHEnvVNBtZ8WssuHlyVZdh4n0SD9HKJrCPOyYowXOmYPmDqW0kf6MRGrkvJF4BqtF4RIm+kFDSWY6ecRrHc7U05hadvGCqWVAP7CQIdsK1+QFYJqY6ZRl+Ug4OvxjYMYGMQwdZAUlEyX6xPfR+tuRHG787/tXdHdx7vW11PCKOSOTthwG0xUH7qlLMFMJJIcTQz4w3GlgxEPDxxmjtF3ORNHWP0aquxnXwmvQi5uGTpzGTA1NSDd00KzbKIXaSa9+BNMwyFv4XnRfpeVxpxPJ1DASkaF7JuYobRdOLBE4CYIwriZX+Jlc8c72kDwRZjUU8N7zG+juj3PRgqoxD8sWBpzMn1qMLEkUHBQAzp9cSChaT384yexJhdgtcsnokg3vRbeR2vwcakEVUvmMMV1e95bjv+R20nvexF43D92bHaozTbDllxJZ/Tck1U7erIstA7d08TTik9+NK9lFf9kSGoaCGikTR+tvz54rFcOMD4JF4GSvn4cHwDSw186xHKrTfeXYCmtI7duMvbgO3Vs2VEcJ17IbUTY/h+IvRq6aY1lHs30rsbeyu0bo4Z/jvfE/0FHRXEX43/0J0jvfwFY9Az1Ya/kaZXatIrFzDQBKoAR5/vtHeTVPH5rNh//yO0ltfx1b2WTMwknjXaWzggicBEEQALdD5aolFkmOjpEEbNrVi2FCU93I6rm93VEefSW7VUpLR5i5DQXIcm5uBL1wCrYLpmCaHBI4yHoSc+86MHWk6vkYNqvl+hJG7VJsdUs5uGNMliXiu98EwNTSaAMdUJib6qDMpbPSO4N+ZQZzvCM/C5qzEO+KfyC29jGcjedAQa1l29M9+4lufAEAj9OPVJab9kCJdjH48m+RbA4SezcTKJ+BPpQdXc9vQF2RTU8wWprGg7d7UfPLMA7q1zIq52Ormn/EjmHJObLvqey0nmd2OtLLZmMrny06xU8hETgJgiCcAOfOLMXjsiFLEnMnj8zR0TQTWQK7TeFoU2usfvyM3a8TefEXAHjPicKMy4+5ToZh4pq+gtDL/4fiCWArqMQqG9nb+8OEe3sJEmX17hKuqU9jSnaQZJh6Cb7G89El+6hBzViY6QTIY5/LZhRPw3/FXRiRXpSq2eiHDQgeLXBQJi/Dp+aBaUD1vDNqnYcImk4tETgJgiCcAE6HyjlNuVs6eW0a31gxiD3STm/JYnTTRB5DNk4zGRm+bcRDoy/1b1k1PFRn1C4BJGQZ4jvX4Jo8HyMZI9PfBvm5+YsKlChlrb8EQ2NK9QJ0cx4Hd4odLSGmWjUDz+w+MA1sNXMsV8XpnhICF9xMumM39vLJh8yVsnW8RWLryyiefNRZl6E7LdJFSBJGxZzsuY5Ym1HYXJj1y46npCAcQgROgiCc8dr747y5o4eyQg/zp5z4BJtHUp7eg77pUUygsG8P9pmzMTn2PFBq/RKcAx2YWhpb43LLoEGJtDP49P8AJomdawncWI3urcA0wV5UQ2zjcwA4511pGdQE5DjxoS1XHL07sEka+hjqqLWsJ7ohew23zYk8vz63juF2Bp/P9pzFt71OoLgR3VuGLJtE3/gr6e4WAHzuAMy46pivLQinmgicBEE4oxkmPPT3bexuy67c+tyNc5leM3oG7xPN4/VyYM2Y6g4iSfLYJn57SrCd/zFAQh9lTEZS7Mh5LhR3ILs6T8kGPaYJ6rz34i9vxBkoIBlssOyusZVPw1Ezk3T7DrzLb8zpYZJlMI4wTifZRnJbyaMk+pQUO5Jqx9TSSKoN1APXUJCcI/O2JLtz1NdHkrL/HakugnCyicBJEIQzmolBIjnSzzIQObVLthPeaiJzb0aP9OGqm0meNPav3Wy8NHq4pbny8cy9lPjbK/HMvRTdNZI13LB7UOuX4Aq6SQ3EsJp+bTiD5F3yaZxGGl05OHu5gbzzJWLrn8Y5eRHS7CsxLZJjSpPOwasoYBjIdYss50Jp7mL8V30OrXMnatmU4a11DMPAteha7AUVyK7AqBv8yukImbWPkOnchXvpB9DLZo76egjCySQCJ0EQznAS0+rzKS/2kGdX8LjHlhX7ndqys50fPCcDRQS2DvCtj6eRlbFt2XI0SqidwZV/AiC88k8Equei+6vGdA5DUkE59CdBjXYy8ML/AhBZ/VeCpZPQSnMDFtPmhikXZs9zhGvoRY1IRY05nV5asAEWNByxrNm+hfjmF7N1efEhvDd+A138hAnjQGzXIwjCaSGtG6T1sY/RKJLEnEmFdPRFsakyjRWB0a+RyRBN5CZgNE2TRFrHPMryJS0VQ0vHD3nM73UiDU20ri60Iyuj/9gnooOkM/Gcx+3pHhzp7tEvbHcjO7PL9WWnB+yHpiywxTpI9Xcdse5OvQdnfN8hj0mmgZpfjrN2Foq/mCPNaXemu3ClOo94DTBQtVh2Zdvh5RPtODIDFmWG6uIayfVlK6o+JB3BqaLocWTTKkuVcDYR4bogCBPenq4IP3xkE6oicce1M6ku8hy90EHiSQ27qhBLaGQMA6fFfm37O/t46KlmuvoT/MO7Glg2M7tth6ab/PW1PTy9eh/vWljNNctrsVkksQzt2Yzy2s9AsaEt+ycC1dl8Se78Qi5botEXTjKroYDR/l5d/dZ2Hnq+k8lledxyQSVFZdnrq/tXMvjaI6Bn8C27Hq02dygrYqi0TP8w9LZAYS11hsqBATd15zP0vPYIaqAY35L3QemsnPL2zvUMrnmMTM8+/EuuRm+6AgDd5sJZO4PohhdwNsxFzrPehNi+73X6XnsEDI3AsutJW9RRMtLo6/7E4MbncM25GGXuezHlbO+fuuMZel5/BDVQim/J1aRLc/NA4S3GO/8y9EgfjoYFaKc4cJJb1xF65gHUomrcF96G7jr2jaKFM4vocRIEYcJbs62b/nCS7oEE67b3jKmsbpj89tkd7GkPs3prJ9v3DVoe9+bOflo6IiRSGk+80YqiZrtXugfj/P31FjKawRMrW+gcSFiWl/avw4wPYkZ6MPe+Nfz4xuZ+nljZwuotnfzu2R0kMrm9LZl0jN+82kMqo7N5X4zde0famN6/FT3cix4Lkdq3xfLazR0Rvv30IN9+M8C3nx6kuT2bwsBmg+jGFzHTSTLd+0i3WpfXuppJd+zC1NKE33wKV6YXADW0l8ibT2PqGeI7VmN0NVuWT7ZuQ4/0ocdCJEapoxRqJ/bWk5h6hti6x5EjHQA4VIhufH6oji2kW9+2LG907iCy7kniO9YQfvm3KKew50eWTGIr/4iZSZJp34HetvWUXVuYeETgJAjChFdeNDL0VF5olTl7dIoiMbM+OxFZVSSKg9arvioLXcO5i+rLfcNZBb0uO6UF2Z6W4qALv8t6jpThLR254y87pL6qkj3xpMoADoviDruTmZV5w3UsKRjJcq36ig+6bZ1KodBrp8CfLV/gz6PQl51DZRhgLx7Khi7JqIHcPFMAijcf5OwAhKOkjoyaba+c50MNZtsiO70ofuvrq76ig24XWh4jOQPYq6bhmjQfe/V0cAaA7CI/e9lkXJPm46icihostSyv+IuH62ivno4hn7oBExMJR/XQxsWSjDLK6yicHcRQnSAIE97SacXke/NQZInJFWPcLsOE918wiflTiykv8lIacKBpub0+86dV8GmbQl84ybwpxehDM5i9Thuf/cBc9ndHqCr24HNZT+z2TD+fwbx8JFkmMHlkOKws38UF86sYjKSYObkQRZJzMj0byFy3ooo51d0UBlzUNDQMP6c3XUjA4cTUNahdZLm2rrSkiDuu0NjVEWdSmYvSkmwgo+vgmHslan45qieA0bACLNpu5tfhmXEuRiKCo3wKGSkbOKXd5fjPeS9aXytqfjm6r9qy7UphFa6p54BpoBbXWO5VZ6p5KE4v8R2rcTYuwRyaIK9p2f30Bl/5A4q3AMljHZzp+Q0ErvsXjGg/UmkjhnnsSUTfqQNpHXwV05BdAfT83DxVwtlDBE6CIEx4iizTVB047vLuPJV5kwsJBt0MDMRGPW7mJOvejkKfg0Kf44jXsKkKxQEnKAqGNNKZ39we5pnV2UnXb+/tZ3FjMTYl90ff5i5ADarIB20QDCDJbvTJ7zritQHqqsuos4hrIo4SdrmXUZTvpmKUsvpA+/Bec8m2HfimZLdYUSLt9P39R8PHBS79GNTk9iil92wg/vbr2foqCnL5AouKdJLYsRqAxPZVOOZcAf4qbDYIb34FMNEjvWRat0FJ7jwsAD1YB8G6cdkuxbC5oHLe8WUtF84oInASBOGMpxkGbV0xUgY4TtYEheZXCT3/MAD+S27HqF0KQEWRG5dDJZ7SWDKjbHjY7nB/W9nCQCSFpum8Z3k9NcVjmwAvZ6IQ7QFPEYYtW1aS4O+v7eLvq9qQJbj3ptlMqszt0VGdbgLn/QOYBoZpZFMTAIa7EO/8y5BkBUPXkILWoZfiySe75M5E8RVaBzbuAuwltaS7WrCX1GM6s0lIMxnIq24iOtCBpNpRi6ots5sDKMl+zEQY01+JedBQnaTFkSJd4C7AsJ85G/gKE5MInARBOG0Zpsm6Hb10DcSZN6WI8vzcVV+SBE+8sZ8/v7Qbv8fBP98yj2K/9Tyn0ehGNh2B066gyNaBj97fNnJ7oAOpNntbkSXmTS0mldYp8OchYXL4un7N0InGM6zZ2oXPbae9LzamwEnOxEg++2NS+7fgqJpO3rvuwLC5kWWJrXvDnD/NQ09Ep7OtyzJwktIxwqv/hpGI4Jl5HqqZQZccSHqKTM9+kvu2YCuoxFFv0ZNENlWAq3ERmCay22+9LUwmgq2gEtVbgORwIWciGPZsGxVPENfkBaDYkCTrDYCVcBvhR7+BEQ/hWXQN8txrME2Q9SSpl35OcvdabKX1uC/9NLrDb3kOQTgRROAkCMJpa/v+QX78500AvPl2N/9y64KcwCajm+zvirCwqQS7qrCvOzpq4CQNJVw6OF9TRjP4vxd28eKbrayYW8GNF07GruZ2W9kaFiHvXI2k2FBrR4Z09nVFeXVDOwDbWvo5f0459sN6nVIZ2NzcB0A4lmYgPLbs5nK0i9T+7Gq21P4tuKJdGMHsPJzPzg9hrPo/TF8J9qJrLMtn+tswEtmVePHdb1G08EriahFypJvk0Cq5TF8rxkCr5SbBma5m4tvfyN5RVJSGC3OOMfv3Edv66vB9R+1scJdhVyG09TW0gewqO8Xlg6pFOeX1vr0Y8ezmNYktL+CdfTm6ZEeO95PcvTZbj85mzMFWKBGBk3DyiFV1giCctjL6SIATT2o5k64BVAXSms6arV28vqkdh826RyMcz/Dg37fx5YdWs7MtNPz4vp4YL6xrxTThpTfb2Nsdta5L/iS6L/wyveffhxasGX68ptRLUSA7b+nSxTU5QROA2wHnzs6uXiv0O6grH9sPv6zFsZdlJ5TbyxqQh5JomiYoO14AQ0MabMOV7LUsbyuqRnEHsnWZspC4OrSXn8ODZ/ZFuCYvwD3jPKShlXCHs1c0ZrOOSzL28inWlcyvwV4+KXvaikbMYHZCVloDz4wV2Ws0LcM2dMzhlMLa7Oo/wDXrXRjy0CR9CRw12RVvtuJaZNn6/RWEE0X0OAmCcNqaVhXg5kun0tEXY+mMUsv5Q7oOrd3ZCeGmCamM9fTeTXv6eHVjtmfoN8/s4MsfXohpgG4YlOS76OqPUxR0YhjWU5PXvN3DT/+6GYBPvm82cydlh8SK/Xl88YMLiSYy2cnjFum3TWQuVtcwf56B24zgVkqAMQRPponscOOavAAjk+bAvnamaWIvqSfT2wayguLyWm5rortK8My7DFlR0PQMHEgQqiikOnaT6W5B8RaQNzm3JwjAyCTxL8wmzTQzactjNHcZ7gtvwzPYhhGoRHNl0yzIMmjhHuI714Ki4qieblle95bjvfZfIRXB8JYOB8mmLQ/JZh9uu2S3TtIpCCeKCJwEQTht2VSZC+eWH/EYRZb4xyum8dunt9NYm09TTb7lcQHPyKq56lLv8J66xcE8ls0qp2cwTlHAOWoeqD2d4eHb+7ojw4ETZFMaeJ1H2CNPS6Lsfo2CoeGyVHkjrlF6Xqzodi/2kjr0SC/2/Ap0ezYPlCxLpGPh7PwhWSYTtu5xMgbbCb/yf9kyLh++qe9Cl+wQHyDT3ZK9RqQPI9QJRbmBjdazj9imFwFwNS2zyMs+dJyzCNXuRVdGXkNVhdi+bUMN0cj07IPqc6zb6fDD4fOXMmmSu94cvuuYe+UoVxeEE+O4A6d//ud/5oYbbmD27NmWz2/cuJHf/va33H///cddOUEQzg6yLI3akwOQ1gze3jeAJEs0VQVQDtryZE9XhN7BJI1VAXyjJKecURPkPz5+DvlD6Qis8jhNq/bxkfdMZyCSYu7kwuEejYDLQV25FxOTujI/Qbd1Hqd5U4qIJjKosjyccPOAgebNZEI9OGum480vzikrqU6SC29hR0svBV47NZVTh58zM0mM3a+DoSPXL0HK8+aUN72lSIEyZMNACpRhDiXj1HUT56S5pPZuRnK4UCunWa5Yk8saCV5wM3qkH7Wohow0lEAzWIt/6XvJ9O5HCRQjlVgPw9kbFqB688EwsJXWYTVDSzLS2NreJNPXir2wikzFPEzJRiYD7sZFhN74G6qvELWgatRVdWrrGvRwD3L1XHRPdmjTcBXgnnspsbeeIm/SQghUWpaVjAxS+6ZsVtCy6ZjKkdNLCMJojjtw+vOf/8w555wzauDU2trKX/7yFxE4CYIwKhOTN7b18OrGdpbOKOWcptLhDXEPtnJrF//7eLZX4iPvmc45TdnMzS1dUb72v2sxDJMFU4v5+NXThyd4H+5o6RLX7ujnwb9twTShvSfK7e9pwjCgazDBg3/bymAkhd9j556b5lNq0ev09r5BXt+YneBcWuiivjQb4Azs2Yz63HdQTQOzYzbGZZ9EPizrtYHG7zfLrNmVhyxLfK4oybShaUbGtmeIr3oEAFcyhDLvfbltG9xH5NXfosdCKG4/3svyoWAKNhsk92/LDoMBan4V5Dfmlu/YyMCLvwHTwFEzHVfVbDTykDNxItteQxvsRnK4yK+aDrlxG3rnTsKr/gqAb+HlUJz7u2Dr38HAS7/BiIdR3EGCl3lJFTRl6xjux9kwByMeAc16YrzauoaBJ34MpkFe7TYcl3wGAxlTtqHMv57grEsxbF4M2Tp41ne9TvjZB7N1PP8WmHKR5XGCcDQnbaiuu7ubvLy8ox8oCMJZq3swyf8MzQvauqef2lIfFQW5c1S6B+LDt3sO2iuuL5wc7ql6e+8AGcO0nHx9LLr648O9TPu6otk8BpgMRNMMRrI/5qFomv5IyjJw6gslh2/3Do7cTscibK79ID0pO3PdXbj1zPDWIQfoaZ0dndkyhmHSd1CSTjPaZ3n7YGZsAD2WndCux0KYsQEoyDYh09s6cp1Qt2UAaYT6wMz2wmm9rdiMOJqch5QYQBvszl4jFccI94LFjip6tH/4thYdsByqMxMRjHh4qI4DmEPDkpIE6c7dZPqz88vspdZZubXB7uE6Znr34zLSGHL2N8aUVTSH9RDswW0fud0jVkYJx21MgdOzzz7Lc889N3z/97//Pa+//nrOcZFIhNdff50ZM2a88xoKggBALKmxfncveTaVmfX5lkviTzcOmzKcHNJhV8izW8+OWTSthI27elEVmfmNI/uiTan0sWBqMTtbB7nh4inYFevXpD+SYnNLP2WFHqZWWidInDuliG0t/XT2x7liWS3G0Iq9hlI3Vy6vY19nmKpiL5PKLbpcgMVTC9jdOoCqyCxqHBmqa7fX8tC6bUCCjcVl3Hdu7h+UNruDD15Qzv++0E5juZupk0b2QjPKZ2Hr2IWpZ6BqruW1jZKp+Je/n0xPC/aiWozS7DykdBo8cy8hvOrPqIES1JrZljmW1PIpOKqnk+ndj2/B5aSlbH6lVKAB38IriG5+GWf9bKi0HmFwVE4j3dGMqWs4q6ZjOT08z49/2XVkevdjL6zGzMvOVUqlwDPnIsJv/A01UIytaprlli1qzRz86OixQezlk8jII6+jEtqH3rEDpagGvSA3XQKAvWEhtpYNmLqGrWGRyAAuHLcxBU67d+/mySefBLL5TjZs2MDmzZsPOUaSJFwuFwsXLuTee+89cTUVhLPc82+18eeXdgNw23ums7Tp9N9oNOC2c/dN89jZOkhDhZ8Cr/W8k5piD1/50CKQQD5oKK5zIElze5iSfDevb+xg4ZSiQ56H7HDgL57azsZd2YnR9946nykWy/0rC1x8/sY5ZHQTx0EBWCRpEIqmaO2O4XM7CCcyFHpzA7zW1m7sNhXdMOls72ZKVbYHJK6NnCutmRiQ0yOjkGJay+/4SrWMHO3GN3AVRsH5APy9NUC/eh2OPAnbXi8fqMt9ffIirfSu/htmOkFizyYKiqtJFc5AliG5ZwOqrxA90g+hTihuyilvDHZhpBO4GuYSa96At3EFOpAX3U//jjXY8stItGwhr3Y2VCzMKZ/p2Ye9qgnZZifd1QK1y3OOkVQ74TV/x0wnSbRsJv+au7NtVySS+7fiX/pekj370Ae6wOKjbfa1EHr9TwA4elvJq1qMgYKSDhN+7DsYsUEk1Y7/+q+ge8tyy+fX4nrvv4JpoktiXZRw/Mb06bn99tu5/fbbAZg6dSpf+9rXuOqqq05KxQRBOFR/eGT4JxK3+pv89FRT7DmmLNmyRcbuaDxNfzhJfziJ32NHN0zkw4bqDBM6ekdyL0Vj1q9dLKXxwlttdA8kuGh+5XCd2nujvLI+O4z06oZ2FkwtptCb22sUimu0dGSHosJ1I89782wsn1NOKq3jddksM4crejo7jBYdwIThRI8AiZTOa9sGADh3jvX0Bz0ZxUxnhzDNdAIjOTLUp4X7yPTszR6XCFuWNxJhMp3NZDqbUbz5KHoaFCdGOoEe6hke5jJS1vv8yQ43encLmmliL66xTHlgxgcw09nPsJmKQ3wA/HVIkok20E3/zoeyr9dQWoOcOsZH6q6F+1DIYKAgaUmMoWFKU0tjpuOW5QEMlJzJbpKRxtzxIlrnbhxN56FbBJaCcLDjDrvffvvtE1kPQRCO4qL5lQxGUnhcNhYcNFx1NptS6ed9F06mbzDBjIYCbBZDdaos8e6ltbyyoZ2igJMSizlUAJua+/jTi9keve7+OPfePA9MqPBo+D12QtE0PredSo914HXuzCI6BzPYVVhyUG/gpHIXZeEOpEgPZtUcVDm3jmnFi3TOreitbyN78jFqZg7Pwblyuo3rfb1g6CQrrVeMZcpm4l9yDfHmt3DVzyVTNhPILiDzLnw3qZZNKE4v9rp5live1Mqp+AwNLTqAs6qJtOwGQPcU4198FfE9G8iraEQaZcWa7A6g+AowDQPZG7QMnLB78S26isSeDbjq50Be9hqaBt75lxHd8Byqrwhb3ULLoTqldh6+VCRbx+oZpMkGkZqrCP/Ft5HY9CyOyYsx82ssSo9O6t6J3rsPydRJb38Ve0EtuiJyQQmjOyH9lbFYjHA4fMg2BQeUlx85x4ogCMemstDNZ94/G9M0LTNkn402tQzwx+d3ArCzdZAZNUFsh839yugGf32lGZsq09EbY15jMRUWe9o5bCNfhz63HQkJExOXYnDXtDb2G0VUKe24FOvJy8GiYq44z42EjP+g4CzRspG81f8LgNSzBbP6i0iHrfwyzTT6W4+i9OwBoM/mp8if/e70tq4k+tZTAHjMDFTkpgSw9+1iYP1z2Iuriax/jmBpPeniWSiKQqp1B2YmhW4YZNq3QWN1Tnm9Zy/hNY9nX6++NvJrZhPHh5qJ0LfxReyFlUTfXkmw3Hr+kNbXSuTNp7P1nX0R1OYeIxlpwhuew1FYRXj9c+RXZFf3ybKEFunHUdmIbMtDjw9AIPcEZvu24TpqfR24ahajowISRt05OBuWYRim9QbDRyBnYsNbwSjeAvIMHV0kHxeO4LgDp1QqxQ9+8AP++Mc/Mjg4OOpx27ZtO95LCIJwmCPlOjobpQ/KAp5Ka5Y9HTZF5uKF1fzxhV0U+POoK7We3D2zLsjHrpnBYDTNvClFw38IDkoBWs1iKsxO2s1SHFKQUovya7f38vL6NmRZ4oJ5FSxqzOZrMg7KpC2l45iGgXRYp5Op60ip2PCPvqEd1Ody0G1Tz1iuipNMA2f9bNKdu3HWz0Yys6+LLOsYsRCJ3esACBRVWbb9kGukkkhDU6dNE9yT5pFq24GrerplqgjIDpEdrY6YBqQSpNq2gyRnu8MASTJJd+0hsTubxDJw/k3W10iPDBMa6QQy2lDgNPTYcf7bMFQnzoa5SJKMnoxhyGL+k3Bkx/0J+fKXv8xf/vIX3vWudzF//nz8frGpoiAIp5bf7WDF3Aoi8TS1Zb6cieGQ/fG/dGEl86YUUVLowSaZlgkwNd0kHM8QiqVIpUcCspJAHu11M3lldzkzqgsoDVrPM9rdFmLn/kEAqku8w4GTq24OmeR1KJFOUrVLcau5E+Bl1Un7/I+zbneYIq/K4tqDJjfXzMNjaJiGjlIzz7JHRcsLDveaZPo7sM28GMjGJlp4ZBm+kU5alAbyy/HOuwQ9OoCjcipJDsw5U4huegkwyfS3Y5tkveWKvXwyHkPHNHQclVMtV9WlS2cSWPEB0t0tOErqSBfPHKn/YNfwbT0esbyGHCjDO+dd6LEQ9pJaDDN3vtLxkD1BUm07MZJRnJMXjJoHShAOOO7A6ZlnnuH666/nq1/96omsjyAIwjEbiCR5+a02VEVix75BLllQhdWvqSLLVBa5CQZdDAxYT3De0NzHb57eDsDejjB33zh3eEh0bkMhcxssEhgdxOlQLW+v2xPl4efcqMokCnZF+epHDGyHzXMy9Ay/eLGTtr7sBO+A28b8OUN5ifr2EX17FSDjcQWRKnNTEsimgeRwY6ZiSA43smmgkw0aPU3nEtnwHGqgGMVfbJ2VO9KXHWqzu9CjIbyTlqJjQzZSKB4/ejS7Yk0xM5bL+DNdLUS3rQQkJNWOZLFlir1rM32v/B5Mg/j21RTkV5Iumo5hgGf2hUTefBo1WIJaXGtZR6NgEtrudWT627E3LkOXTkyAow92YySziwcSu9eTtzyJZjv6YgXh7HXcgZMkSTQ1idUHgiBkvw+s5jiebLMa8qkp87K3I8L7z60nzyaPOv/LYk72IWKJg4arJAlZltH1kZ4pRTn0/uGcDoXLz6nFME3stpFJMoosoSoyrjzVcvI6AJKETZXwue3Ek9ohKwglWUF2uEBWQLGefNObzmNN2Q2Umt10SsUsTOfhByRJ5s1QPlsKPoSe1rk8k8IqTaSJhHvWhcguD0aoD/PA1HRTx1HeCKaOpNgwNeuJ8SYmkqKQMwZ5MFkFRcUWLCEz2DV8rCRJJJo3YCsoI93fiSNineTTcPiwrfgoebKJZhG9He9nUCqqw1Y5Db2/Dfecy9BU95jPIZxdjjtwuuiii3j99de54YYbTmR9BEE4zexqD/P4yhaqS31cuqDykN6Wky3fk8c9N80jldbxOW2jBk1v7urj+XX7KSt0855ltXjzcnsrPA6ZZbPKyegGfpcNY2gOjo7BM2va2LCzl5mTCrl0fiWKRXby0gI3Kzd3YFNkJlUGhh+fUyEza3k3cv8+jMYLc3qbAGRZ5bKldby8oYPyQjfllSP72fX7Gvib74NkdJOr/F6rFEckDZnfvJkBgkCGmbPAD5imQVN+iql9z6N4goRtyyxfH7WoFr2/jfT+7binnTO8Yk13FqIGitH625GcXvBb5w5zVE5Djw6AoeOommY9VBdswL/oSpItm/Evuop0YS0M1dFZ00S8eSN5ZQ0oTq/lXDUl2Ye2/jFSAx24Z15IpnJk2FDet5rk1pdw1M+HyedhSmOY3W13kVfVREZRUAor0UebyCUIQ475G+7wCeB33HEHd911F/fddx8f+MAHKC8vR7b4QggEAu+0joIgTFCGafLgY1vo6k+wfmcvlUVuFkw5takS8lSFPHX0H0rNgC17+nA7baQyOut39nHuzNzp3TVSK/tMnc64zIKiGJI0CdOU2L4/xO+fy67c275vgOoSDzNqgjnlNzf38db2HgC8LjvzGrLZw1MtG7FtehwDkAfbMGqnIquHrupLaCn+8MJu+kJJtu7pJ+ix8e7F2XmjK3dEeWlLNo9TwKXwvtrcNpbRyT8ttrO208aC0gxldGNQhs0Gic3PkO5uASDoCUBt7kiB1r5taC4TaOFe8qtnkFQLkKPdJFs2ofoKyHTvxV5QAcHclXWZnr1IsgKynN3ipSJ3LpSt/S36hxJYptp3UBAsI12+AEWRiG59nUzPPlKA7MmH3IV/GHvWEN34AgB6qA/fB2aTkRyo8R7Cr/8BR0kNiY3P4i6sRc+3XvloqfNtIiuzewGmOnbhv/k76KpIRyCM7pgDpyVLluRsnmmaJlu3buWPf/zjqOXEqjpBOHPJEhQHXXT1Z+fmuC16csabJBvsah1kf1d2HktdmfWWK05Z593RPyP5CjGjLuAiwMBpt5FnV0imdRx2BXee9dfmIXOcDjpGdftxTzsHU0tjOLxIFr0hCioBj2N4vzuP0z78nCdv5Hi3w3ooLION2Xt/zRzVhrk3Q2bap1DILvWX3SMLd2S7y7I3R1YP2r7E7UdSs9eXbXlokd5s4KWoeOa8y/L6RipOfPsb2frOusByzrZsz0OyOTAzKSR7HrItew3TlFE8ASRZRo+HkR2j1DHPg+IJoHiCINvQZQVMQFGxF1UR37kWR/nk7JDhGEgON9l5cSaKrzA7JCoIR3DMgdMnPvGJUXcdFwThbCVx86WNbNzVR4E/j8aqibe6VjIP/d7K99otj2tzTuEZ+Qba9iZ5z9IKlg+N+9WVePjwVdPZ1TrIpAo/dSXW6QzmNxZjU2QURWbO5JG96jxuJ7Ft2T09bRXTcChqTmBgVxWuObeGzXsGKQzksahppNduem0+NyOh6SYz66yDPsWVj2vyAsx0AsnuRHJne8QSCRPnjPOw+YuQXX6keuu95ky7czi4k2xOMmRfo7h/Evo5/4Tc34IZqCBWMh+r0FiyHbTSULV+fU27k8C57yfTsx9bUTWGkl1dqOsGrsalhF5/BFt+OXL1HOsEmmVN2EvqSHfvxbfkWjQz+/NlZlLDqQxS7TvJS1ul+BydXtCA/6rPoA90oFbNRJett/0RhAOOOXD65Cc/eTLrIQjCaarIl8dF8yrGuxqjkiWJf7pyOqu3dVFe6GZmfYHlcbvaIqzfnR0Se2pdJ+fOq2EoHRILJheyYPKRV9VNKvMyqSw3qAoNDAx/0RqDHRi6ZjnJWzNl+sMpbDaFtA4HOrBef7ufv6zODgEOxE0+YJG82xZto3/LK8P38+vmkPGWIssQXfUXMj37APDl+WCSxQn0gyZ9yxKyoYMM8XAv+pt/QRrYC04/UVcRwYrczfJkhwdX42LARHZ6LVMmGLFBBp7/5Ugdr7wTyL4UkTWPoYd70cO92Cvfgum5e80ZHdtJ7H4LgPDKR/DWLkaXbJh5PuyV00i3bkMJloL3yO9TLgmjbBZS2Syx8a9wTESmL0EQ3rFYSsOuyqOvGjsCwzSJp3ScdgXFYj+6o+mPpYgldaoKVMC6t6OywI59ZikBnx27qljmcSotcHHXtVNx2QxaBg9doRWJpYikMngdNrzu0XskBkJhZEnC7xsJoNKFjeRddCfYbMSSGnmyncNfpYxhsG9/F9evqERGY+22bi6Ykw1Gi/x2fvrRKUiyxMvbrPeaw1uK+7KP43I4iKdS4M1O4jZNsM29nEB+CYakYMTDlkv9JaePvDnvRjY1wl1taEO9Li49ghII4Fv+HhJ7t6Kn+4HcwEly+XBNWQSmiZaIWwYgsjsf14IrcFdPJbpnK7IrkH3CBLWyicCKD6DFwpjplGV5yVuAZ+6l2dV3XfswhjbqNVQXzos+grt3DwQq0fKs1g1m2dIDSJik7YceIxtpZC2JZvdAzrtz8qmZKIaiYsjWOcKEieW4A6cf/OAHR3xekiQcDgelpaUsXLiQkpLTfyd3QRByrdrWzYN/20J9hZ/b3zOdfO+xD3VkdIM/v9zMU6v3ccH8Kt5/fgN29dh/uLbuH+SR53extyvCNec1cOVii1nFwJPrOvnzC7uoLPZww0UNNFbl/riWKGH8bz6MHOoguPhWZKkaHZ3ugQh/fW0/q7Z0sqiplGuWVVKSnztk9ubbbTz05G4UReafLq1j5pShXjgtTnrjE8i9e7AtvNEySacMqE439z7wJlXFHm69aCTD9+xgjNTff4SpZ1hy7j9ati+tpzGb19KzYy2uKQtIzynOztoxwZ4K0fOHn6H6ivCec531C6mohJ99gExvK/4lV2c3wwVsLg+mO0Df336As3YmnikeyxVzkpak/5Xfgq7hX/4+y0uYsoIZ6qbnT4/jalwEQ4GPbkCev4Cev/4Xqr8I37JrLQMnVU8Qb91KdMOzQ3XMvo6ylkJ782/ENr2Es3429uUfxMjLnbwv7VvD4HMPg2ngv/CDaEOr8pRUiMSLPyO1bwvec2+EqRdxKoMnpWMDg0/8EMVbgOfST6D7rPcDFCaOdxQ4HZjzdHjujMMfVxSF66+/ni996UuWK+8EQTg96YbJH57fiW6Y7Nw/yM62EIunFh+94JCeUJIn38gOIz2/dj8rZpVTXXzseXR2tg6ypyPbC/PUqr0snVFKgfvQXqdEJs2zb+xDN0z2dkZ4e3/YMnCy925HHtgPgHP7k8iLzkNPQFtfkpWbOwF4Y0snC6YWWgZOG/aEiSWz/Tnr94SHAyejczdyT3bzYHXTX0k1LsHhPHRIL5NO8NSqfRhDddyyP07dUOyUaduGnAgBoO/fDA0WK9YG2xnYsQaA+I41BOvmoAXqcDolBja/DLqGNtBBpn0HUsWCnPJaZ/PwcF5kw3MUNC4jaS9EHmwltjm72i7RspG82pmQ35hTPt3ZjBHPvg+ptp0oDRfmHGOG2knsHKrj9jfIq5sN/lqcThjY/BIYB+q4C8oX5l6jfQeZnuz7E93wPAVNK0jIAZTIfkKbXszWsXk9jilLoXpxTvlUy0aMRGT4tjIUOBk9u0nt3ZRt+6u/I9iw9JQlwJQkicSGpzG1NNpAB1rrFqQmEThNdMcdxbz00ks0NjZyzTXX8Kc//Ym1a9eydu1aHnnkEa655hqmTZvGU089xZ///Geuuuoqfve73/GTn/zkRNZdEIRxpsgSc4fSD6iKTKnF5rlH4nfbqBqabF1W6CY4ysRtgP5oisHYof0dlYXe4R6qxuogXnfu3KE8m43JVQEAbKpMWYF1YKbmVwyvqMoUN2EMXcrlVCkOOgEoCjpxO61XDpbljwyzVBQ6h2/LwVIkJVtGK52OzZHbI+fMU5lT4x6uY2PxyFezEjxovk/AetN0yR1E9Q+9D74iGBoGS6dN7KUNQwfJ2PNz5w4BqAfV0VE2iZQ9+z7KDje2wuwPueL2I/us5w+pwZERBVvAenRB8eSP1DFQguzJ9gplMmAvHUofICuoo5S35ZcP19FeWk9Czr5epjN4UB0DyAGrnQRBPajttuDIMbKvBMmefb/y6majq6duuMw0TeyVQ+khJBk13/r9FSYWyTzOdL933HEHeXl5fOc737F8/jOf+Qy6rvNf//VfANx2223s27ePp5566vhrOwHoukF/v/WWDacTVZUJBt0MDMQs53ucyUTbT2zbk2mdXe0hgt48KgrGnv9mIJqmtSdKRaF71GG+rfsG+N7v1iNLEp+9cS5TKkZW7721u4/uwQSNVX5qi3MnZ2uGyRNv7EVRFDwuG+48hfmTcnNNtQ1EUPtb0eMhMvn11FRke850w2TN9m7ae+OUFTpZ1FhiORertauPtu4oqixRVOinuiRbx7d2dlNk9mHE+knn11FTVZqTBFMxkvQ+8RNalFoCSpLy8iIc0y8CYFNLN/a+PUiGTjq/gRkNuYHF9r09lKb24kt3ELaX0emoobGmCFmW2PDWFkLt+zAcHqZUF1A6aVpO+d5d2yh1hDHCvRhFk7CV1JIxHdijrZh9e9FDPSj+InAHyRTm5oFSBzugdxumoSMVT0YL1OYe07cDbc+b6JFeFF8RtvoFZIINSJKE2roGfbADxeUDd4BMce7qPznSgTLQjB7pRy2sJl0ycowabsXs3YUcrCYTPDSH0/Bnvi8ELWswTQOjaj6mPJRyId6HtulxzNggatkUzKkXHzkD+gkm62no2YFkd40t/9QxEN91I23Pz3ejHMccTMtzH2/BVatWcffdd4/6/MKFC/n2t789fP+8887jP//zP4/3coIgTFB5doUZtaNPyD2aoMdO0HPk8pub+9F0EzDZ2tJ/SOA0t8F6ldwBqizhdtr5y0u7qSz2cPOluUNNALv3R3n01QF8bjtaZg//9tESTMNEkSWWTCvBMEGRGTU7+TNv9vDKhnYALlxQyc1DgVMsbfLLF/oJ+hxktFbu+2Buj4hmQiA/wKRNf0ENlmHWXjn83Pqdg6zanEKWYE7jgGXgVKYM8sjGNK/scnPupDTXLRkAssHhH9ZGae2xA2lu9ruw6o/ZE1H4f3+MAU587h6+c0d9tvMt2kP/Uw8MHxc8/2awCJwyu17ATCVAAinUjbSwNvci6TiRN58cvptfOR0ARTEJv/4I2kAHAN5F7wGLwIlQG5nufeixQTBNlOJp6JId0NH2byS69jFc05ajzi/HUCx6jWQVzWIIz+zbS2zDc9k7zesJTlp2SveqMxQ7lM44ZdcT3rnjDpzsdjsbN27kxhtvtHx+w4YN2GwjXdqapuFyiWysgiCM3aRKP5KUTVNYX35orqi2vjg9oQRTKvy4LLZ70Q2TVVs6mFaXj6YbtPfGKLcYUqwt83L+vAo0w6TY58A0RiKkvsEQ+7qi1BR7yQ9a51KaURfk/BoNU5IZsI0EgrPrgxhmPZFohppSj+XKQ02yE1eCBJdeg5FK0SoVcGCmy+SqAAORFLpu0lgdsLy2M0/l5qVerp8l43C7wX7gu9dk4ZR8lpfHiJOH02k9DFUdgJ/fWoAU76fTXoaqKNlcSk4//nM/gGTooNpQ/IWWq/JsZQ2kdr2FqWs4Kqdbr4pz5WMvrSfd2Yy9bBK4s23RdXDWzSIy0IFky8NWUI7VjnhyKoLsK0Bx+TG01HCSTSXWi5YM4194BaauwcB+KMzNbg5g694CpkmmpIkDM1XkYDmuKYvB1JEDpeiq07KsIBxw3IHTlVdeya9//WsCgQA33ngjlZXZf+atra385je/4dFHH+Wmm24aPv6NN95g0qRJ77zGgiCcdRRZYvH0UjA5ZJhsV3uE//rDeqKJDOfPq+TmS6bkTNxUZCgv8PDy+jbceSoXza/CSm84xeOvt5BM61y2pGb48cFwlB8/uoPm9gg1pV4+9d5pBP25PRKTtB2or/8cJInA8tuB7Hygt/cP8ofndhFLZFg+u5zJ1X4ch2WnVmUgGSG0/lmkPA+OFXOGn9vfGWH9jmwep6JgHsun5/YZKWhEV/8FqWc3iaIGPOdm9xA1TbjcuY74tieQbA5cUz8EFrvdVSj9hJ79JUYyRlHTMpTKmzBkF6CTbF5Pqm07aqCUwHnWe5NqbTuJb18FgOx0I1cvyT0o0YfqL0b15oOsIMf7wVOJJAH2vGwCT2QwrEIzkFQHg6/+ASMVx920HGUoW5QsGaQ7dhNt34kaLMNfMdVy5R/bn6f/+V+AaRI4/yb0Kdks6HI6SqptO3psEOeURSimMba97oSzznEHTnfffTe9vb089NBDPPzww8Or5QzDwDRNLrnkkuGhvFQqxfTp05k3b94Rz7l3714efPBBNmzYwM6dO6mvr+exxx475JhbbrmF1atX55R9/PHHaWhoGL4fiUS4//77efbZZ8lkMpx77rl88YtfpLj42Ff8CIIwMWzfN8iqoZVtxflOpg/tFberdZBoIts/sWZbF9eeX4/HfujXmmbAxl29AMSS2vDxh9vTHiKZzvaVbNzVy40XT0LPmHT2x2huz67G2tsZoaMvahk4KX27ARNME6m3GcgOC/UNJrh5egqPHmJrJo9UMoPDdegPs5mOo+59AwMwk1GkgVaozQ4pmgelLxhtVXIyEkEaWrkn9ewmGYngKgS7XSLRsiF7nkwKubcZ6nKDGq2vDSOZnbuZaNmEa1GEjN0FiWxQAaANdqKHeqzirkPmBEmjbFkipeLDwRWAsyH7e+BwQP/21cNDdao3CDW55bWBdoxUPNvevZtwnZNEkxxI0T7S7TuHjunAGOy0XvnXtQfM7DyfdHcLypTs43rPnuzwH5DYtQ7XkveTzhtrEk3hbHLcgZPD4eB73/seW7du5ZVXXqGtrQ2AiooKli9fzvTp0w859s477zzqOXfu3MlLL73E7NmzhwMwK/PmzeOee+455LEDPV4H3HXXXezatYsvf/nLw3W97bbbeOSRR1BVkfdTEE4nM+rzeXbNfmQJmg6aT1VS4KIo6KRnIMGCqcXkqbmTtm2KxLuX1vDbZ3ZQWuCivtx6qK2y2EPAayca11jYVIIxNN5UVeTl0iXV9IdSBL0OqiwmoAPoJU2oO19FkmWM0qnDjy8pGERZ/ysAasubcDvn55S1O12YjUuJr38a2VdEsHAkD9GUCg/yObXohsmkCutru3w+QhWzkds2YFTMxuvLtjGdNlGmnkfm9d8iuwLopdOwCmvUohoUbwF6pA/31CUYznzQQfIU42yYS2L3W9hL61EKKqyH6krqcE1dAqaJvazBcqgNfyneeZegh/tQfIWY3uwfsYkEeGaeR7pjF5LdiW2U8mpJPYo3Hz3Sj2vqUtKqHwwwAlUjdSxrQCpqsCgN9sqpxN9eiWkaOCqmDrdDKZ2Cml+G1t+Be/oK0vaAZXlBOOAdRxBNTU00NeVOFjweF154Ie96V7b79N5772Xz5s2Wx/l8PubMmTPqed566y1effVVHnzwQZYvXw5AXV0dl19+OU8//TSXX375CamvIAinRlN1kP/4+FJkSSJwUJ6mmbX5pM9vIBxL01jpR7Xo7TBNuGheBfOmFFFc6EHSdcsVRi6HyqKmMqLxND6XbXgWeEKX2bizj46+GKX5Li6cX4lV+LJFq6Dx8i+BpLB7QObAlHUjHhoOVqRQGxhwePRiahn+1DcFW0UNPXGFd8cdw3Oc0tEQj7+ezV9UfnE1kNtrbrPbyCuvQ5+0EHu8F5uqkmFoO5PBEP7JCzDSSfrDKXLXE4KsJXDWz0XJc6OlE+i6BtggEyevfi7O+nmYioIeHQSLufh6tB8zkwJJQg/1WlwBTEkhsfsttFAPaqAE25Tsd7OiQKa/g/jOtSAr2MusAx8jL0hg2fWYpkEmk8IwTEBCs/vJW34rzhkXYvpKyDhHGVWoX0bwfRXZzOG+kS6tjL8G7xWfR4r3oftrMGTxh7VwZBPqE3KikmO+/PLL+Hw+li1bNvxYfX0906ZN4+WXXxaBkyCcZqKJDLs7wshITK0O4B6aBK4qEosbjz78LksSJUEnQV8eAwPW6UT2d0d5+o29AHT1x7lwfiXoJr3hJB192TKd/XF6Q0mK/bmTrKMJg3/+5S5kWeL975oy/HhnXg01U89H7m0mOfUyDE3Fc1jgpOkGr+1KEh7KUzWnzjscOHX0j2xa29absKy7Ge4hveYvAOiAWVwJ/loURSKvawPxvuyIgLPIekVhZrCb6IZns6+Vy4dn7iXEVSeSqTPw3P9yoPst/7KPWpbXBjqH95GTVIdlr5YZ7kYLZedqaYNdEOkGXxWqCrH2HdmDDD37nJVwFwOv/BYjHsY1dSmOSSvQhn7CNEcQSnKzhee002edWV5zFoDzyKszBeGAYw6cpk6diizLrF+/HrvdztSpU4czhI9GkiS2bt36jit5uNWrVzNnzhx0XWf27Nl8+tOfZuHCkUyzzc3N1NXV5dSvvr6e5ubmE14fQRCOzMRkR2uYwUiK6bVBPAclkewcSLCnPUxNmddytRvA5pZ+trYMIEvZIOPg7OSr3u6mqz/O7EkFlnmcAAa729na3E1hwMWUqZOwyv2b7xvJIeV12ZFMMIHqYg8fvWYGrd1RKoo81JVaL1WvLnRw3fkNqIpMeXDkXIam8//W1eP3NOJZo/DPU3OnIEiqk0++q4Dovu3I3nxq60f6hRZW6NQtzoChk19hvQ1tKK8Sd9NyYltfw920jFBeBW5A0yQ8sy4i9PJvUAMluItKsMrmI5fW41/+PozoAEpRHZmh5JKaq5CCyz5KursFe2Elptuqvwqc9fNQXD5Mw0Atn2w5nEfxFIIX3Iw20IEaLMMozPYsZTISnlkXMPDK71GDpdiK6y2H6vRMGmf1dEw9g5lJYpoGB5bW2dvXke7cjb2omnSVxcR0QEkNom9/FQwDZfKybLB14Lm+XeiDnShlU9Fd1vOb5FQYo20zijuAXjKV8djTTpgYjjlw+sQnPpFNVDY0P+jA/VNt4cKFXH311dTW1tLd3c2DDz7Ihz70IX75y18yd+5cAMLhMF5v7heo3+8fdfhvLNQx7KU1UR1IBHaiEoKdTkTbT33bt7QM8J+/WgfAefMq+MgV0zBNGIyl+dZv3qQ/ksLnsvPV2xZbJsHc1x3l1aEcST6PY/jf4Mqt3fzsr5sxTNi+d4C7/2EONuWwiddk+M1LbazdHUGS+rlXkpg2PbfnxTRMls0qJ6MblOY7sdkkdF2irSPB/z2zg3AsjddlI98/i+nVub0bb7dGeey1FgDee149syZlg7u+hEwipZFIaRQG8tANnTz7oRnStXSUqpZHSe3fBkh4Sz6MWpxdPVeRbsG788/ZtudfgaLmLrIJ6j2EuvfibJhLqnsvwcm9GGoFsgyJ9h04a2agx0KY8ZDl91c6GiX26iOAiaNqOu7J81CRUVIDDLzye/RIH5I9j/xLb7Mu39VMeM3fs3WUQK3K3dZF6dlP/6q/YCSiyC4fwWA5kjsfRTGJte8arqMRG7D+jpVNBt5eBZjk1UxHsinZOvbvYuClX6NH+rN1fHceRsXIa3Tgs57e9Azh1X/L1jEdR12UXSEo9e2h/8/3g6Fjr2jEc+XdmMqh748kQfLVPxDf+kr29b7mbiifmVvHCUZ8152cth9z4PTJT37yiPdPlU996lOH3D///PO58sor+dGPfsQDDzwwSqkTR5YlgsFj30trovP5zt6cJaLtp054W/fw7ea2EF6fC0WW6I9l6I9kh6LC8TQZE8t/X6n0SE9LOqMPH9M7mOBAuqX23hgGck75UP8AzT3ZPgzThL7BuOU1OvvivLYxG5xVFnv44OXTsNtthLd1Dw+hReIZQtGMZflQdGQR/GAkPXKMYuO95zWgm9mdBxKGTNlh5Qfa+on3tw/dMzEiPcPluyIDxGuWY8oKrliIQotrDzZH0Hr3o/Vm50KZqQjBoJtUKkW4r5VMbysA9spGy/LdiQEYWt6v9bchpZIESkuIdsTRI33Zc6aTGNFBy7Z3xUPDt7VR6hhqDmMkogAY8TBSMkQw6CadjhLqayMzNJzoqGykyKJ8b7h3uI6ZvnYKzCSO/ADRjhh6pP+oddTjgyO3D6pjtCs6PBSZ6WzG4wTVfWh509CJdI2MVijJEL7T6HdAfNedWBNqjtPxcLlcnHfeeYds5eLz+ejs7Mw5NhQK4ff7cx4fC8MwCYfj7+gcE4GiyPh8TsLhBLp+dqXiF20/9W2fWhVg8fRS9naE+YeLGwmHsv+G/E6V6y5o4MU321g+u5wCj81yDlJtmY+aMi+KLFNV7B0+Zs7kAroHYySTBtPq8nEoUk75jGHjhvMq+cOrbdSVuKmpLLK8xvzGAmw2hXA8w9SaALFYmlgszeRqH5ctqWHNti7mTy1hWkXAsvz0+nz2dkZQFImmuuDwMVXFbh782zY6+hO877xaAk57bnlXPpnlt5Nu25Fd3VZeNXzMzuIL+d6qPei6wZ1XNeCwuLbkLiB4wS1kevdjK6wCdyEDAzEkCbxzLyW8+m+owVKUiumWdZd9xfgWXo4WHsBR1gC27Gssu4oJnn8TqY5d2AurUIsmWZa3F9eSKdmfTYBZZn0MgTK8cy8mvmsdrskLMTxl2Toi4Vt8Fam2HShOH2qpdXlb9XScPfvI9LXjnX8pcclLfCCG7CvHt/gqYltfx1k3C6Wg6pDyBz7zzto5ZHr2YxoGeXVzho8xg3XsnfdJ2nrjzJ1cQCRth3Tu9b3L3k9yxyoUTxCjZNqoc+UmEvFdN9J2n885/luuALS3t/OTn/yEN954g/7+fn70ox+xcOHC4dvXXnvtCVtxNxb19fWsXLkS0zQPGU7cs2cPU6ZMOULJY3Mm7fmj68YZ1Z6xEG0/dW335ql87D1NGKaJhDR87cFYmhfWtVJR5OGlN1tZPrOMAouhusFIikzGIGXqxBKZ4fKtPXH6BlPs64pQVOAknsxgVw8dqtMxeW59L+48GztaI2yvL6KsIrft21uj/OnFbC6knoEEi6cWk8kYdPQkeGtHN401QTbs7GbOpEK87tyvzr0dIZrqC8A02dcRZv7k7HygltY+Ovqzk7qfWtPGuxaUYbcd+lewoSWR1/+FvK7sJOnBcz+BraAWgDV7ksM9bmv3xJk1NbfuqpZm8NU/YGaSSLY8/Jffia4ZOJ0S4V1rkex5ZHr34+jbh1aaO8SkpiIMrHkcAC3UhX/yYtKGDWc6xMAbf8VIRInvWkfhZSVogdwkS4qWRnL6kGUFM51At/hs2VMx4ns24qiYQrz5LYK1c0hpBjabTGzrayRbNgEQWH49enHuFiRKzz4ykT7sZfXEdqzFO3k5afJwpKLEtryG4vYR27UWR+1sy892OtKPZHchKyrpUE82wRfQsq+P7z4XwjTh9dZBvlSdQLEd+hmUJIn01ldI7loLgL9kMobj6JPRJwrxXXdi237c4deuXbt473vfyxNPPEFlZSXRaBRNy04JzM/PZ926dfzqV786YRUdTTwe58UXX2TmzJEvgxUrVhAKhVi5cuXwY3v27GHr1q2sWLHipNdJEIRcpgkSh86LTGk6sycXk84YzG0sJp22nvx87qwyzplZxoo5FSxpGpkY3j0QZ3NzH+FYmhfXtpLScydeG5pEfyRFS0eYwWhq1ASYkfjBQ21JdCl7rrSu43HZyWQMvC4HKc06s7XDbuPJlS08uWoveXkjgVXAJeMemgw/rTYfxWJ6toGBHBtZxq8nR3ozCgN5HEiWXhy0HnYwtBRmJgmQnTitZW8bhokRC5Hp2YceHcBIWfeSGMnoyLVjIdBTQ+fNYCSHeth1bTgB5eG0gU5kyUTCIDOQ29sPYKaS6INdxN9ehT7YjZnJBpOSZGSveeD6o9UxFUPrbSW+/Q2MSB+qmX2/TNNEjw2S7mrBjEfQDesfSTMVI7V/K8mWjYe0NxZPc95kBx+YBR6HhK7nfgYlTPTwyPsz2uswHiQtgdy7Czk5MN5VOWscd4/TN7/5TbxeL7///e8BOOeccw55/rzzzuOJJ54Y0zkTiQQvvfQSAG1tbUSjUZ58Mrsp5KJFi2hubuZnP/sZF198MRUVFXR3d/PQQw/R09PD97///eHzzJ07l+XLl/OFL3yBe+65B4fDwXe/+10aGxu55JJLjrfJgjAhSXoKmldhRPtQGxaj+yrGu0rHzoQX1mXn5WzfN8CF8yotD1MyMeR0BBlQNB+QnbxbV+7l3DnlJFM6ZUVu3PbchfCKbHDdBZPY3NxHwOugsdp6uH56XZBIPE3vYJJzZ5djZrKBU6nbxvLZFbS0h5hWl09Zfm6PGEAoNhJ4ReIjwVlTRR5fWZFCivZAZSmKLXdujGRKZBbfim3Hs+j+KuxV04afm1Vqwvl1aLrJ7DLLS6O4AvjPuZZky2byamcg5wUwgEwGvPMuJrr1dVRvPrbaWdbJJSun45k5SGawC3fj0qHtVsD0FRFc8QHiu9aRVzkVs3KaRWlw1M0i1bIJzOzE7ZTFMXrhFAIrbiTd3YKjpBZtaFVdOg2+Be8muf9tFJcXW80syy1T7NVz8BkGenwQR+U04tJQkk9/LcELbiLVvgt7URXmKBvm2qpm4klGs0k6D3odplfmUbP+Eczefs6bugKHYxGHh9+GCZ7F7yW+8WlUfwlKedPwfnyJlMbrW7tIpXWWNJVYLm44WSQjQ+b1X5J4+3WUQCneKz8/6qpA4cQ57sBpzZo1fOITnyA/P5+BgdxIt7y8nK6uUfJxjKKvr49Pf/rThzx24P4vfvELSkv/P3v/HSfJed33wt9KnXNPzmFnZ3c2511sQM4ASZEEwSCKkixKsk2Z0pVk6b2iJftem3zl92ORV7J9ZZGyZFK0KCYxgyRAIsddYHOOs5Nz51Dpef+onp7Z7RqCAAEisH//THV3PfWcqu6p59Q5v/M7LRiGwac//WlSqRR+v58tW7bwH/7Df2Djxo3XjPvMZz7Dpz71Kf70T/8U0zTZt28fn/jEJ+qq4XW8/TB2jMyjfweAd/Ii3nv+ACF+/hWvrwbZoonfq1Ism3g1hUxBpz1ZK0nw+JExnj2fxxYCpFHu2Oc4P1PzJZ484pCq22aD3Latk5D3+lSdxPeeucLVKadtSsivMdBa6zxdGM1w8NQU0aCHxw6PcfPWVvJ5k+m8yRe/fxrTEqjHxvmdBzbR5OJ7NSeDJKM+VEUmEV2KDOkTFxlfKDNbbmDw6nHkri5s5VpJA4HEZ57QSeV2UyiZfNhfZH9l/WtdOEqLPolAoCw0QndtqkzWM8y/8B3UaCPpF75Dw71dmIDfr7Bw8imM2ZEqf4rEmprx1tQFcmefRw3GyR5+mETPVnRAKaRZeOE7eBq7yBx7jES8BbpqdbOM6eFKFEagz1yFth01+2jz5ylMXwbLpDx5CX+0Eb1lK6oKueOPUR51WrtEFA3itZQKY/wUuROPowRj6FPDxLs2UiSEb/40s09+GWGUKZx9nkQoge0iSaBfeoHcEUerKizJkHSug5SeQuQccrlx7mlCex7A1K6typYkKBx9GGNmGH30HOG2tdDlnOPBs9N88QeO7bmiwftuchfwfD2gGDkyZ54BwEpNItITUHecXne8ai9CCIHP595pG2B+fh7PdSW3L4eOjg7Onj37E/f527/925/qWOFwmE9+8pN88pOffEU21FHHWw5iKTUhLNf2pm9aCCHYtqaJsm7h8yqImmd9B6FwGK+nhCxL+AJLERvdWEqrGKZ7myZbCIxlxNgVMjnYtqBQMimUTCc1ZzrHtqFauWfbghU6QTE1l6ch6sO0BTMLS0KVo1YDnz6oIwRs6Orh91yUw2VsTMuuVu955CUjJbNE7rSzOIY2346rS2wKsEzM9CxYJlRs13XLSbFVqtlWOnlhmaCXMM0Z1GgDkuSkI20Bgf4tFEfP4u9cAys0vxWmTuHs8wCEt9zufoFkmeLlYwhDR/Z4CaxxshSKIiGWp8eEe7pW1rx4GrswU9MEVm1BWvytCBux2B9H2CDcU6nYNlRUwYVtVa+j3NCF2tCJOTtCcOs9mKpbtZxAWMay67hk43LOtemSKn49YXnCBDffQf7ID9Fa+iDuHrGt47XFq3achoaGePzxx/nQhz5U85lpmnz3u99l06ZNP5NxddRRx8tDat9IeP8HsbNzaKtvwHqLRJsABtoijM/muTCapqc1ylCnO+F2Mq1zZSIDwNplqbbu1iD37+9lPl1mqDeBT6td2H2KzDsP9HHiopOqG+qNuc7R0xrmnht6yBR01vc2YFRSda0NHj505xouj6XpaYvQ2uD+wLhxVRLLFiiyxIa+pfPIGXLV2RqZNzHRam+8isqaniTtjWG8XgWPvLQwm/bSYmxaJtr1Y4FyUycXdv4Rx0YKbOwMEG5y5rcsCGy4BTXWhOwLI7cN4uaWaO1riGy7CzM7h69nE2WhOeKSwgZJxpNoRfb4sZUVloxljoSwDFfnzkIhuHonVj6FEoxhVzpFmKYgNHQDpVgTij+MGm9zTSfakkRp2NHhy599AXnre0GCUnId8Rs/SHn8PJ7GTozO2l6AAN6u9Qi9BMLGuywdaPkbCN7/b5FKOexgI0Kqpf4KIRHY+0G0888gh5JIHZurLv6OwUZKukmxbLFvY4v79XmdICQVZfsDxNbehPBFsDV3cdY6Xlu8asfpN3/zN/nt3/5t/uzP/ox7770XcFJtzzzzDH/913/NpUuX+NM//dPXzNA66qjDHbbqh7V3IIProvhmx40bW7lx4wrknQrUZZVyyrJ0+9hMgW8/eRmAc1fn2bwqWSOAaSE4eWmep46OEwt5aYr76WqoXWBGpnN875krAEzO5tm5rgFsmJkt8szxcS6Opp1+dTGVxnBtOvHY+VmeOOxoEWkyrO9xWni0BC1uXRvg3By8e72KKeyaG69qlUktpHnpYgZJgpu6lxbgy+oqmtvWIdkmw74hVrlcn9nJLP/1+2MIAU+cXODP4woNXU0oCpSnLyG0IDYgzw1D07qa8froWTIvOnxSfWqYhq51mICETe7kU2BXCn/aB1xmB9kfxtu+GmwLNZR0/R3Klk7u+OOAAEmmocd5sFYUQfbU0+gTTkVjZM+7oLN2vGTbVLw51FgzsmRjAVphkvnHvgi2ReHMs8Qb+jAba9OR5ctHyJ90BCwlWUVq3Vz9zNbCcF167npYsW7kHU6adHncLuTXuHuneyuXnweErGGF296w+X8R8aodpxtvvJFPfepTfPKTn6wSxP/wD/8QIQShUIg///M/v6YNSh111FGHGyYXikzOF2iJ+2lZoeWKV1PYv9lZHLRlqtLaMl0Wr0dFdol16KZNrqhz645OLEuQzbtRlwEJ/F6VgE/Foyl4FAXdtBDCZngiQ1Pcz/BkZsVUnaYuze1Ztj1NA5taUuxoKJDV2lFcIhqyqvDhoRx7OoKEVZMB33zV+bia0/jr4RtQFIkDYZ+r46SqEvGoh11rW3j+9GRVeVvTFHLpOayZK9jlIr7d73W96SueJUKz5A1gVwquhawiqRpCN0GSwaWJMoBdLmKXiyArmMWMezpRUUHzoAYiWMUcovLdybKGpC7ROiRJdk3YCgHBNbsRlgGqd7FME8wykuZ1GhTn02Cu8P0ui5ZJr5LrKssSQqycrq3jFwM/E1P6Xe96F3fccQdPP/00w8PD2LZNV1cX+/btIxSqhwzrqKOOn4xM0eDHL41yYTRNb1uE+2/oIRas5UZ2NoW4MJpGlmHbmubq+zv6gnhuTjKTLrGhP4lXq3VKgh6FnpYIR87PkIj42DTg3sy1pzXM1sFGphaK7N/cXpVGCPgD3Laji9NX5rllexehgLtzt6YngWmDLMmsWtaSpcFvMKO3Mm9KtIUAufb8JCGI5kdZP30BJZzAalhKN+3tUZFMD6YNN6xyV5AJB4J8+uY85vxTvP/mVvSgU3Fmmja+RAulQgpPYxeq5L7iy5EGIjvuxcwt4O909LYADC1CbN97nYq1hg5oco+saM29mPPjVQFMN6ad3tRPdNtdFC4dITK0Fz3hEMANwyS4bj9arBnZH0ZNdLiO15q6EfkFzPwC/s41GLIPBFjBZiLb7qJ44SXC/VsRiVryPIBn8ABhWQZboK3e45oO/ElQZs5SeOFraMlO1K3vxPZEXuER6ni74FU7Tg8++CA7duxg+/bt7Nq1i9tvX4EQWEcdddSxAqYXijxy0JEjuDKRYftgk6vjdHEszfGLjo5OX2uEjT2OY1K+cox1Rz8HgDwdQXT/OZJ6rdZRUbd48ugYs6kSl8cz9LRG2NRb6zyduZLi6WMTgEOq3rOhEVt3ZAa+/9wwAMOTWQa7YnQ31z4YFmcnuUU6ipBkhmc2Q2UOPZvmqdNlfF6NaW+Jvu4kXF9VZ5jkL7yInVuAqSt4m1azeBX882e4SZpGKDbqfAuiszbV5s+NkDn+GMb8BFqilUgoiR5tQJYFxaunMKavABBucMmBAebcaLXXXHn0DMmKHIJWmGH2x/8ACApA3BuA/lq5C330NMVLRwBQwnHkjl01+3hGTzD33DcBSE8Pk0y0orfvQtMgdeghjEq7mPD2e6Gtth+fMXaGzKHvVWw8R6JnMyXCyOUMC8/8MyDQp68Q7d0J3ljNeJHohm3O+b9Sp0mWIP/UFzFmrqKPnSPc2AP9+1/hUep4u+BVO07hcJgvfelLfO5zn0OWZfr7+9m+fTs7duxg27ZtNDc3v/xB6qijjl8I2EJw7NI8C5kSmwYaSISc1FAy6iPkU8mVHFmCxpg78TqyzJmKhJa21WC0mtaxwi1Ici11WlNlWuNeZlOOKGRbxJ08v3yOZNSHIiRsBD6vym07Owl6NQplA7/X/ba5zjyJdPFhZ3uTD3Ccj5QdYmo+xfTCPAe2tGPYKtcr/diKCpFmyDnSLroWqzpOdrlI/uxzAIQ23OieBkNgzDtOn/PXuSqSJKFGklXHCZ97lGR5qkwJJZy0HCBpXuRA2Oktp2go/jBuNWuS4sHT1A2yjKy66xjJvhCSx4fQS0jeAJJnsXrNsVH2+rHyaRR/yJ0jtUzNW40kWSxNFKoPORjFzqeQVA+Sxz0iCCALh7huSdf+TiQsZNvEkt1tF0io8RaMmavOcfwRFxnTOn5R8Kodp8997nMIITh9+jSHDh3i0KFDPPzww/zjP/4jkiTR3t7Ojh07+NSnPvVa2ltHHXW8BXHyygJ/+ZWjAJwdTfEv37EeIQTxoIc//OVtXBhN0d8WpSHi7jjt39BKNOhBkiQ29iWWPmgeZHrLb0Axhda+lojsckuzdd7fcJKN4TaSXoM2/TJu7OM1DTZ37u4imzfY1B9jUSA8GlDJFQyePTbB+v4GIkG3ujYIKiaLetJBdcm9SOsS0xV5gpfOTPOBW2tZSqYaIDq0h3I4ghJKoCSjVefBVpccAVv1X69k4IxX/PhXbad44RD+ge0YihN103UJefBGArE2JH8Yq2nAdbwSayC06RbsQgZP+2oMuRIRU7xEd70DY24MNd6CUNy/Hy3RSvHKUbAstIYO96o41Uds7wMYc6NoDZ3YFQerXAZfz0bSz30DNdaCEmtyd5yijYS33omVX8DbsRarciaW5iOy9S70qUtoyXbwu5O8pbnL5B/5G7AsQrd9FCvh6C3Jeg792S9SHj5OaO+DCJdIkhACz64HUVvXIIfi2K3uIpt1/GLgZ+I4SZLE0NAQQ0ND/Mqv/Aq6rvPtb3+bz372s1y5coWxsbG641RHHXVc0+ZkucYRQGdDkM6Gn9xpPlPQmcuWUSSJXMnAW5EduDiZ5eB0klQuRLslaOmx8VzXyNO0VbyhKF3WHCG7iO7f6TrHi5dLeDUNX0LjxXPz3LCpDaMM4/MFnjvhtBF5/uQk29c00RavjWpY3giBwZ2ARFkJVm+uQa9MwKdSKJlsXt2Iael4r0sn+o050scfQ4skMefGkRQNGpyI1UtWP039dyNjc9pei5v1tm3i6xjE09yNrPkwK1VwmmaTf+6fMOacar/w9nsg0VMz3pwawZgeRgnGyB19lET/FkylEYppFh5dap0Vv+WXobnWadCnhzErEa/yxAXkvptq9hHZaRYe/UL1dfLu34L4AJosyBx5BLuQQS9k0Ft6obVWUsCYuEj2JaeZe3nsHMmeLRiKFy11lfknv1TdLxZrhc7aq6RfOoRZuQ7GxYPIFcdJTJ+jeNZpz5V57H8R796CqdamYm1/EgZvqUea6vjZHKd8Ps/hw4c5dOgQL774IseOHUPXdfr6+njwwQfZvn37a2VnHXXUAah6BiHLWC439jcOgkzBxOOR8anuVVcb+pJ88I5B8kWDTasarhGqXCgVWUhbJEIqsaB7ROPI+Vl03cIWgpfOz3H7Vodnky+Y3L2nk5IumJ5ZcE1jqYrME8Z6JoolimWDG3ubcJMJbG6OYluCoF8lHJCrNeeJkJeBziixsI9UpkQi4p7Ouar20r1pGyBzdXSBxYJ4jyL497+6hbJuoXoEHhctJEsLI2+8CzPciqxIqJmr1aiNJak0b78F27a4eMa9H5lXtqFlDZqRw9ZCKIVZylR0nG7/DTymgax50WeuuKba1EgS7aZfp1QWSKqFpThRG9vjJ3Lbr+OLJDHLRWRFdh0v+4PLtmOuNkrBOMl3/T6KrGBaJrLqRO5sCTytq1ATLdiFLGq0yd3GWBOJez+G4vWRGz5NWXGcV8kbIrD1TgJtqyhNj6AEYq4RKyXaTHj7PUiyDIFENcUrhxuQFA1hGXjbB7FXSNcBqOUUturFVq51fBUzj2SbmB73dj51vL3wqh2nd7/73Zw9exZJkhgcHGTHjh185CMfYdu2bcTjb52u0XXU8VaBMnGc1Pf+EskbJHLvx7HivW+0SQA8fXKK//mdU3S3hPnX795I0qVX13SqyI8OXWVmoUgo4KGnQq6eSuX5+hOXOXhqmi2rG/mlG/vpcGm54vGqPH3CiWjcsn2psisc8PA/vnGK0ekc79jfh6bUuk62gHzZ5tCZKVoSQfSyOzVYU2S+/Nh55lJFHrhtNYsi0LYkSET8PH9ykh1DzdjCPebQ609T/Oe/QpIV+vd/pPp+NKDyl187xdhsnl860Ms9u2O1NtoCPTWHePivseMdFPd8mEU2UnPEw7/9+9MYluB373HX6zHVOOWDX6d48TD+/i14N72j8omMNHaamae+ihJOENv7gOv4GbWF/+crwwzPlPjVm1q4ZadT6i8kFWvsNNOPPIu3cy3hnfe5jlfjrQTX3oAQNp5Eq2tVnK15KB38LsVLR/D3b8W/zdH/M03QEi2knvoqaqQBaaVUmydI+pmvYS5MEt11P6ptossehC2QChlmv/Pf8HYO4euoJc+DI7mQOf4Y2DaxW3+16pxJskJw403YuQW01lVVYc7rIV9+hoVHPocabyF417/BDjlaW8rCFTLf+wyilCd6z8ewWuvCz293uP9CfgqcOnUKIQS33HILH/zgB/nABz7AbbfdVnea6qjjdUL53DNO24dCCnPkxBttDgCWLfj6YxcRAq5MZDk/mnbd78TlOabmi9gCfnxopHrnGZ0pcvDUNACHz80wMp1zHV8oGaiKjEdVKJSWHJ/LkxlGK2N+dGiEuXztkm2YOi+enkYImJjLk8656/xcGk8zs+DY+OThMbQKlWkurfP8SSdVd/DUFLOpFdrajJ1EGGXscgFp4lT17QtjWUZn8ggBDx8cJV8s1gy19CLSiYcAgbwwgjF1ufrZmfEiG1Y1smV1E6fH3eeWcuMULx4GoHjxMFLO6d+nqoL8yadA2FiZWcqTF13HnxkvcmW6hBDwtRfmHU0mQCqlyZ920ljlkdNYc+Ou48ujp8mffobCmecoXnX/bUoLE9XKu+LFl5AyzvceCEjkTjwJwsZMT2OsYKMxfRlzwSG+5048jkK+eu75M4s2nsJaGHG38epxRLmAMEqUrx6vvm+PnyJ3+GEK5w+RfuqreEq1UT1ZEuQPfsuxcX4ce2KpNZg5chw7n0JYBuWzz7jOXcfbC6/acfra177GH/3RHwHwF3/xF9x1113s27ePj3/843zhC1/g9OnTrn2j6qijjlcHrW2x8amE0vDGKRUvhyJLbF/rVNB6NYW2FbhK3c0R1Ar3aE1PvHrjSUQ8dDQ50afWZICGqHuaZFFK4OJYmoXskuPT1hjE53HSg2t74gRVd3HJoYp8gVdTaIm799BsbwhVbRzsjmNWbl/xoFY9r9ZkgMQKNhJfKtOXYkvbnU0hvBUbh3rihF1sxOvDanciFZLmRUsuKan7w2GePT7Bcycm8AfdK8bkQAI17oxRYy3IAYdAL4TAu6j2LatoSfeIVTy+ZOO2vhCW10mZSr4gWlMPAEo4gRx1byC7ODeAFndvOyKH4qixlqX9gzEAdF04quMAioqacFeR1xJt1eo/b/sguhStnHsMral7ycZYo7uNsaXmxFpsqepbTnYR2nw70Z33Edp4K6anNuIlkPCtvYHAwHZ8vZtQEkvfr9LQVa1C1NprFcvrePvhVafq1q1bx7p16/jIR5yQ9OXLl6tcp7/7u7/jk5/8JKFQiIMHD75mxtZRxy80Vu0nGmtFUr1vmjQdwLv397JloIFYyEtL3O+6z6a+BH/wwS3MZ8ts7E1Ue822JoKs70vQmgwSj3hpX8Hxii6TIIguq2qTEHzk3iEWsmWaYj5slya0iixxYGMjg+1BEhEvmbJ7Qb+qwp4NLZQNm7YGh9xtASG5zG/uFFzNxOgO62hSEagt6z/u30bztgC2JHPBs4YtlfebPQX+zS+tZSZTYrA1gOXx1FS2qZbFfM8tBBvXQCBOriCqM6TT2ep+8yn3iJwkDCL7H8SaH0NNtCMJJyonhISnbZBotBnFFwCPu9NnorJ7qIWCbpJMBFGFjikFkCSF8La7sbIzqJEGaroTL0ILENn9TkfNO7CCMKRtEd56B3Y5j+wNIFUI7EI4TlFgYDuS5r1GGuGa4aZB4o5/gZmdR23sQMhgCTACzUS234OZmUWNJLED7lI4si9KYHA3IJD8y2xUPJQuH8FMzxAc2oct1/4+hABZ85E7fwg5EMW3XOncGySwZhdYFnIg+rq1PZKFiWyXMZUArCBKUcfPBz8TOXwRpVKJyclJJicnGR8fZ35+HiEEhULh5QfXUUcdPxWEpCJcenC90fBqCms6Yy+73+r2WuLsXKbM95+7Wn19w7oWuppqie+WJdi9vhVJclqoLGJyrsjXHr0AQNCn8h9/aw/XB9J1Q+Kvv3WOVCVF98At7v3WRqbyPHlkvLKd5e4bugALpThP/Lm/ZpGEULr13wK1i/OhcymeOSYAixu3pNgy4OxTyuf47pEUF0YzfPBAK7GoH8V7rYOYszQ+891xMnkdmOJXbuth0TXe0gqPB1UMS7Cjwz1JYJk6pTPPULxyDH/PRnxrbgBAVWUKs1fJHnsMNdpAcO0NruNz6QyPH5kB4GzQw/3boyCDKGaYf+j/re4Xv+mD0Lyxdv6ZK+SOPwZAcGgfcv/NtZPoJRYe/99gmUiKRuKu3wTAK8nMHX+skoYD2ReGrlo7bb2EPnYWYRno4+cI3NwPsgc5M0HhzLNIiooxfQVPnwTB2qiXkZqkUNHDkvxR5P7KcacvYKadc8+feZbk9nei+66NWsmSIH/sR87+hTTW9CWIOlFfc+w0hUo6UyChtteKd/6skMtpyk/+PeXhE4Rv/BBi1Y3Unac3Dq/acXr00Uc5ePAgL774IidPnsQ0TbxeLxs3buRXf/VX2b59O1u2bHn5A9VRRx2/EDgzmmY+U2JjX4KQz4kaJcNe1vclOHFpnrXdcRqi7lV1XS1BYhEvEg7ZehGtDUH2bmxFN2zaGoOuLVeiAZl37O9hPqs76cRG96hWV1O4KhuwbU0TdsVBK3uiKDt+mRndQ6O3TNlFlRpgTWeYHllGSDKhjqWIxul8nFNXzgPwteem2bmlr2Zs0CP4pT3tJM0JSmoIf2TpHLu0eT59vxcbG5U514iGLSS0xk48zT1g29iVNKNp2pRnR/H3OBICwnQnxvc2efnj20OErDSzvgYURcIChDdEcP1NiFIWSfOhRJpdK960ph6nj50QaC297lEXb4jYgQ9g5xeQQ/GqUKUhWQSH9joinYqGp6nHlVwuN3TjiySx8gvI0WZMNQA2SL4o+uwYVmYGyRvAt/FO1/m11kGQv+/Y2DZY3Udu6iOwZg+YOkqk0bUyzhYS/nU3kX36n5B9QZTGpXNUWweqVXmens2vi1yBmLlI6ZLDYcs+/kViPTsw1Z8s4VHH64dX7Tj9y3/5L4lEImzdupWPf/zjbN++nfXr16Np7uJwddRRxy8uDl+c42++cYKyYXHHri7ef7MjAlkuFlnXl6S3LYbfq1AqFQl4azkm8xmdLz18DkmCD94xWH3fsm0On5uhUDK5QW3FreDNMODyeJYnj47j96r8+v1DrjaWTYuh3gSy7LQKrparKxp/fTTIhckifc1Bfu0e93vcJuUCXP17QMLu/k3A4er0x2z+ZFeWkLXAXHQNkmwC1x6jbFvsKj6Gcfpx8Pgxbvqd6meKWSL1o78HBLF973GdW/P5SV84hDE7htbQTmT/ADpOtZ4abSZ/7EeOqnb3Vldia5s8h//45xF6keY1exB8wPmgQoYuj59DjTbhG3CXmDHnxwn0bwFJwpgbR3bpRCwkmfzxxzBmR9Cauonsf9B5X0hYuQUK5w8hqR68ne7fj1RcYP7Hn0foJYJr9iA3O5wwYRaxMk7ESJQLiFLGdbwQlmNjZXsRslGkNHwSu5jBv2or3hWSbdLQ7cTahsAXwvIvteyxGtcQff9/BNPAirpzyH5WyOFGJNWDMHU8XeuxlJUlE+p4/fGqHadvfvObrF69GkmqhwvrqKOOn4xL4xnKhrMgHb8wx/tvXwUmjKdLfPXHF7BsgSxLtCfXkYjWOk4Ts04FlRAwOb9EAZhdKLJ1TRNl3cK0bYqGhd9zLQ8nZ9gcvzgHQLFsMjadZ9uqWpLz5FyBQ6edSq+2hiAP3NYHBhTzeS5MOlVml6ZKFDI5aK4lIMtzVyrRBoE0PwzsAaCreIbS+X8GIBw7g2fDGrhOB8hjGeSuvOS80IsEU5cAx4HQ58ZZdOPKs+OuN227sIAxWxF3nB1DFFMAqKpEZvSMY5Wpk5qdI1Eb8MKcHUPozjmWrp4kbBcx5AjoBcrj55x90tOYmTlw435LEoXzhwAIbb7NZQcQ+flqPzpjehgKGUiCxwPZq6eqNppzo+BC4TPmxhC60zanNHKKpD1DUW4EyyQ4tI/S8Am8baucH4kLzKmLVRuDwSRyRSTTnLmCXXScreKlo4R2p7ACtVw9IalYcfcGwlbw9W0xZkU7ib7nE9jZWaTGfmzpNWHZ1PEq8aqv/uDg4MvvVEcdddQBtDcESUR8LGRLbBlsRLIcVyAW9PLg7avJFQwiQQ/RkPuTdHMyiEeVkWWJxtjSopaM+vnKjx2O06qOGLFA7YOcX4Fbtrbx9Scu05r005J0J7APdMW4pdxJrmQ4VXiVwEMypLBnMMKzZzPsHgjTGHGPOBWSawh4X0AoMsXEwBJ9fBmfSZJlNL+3WrFXfd/jwz+wnfyxR1GjTUjhJcfMaFwNnueRLAvRtALHLRClsOl9XF2w6IorJPxOukkICWvwZnj2i4hgEk+re1GB1tyDGm3GTE8RHNqHpVbSVcEEgdU7KZx7AU/bapR4u2sqSmtfTdQfAttGTba7p9oCcXzdGygNH8ffsxEp4MxRKEB4yx2UR04i+UJ42gZdx3tb+xAbbsIu5fC2rnKcJsAKtaBEG/H3bULyh5FibvKmoHVvIpCdAwSe3k3VlKPa0I3W0IUxe5Xwplsw3qQilla0C6Jd1GvV33jU3dY66ngZzGfL5IoG7ckAivKqFTzetJhOF/nhCyNIksSdOzpX5Bn9LGiI+bhjl3PT96pLzo2JzMPPX2UmVSQR8fGx99YSj8Eh525Y1YBti2ui3POZUnV7NlWkqEPwOt9LViQO6I+xbZuEtzSPpYSAJq5HKlvmsZdGsAVoqsQtW520y6QRwOfz8Cs3tzMypzNR9hNzsTGnRAl1bwZZISOFqzMY/gTG1vch5eexW1ZTNBW064vTTJmLwU1072khL7wsqB0sBoZOFZKYa34LTRYYxZBry5WsFeAzhyNMpXSaYx7+rMeP8y3aBEozGLd8FKmUI1CeduUojZUCRLfcS1AyGTcidNsGyD5kvYAcShC/5Vcwc/NIZfc0mDU3RvqZrwMQ2Xk/tLml9AS2pRNYtQ2zlGdRml1VQR8/50SDJBlvk7vUhpWdJ3fySbAtbEMnuPYAugigFSdJnX0ec34c2R8m0boKXCJAdnqGQkXvSW1bCxXfVOhFJI+XwKptGJk5PLaOxcqNguuoo+441VHHT8DobJ4//4cXyZdM3nPTKu7b07VSJuAti2dOTPLjF0cBiAY93LfHPR3xs2ByrsCXHnZSPm0NQW7a7OjgzKVLzKScFNF8psR0qkiPS1WdBGhV/aOlL6A5qnHT1nbGZvLsHGqulLhfGxEyyjrq2FFC+RQAettGYEPNHPOpQpVUfXks41TeG1DUBSeG8+R0hSuTOdatdqf/JmdexDz3tLOthgFHm+jItMbnHvEBbSSjJv+xWwfl2pL7nGHx3x7LkclrgM27b9Tpq3wNg6XjTOUENhJtAaN63OVI5U2mKsKcUymdVN6sZtT0qycwDjs93jxb7nC13V+YoPzMFygDkUgj1sCfOFV1toUxeZHcS99HjbeiraCxZFY4Rs72rKtogV1YQB89W40mifUHIAmaLMhNX6m8aWMsTLnOYRfzYDthQGPmKoqlgxxAFDKY8+OVfbJYmVm3okes1MTS9sJ4letlFVLo4+cdu2SV4F4317KOOpZQd5zqqOMn4OpUjnzJuZE+cXSMe3Z3ve2KgP3epduAz/v63BLWdsd44NYBUtky6/sSVd9nVVuEB25dxZWJLN0tYQY73DWAQkEPLckgEhD2LzlGXkxub8+gxGaY9gTRtFrukVA0xm/4A45dLdEY9dDX6P4NbupNoFuCdE5ny+pGZCEDFo0Rjf1b2hmZzLJ/UxsNMfd0olB91d/GYsUYgD8Y4tPv9GFlZ9ETzRiSh+uPENQE/+ndDagTJ5DDTUxGl9J7nt6NxMevgm2jtLmn2lrDNvfsaOGRw9PctqWJ1ohAALKsENnzS+iTF5ADUdRkr2saLKJZLGq+K/4gHllgApIk4+tYg9bQgRKMIYT7tVP6dmF5WkDYKB09rvvI0Q6C6w9QOPMcwbU3IMeciJ5hK0R23Evx8jGUYBRP5zpXG6X2tcT2qli5ebTWVeiSc42tRB+x/e9Dn7yE1tCJ3FLrWAJ42gZQIkmwbLwdg9VegHLnJnw9xyiPniOy8z50X8J1/M+KifkC50fT9LSG6Wq89uFAlhwpg7po9FsDdcepjjp+AvraIiQiPuYzJe7Y+fZzmgD2rW/B51GQJIntq91Vl39WnB1J85UfOSX5c+kSm/qS2LZgIZXloWeGyRUNTl6aY6jdTzRQa8PYdIHvPeO0Ibl/3xK7uUHM4n/6vwOCrpY1mKt/n+sZSJom+ObBWU5emgfg1+4dor2dGlyeLfCDiqaUadrs3+jYkS6Y/OC5YfJFg1OX5+hpjYCLgPal0BZaNngQksy4dx2LyaoB+Sri8c8iI1Dbhgh2fQy4TuRRldGOfJ3ymBOVa775o9DiJPsKoxdRD30ZgPLmd+J1cQyELbh7/gvcuqETz/wPENavAGDbNoXTz1C86BDPYwfeDy5aYBKS02vO1JE0H6KihI2ikjv1JFYuhaR6SNz9W7UnDqTHh1Fe+goAGfEuIq21ET30NKXRs/g611AcPYNv1TbA+X6yF16stoyJh5OuWlHSwigLT38VAO/cOMHOzVh40HLjzL/0Q6x8CunKcRKJNgjXpvuMsTOooThICsbYOWit6C2lxjEXZvB1DlG4eITQ2lsxlde21D9XNvkvXzrCfKaE16Pwf//GbhoqzaKV2fPkn/oiSqQB3+73YwXc1dnrePOg7jjVUcdPQEvcz5/92g4KZYvGlVptvMUR9GncuPH1KaNexGx6qT/b9EKBRZpSrqCTiPhY25NgeqFAuuCuM5QtLMUgcsWlbauQZjF8pWTGwTa4PlVX0mFidqkSL1t0i2dAdtnc06lilQtkmIJ80fksXzLRDfdU3fFxg796yVlwb99pVB0nM5dBqdiopseQRRlxHYdG6DpmenrpdX5Zv7TiEq9IKrn3ArRLeeyFCdSFCezKa8f1Edek0axKurL2ABUVb9tGVjUwLce3M8tYOWeMMHXsvPv819q4ghxAqYCVmqKYclJxQs9XP1sUoAQwC+5zLNrh7D+NKukYBBwbK+cljDKi7K6ubpdylMedQgI11lhN1YlyDm/7gEM6b+pCscqvueNUKptVPl5Zt8gVdRoiXiRJovjSdzCmr2BMX3G0ptbe/prOXcdrj7rjVEcdL4OwX7smPVTHK0d3S5jta5qYWihy6/ZOrAqZqLkhQjTk4eDpKYZ6ErQ1uqfqtqxuRFUkJEliQ/8yDZ3mNUiDNyLPXMDc9C40tZbYLiGxc6iZE5fmaIz5iYfdW3p0N/j49zeZyKU06WQbku2oObXGNT501xouj6fpbYvQmXT/LQz1JBifzaMqMmu6lpqdh1o6KA7sQ5m7DBvvBRcNnqLsx7/j3ZSP/QA12U6hdWM1nSd3bkRKj4KpQ5e7KrWaaCJ24P3o08N4mrqwE00IQJIkwptvJ3v4h6iRRrydQ7i1OJabelFNHSu3gKd1FVaFvT7r7yC29z3kTj2Dv2c9Vou76rrWPoiVGkWyTeTOda77iEgbsQMPok9fxdPcjaik6kolm8j2eygNn0AORPB2r3O1UW0bIDCwA2N+nNCmWyhLERBQauonuuddFM4+j69rHVLbWtf5fT0bkT1+EDZa+1KqDp8jfyEpqiOHoLhXXSr5KawrLyIFE9C1HSH/9MtnMuLlX9w/xPefHWbvpjY6KyKsQgjURBvlK0cBp5/f6yGgWcdri7rjVEcddbzuKJctxmZyNMYDHDk3zU2bWrGFYDpjVDWWTl2ZZzKl0xirHX9+JMWjFQJ70K+xqdfhoYykJf78cD+x0Fq8z0n8freoaaemqTKtDQFURSYc9KCq7v3WuvQLeI79bwDi3eN4dq/D0C1SmTJf/dF5yobFoVNTtL93HY3x2vHnRlIsZMpYtuD8WIYtFa2oTDZPseMGyl23Ec+cR7FFDcdJtkz+03MBooH3MXa2wB0RiVsqBOfAzEksVQFvBHXqGPTUprHkQprUM19HmDrFCy8Su6cdM9yFLMsUzh3E07sJa2aE3PQYWlPteHtmmPSzjtaUZ/oKsc71IEFSn2b+8MMovhC5U08TbxnACHXWjA8sXKRgFJAUFd/cOejdVmtjeZ6FZ/65amPyvlYIdhEIaCyceopyRctJ9gYhub7WxtQ0ntZ+fEP7KV98EV9fAV0O4V0YY+70cwQGdlC4cAhP+wC014pN6ePnyb7kkOTDQlQr/6RimvyppwBQo434rTzWdc6TJEHp2S9V1bujd/8OorP2HFeChMTedS3s29CKsK/lMakb7yGc6ED2BhBt7lWldby5UHec6qijjtcdthBMzBWYmCvQ1x6tkmC9msxgV4yzV1P0tUevIaovR6G0lEbLL0u1LWTL5Esm+ZJJIuKjZNo1AphCwIunZzh2cRZZgo/c465MbZQKS8yjYoay5VRwKZKFbjrbummjuBb0g21TrRAU9lLc4KzRyksXFpClPEFPO+8ZkmscJ0mRyOYNLo0tprmWFldZmBQqEQl1w02ucwtDR5jOdRGmUW2tYlkWdilP6eB3AfA2uJPLhbEk6+BUrwmQQbJ17GIOu1Cxyyy6jrfLBcxph4PmSbS4qpMLy77GxsUKOdM0EOWlVOpyW66dI0fm2W8AoEabiNwg0AFhWQQ716APH8PX2oew3JW/F+denF9yed8q5ZFcCNoSTvVd1ZYVbHw5XO80AdieMPTtrUea3kKoO0511FHH647+9ij33NBDtqCzaVVDVdIh4FNY1RmjMREgGvTg87jrZPV1OCR9ASSX6Uw1xX3s29hGOq/T3xHB76ml7xuWxch0FnD8gWzRnUcltw8R4G4oZdHbtiAqu3n8Gu+/fZDTl+dZ0xPHF3DX+Llttcp9wTmEJFPsWOo5EvAqnLk8R75kcduWZiyX225QlPn/3BFCjFyAYBKta2kfT+sqQht1EDaezrW4WS/Fkgzv+WPOjBVY0x4gtoyPJza9AzFyAnxhtB4X0jagdq4lYupY+RTezjUgVZZxzUP85g9RnriIJ9mOHXGXI9Caewiu3YOwbbytq1xtFIqX2P4H0WdH8DR2YsnOd10uSwQGdyP7w8jeIJ6WftdUnadzPRHTwMqn8XasobioVBVoREu0YVsGWqINK5x0GQ3eziHH4bFtPF3rqjZK3duIbF/AmBvD37+Vkre2OMEWENz7y5RP/Agl1oTcudSTTtaz2OefQhhF1IF9WMFajbA63l6oO0511FHH646DZ6b53jNXAJiaK7B1sAEsR3Ty+88OV1uuDHZG6UjW6jjpus13nr6MLEu89+YlpyRBmhvDl0l7oMmXwhDtXM9y0lS4YWMbTx8bpzUZJBp05ziJiXMUXnoIACk1hzS4HSxBpqjw5UfO4dEUjl2c5ePv20xtsgoCo88hnXRSQUEJ6HQqu0oLs+RLThTkuTPzvOdGnesJ7Jas4Hvpf2PMO1pDHr8KDQ4HSB8/R+7YowCEAKljV83cI/MSn3loAtsW/OBYmv/7g/20hEFVVcwTP0Qad9JgGdVH1KXnijV+jkwlKqVPXiLZ7ThYtmGTeuKfEKZOAYn4Hb8BydqqPmN2lPy5g0iSjOwJIPXdWLOPbOvMP/UVEDaFswqN938ME+f7yRx/HCu3gDB1lHB8qeJtGczxM0s2Tl8m0b2RgqShFWeZefqrVRuTd30U3SWVWh49Q+HcQSQkx8YOR0pUTJwmc+ghJI+X8tRlYp1bMLRarp2V7Ee9sd+5Lsvety+9QPbpfwIgWC4g7/rl2snreFvh7SeDXEcddbxlYNmC5e0uTZdUBsDotFMpZVniml51kcIoTWe+wuqRbxI//k94hUuswoTjF2dpjPmZmi9cUz33k6BUHis9ldhEseyk6DTplQkkdkcs2uOOo3Tfeh9epfYcX1a9R1GRlJ9QoHBdz9BXqgdUs7f1ys5RkiTw+JA1f40tK0/qzCrJEv7ejQijhBKMoIZX0lFadlwBSKK6CSB5/Ne8doVlIizDZS9R7YNXRx0vh3rEqY466njdsXddC2XDIpPX2bq6sdoHLhRQeO8tA4zO5OhoDBENujsHfe1RckUDSZLobl2KBoQam3ms57e4mpa4uV+mT6mNJgkJ7trdzVyqRMCnEgu5z1FqXI225b0opQx6+2asytraFCjznlsGGJ/N0dYQpDngLmcw37KLGApCUUm3bGex41k0FuKPbspSLGtE4xrCtmr0wCxbIrDjnZgjJ5CDMXKNa6t8K0/HWoKlAsI28XStd02DdYWKfOzONs5PlRho9tEVKmEApmkir96PGW0DX5hw0j2NpTb1EtlxD2Yuhb9zLVaFYS/5A8QPvJ/SxHk8yXZEg7uqvKd9NYFC1kmDda5xT9V5Ak7l38ww3qYeLM9ibFCgtvQR3fteJFlFibe7ssgkf7iqNSV7g5Qrkg6l5BCxfQ9QvHIcb9sqjI5aYjmAt3s9IECIa1J1omsH0b0pzPQk3p7NrtEmAG38JQqnn0QLJ1E23I3ld66l3LeTsKUvpepcR9fxdkLdcaqjjjped0SDHu7Z1YVh2oR8S45LvghjM3nKZYvR6RytDe78oSsTGV484+gcxUIeGHJKzg5Nevnyi44e0PlpH//XGhO//1rnSZIlzgwv8MThMcIBjQ/c4d6gPDh7Bu2wI7AYmLuIsnYIExjO+PjyI8eq+zW9dwNxF53Qxy8YPH7YqaS7bUeZnh7n/VPzXr7wCGTyBns2ePjI7dr18pdokkX22a867UIArxqEJichqA+fIH/aaeUiqRpy+46auaVynk35I6wtDOPJdyOVNwNOUCcsMlh+GSiiWkVXp8ScOE/m4Pec+cbOk6xICkjFLPOP/oOTXgMSt4exQrVNdMvDJ6t94CTNg9zu0lFPL2DOjWLOjiLLKr6I43hIkiB/6CH0StuVyM77oKGWwC+MEsIoY+bm8YaT+CmRQ8M7c5zZx/8RhE3pyjESwShGb22qsHz1BLmjPwYgJARSparOlj2w7l5kcHX4ABQZss9/E2NmmBIQCcRg/X3OeE8Y1t3tEMhXGF/H2wv1VN2bAJIkIde/iTreQEjST59heTWYSZf44g/P8Y0nL3Ho3JLYoWFZHLswQyzs4eTFWQzTPdHiWSYh4FnWIdeUl0jQQb+G6fIsaFhw/MIsbQ1BbAEzC+6VYULxIvtDqPEWhD9SlS3w+Tzs29RKT0uYvRtbCfrdOVIBn8qOtU1sHkgS9C3ZMZ21sWxBe0OAk5fmsOzaCy1QUBpaSH7oPxLa825U35IDKWlL80nqCiKssoI+M0pw613oM6MgO7arqoKdnad45QTlifPYesF9uHeJVyYHwrCoHK5pyIuRIVlB0tw1jiRtyS5Zc78+jo0jBLfdRXHqcjX1qKoaki+At3s9arwZSXNvMi0JgS3JBDfcSnnsCuZi3E71IC230buCjcuu3XJ7fxoIQPYtiWIupgWrryUJSaq3S/lFQT3i9AZDLs6jv/BlzIVJgvs+iNXg3mepjjpeL4zPF/jHR84hSRIfuG2A1vhr3xl+fD5PUbe4MpmluzXm0FUEtCR9HNjSwaHTU+zZ2EZr0n3RXdMTRzctJElisDtWfb+tMcQ79vcxmy6yrvdah2URmgL33NDD44fHGOyO09sWrdkHwE72oLUPYaUn0FbfgGE6FOCYHxIRPxfHMiQiPqJ+9wVyoCuOLUCRJXrbltI9uzphZ/oMvtQV8rvvdXXuFMkk2LOFzEP/HS3ZjrZ+oEpAzjZtJj0UQBIWVusgsZrRYHlD+DoHyT7/LQL9m7EqjpBt2whZRpJlZI8faYUnNCnZQWzve7HyKTyt/VUnwFQ8RPf8EuXJi2jJdqSA+7VzKv9uBttGa3NP1eGN4etcQ/b5bxPs34JdOZaumwQHd5M9/EO0RBtac49rVZ3U0Ik8foHcSw8R3nQLllBBAjOUJLB6J6KYRfIFIeiejvS09BLacBMIgdbav2J0yQ22DcGNt6KEoijBGHLHpur3o+SnKT33T9iFNIF9H8SK15Lv63h7oe44vcGwrx6lePY5AArPfxX//X+CvQJBto46Xg88e3Ky2sft+bYI79rrrvXzs+DS+FKq7eEXhrl5cwumKRifKfLtJy8BMDGbp6s5RGssXDP+6PlZHnvJEcCUJNjQ7RCIz4+m+VZl/ImLc6zpjRD3XRuxMCzBQ88OM58pMTqdo6s5zPplzlcVEycpX3gBAOXwt5HWOimx8flydY5vP3WZzuYgLS785cvjaX7w3DAAvpv62dhb4cBMnkW5/DQ2EDr6T4RWr8Xm2rIvxTKYf+HbWLkUxvw44XgrNDoK2I+dK/HPBx1H6M68zoO1bdhQ0tOkDjkVgZlDEyQburCi/QghKF09iTE7ijE7iqe5p3YwYI2eIv38t5xjXThE8n1/CiqoxSwzj32xul/8ll+BRG2q05gdwS7nQQiMuRHoqE0niuwkdrmIFm/GLuUhPQnBLlQVFg7/sGqjGm+BhlqekjVymsL5gwCkD36XZP82DHxo86Okjj9W3c/T3APRfhcbR7HLBUBgzo2BS7/ClSBLkH3+GxizIwCEI22war9j15VDlC6+CIBy/EeoB+qO09sddcfpDYYcXHqC05Kd9e7YdfzcEQ97Xbevhy0EZcPGpymvOK2XDC/TXor5qzpOwYCHcEAjWzAI+FSiIff5Q4ElXlRwWfubSNBDazJIY8KPadpoUm1ERVWgORGo9gqLrzCHElhyZqxIG1IlLBbyq7QmAzQng0zO5ggH3MnlqcxSnGQhu7StBiOIyrHMaDtCqh1veEKo0aZqPzYlFK/yZeLBpdRkMrhCxMgbQPYFnR51viCS14kaSpKEGm3EmHaaF0u+kGvVmRyIosZbUaMNCNvCXiwp1PwooVi1ya8SirpypOxSnsJZx+kMbbjRtRm2rHrIHX8cECDJ+Pq3LFrv2DjrOMZqwH0OObR0r1SjTQjJuS7CGyC08WZKV0/hbelFCcXdbSzmKJxbtPHma2yU7TKakafsjeHGYBFIqA2dVcdJDkarEScpEFuyK1bXcPpFQN1xeoNht28ieu/HsYtZR1St7jfV8XPG3nUthP0asiSxoc89zaGbFl957BJPHBnjHft6uWtnF4r803tPe9e1YAMLmRLbBpuwKiVrZd3il25axfhMjrbGICXdvQze71HYvb4VSQK/Z+m2FfDJNMb8TM8V2L+5HU12aadiSxzY3EZvmyOiGQu7Ox/DUhv+dR9BFNMYLetplmXAwiPDur4kjx8eY//mNvyq+3lv6E9y8PQUiiKzvndZSCrehr3/o1iZWdTWAYSL62JZ4Nl0F56WPpRwA5c9a1gMLG1u1/jXtyawbMG6thX4Q94QsRvejT47iqehAyqpOlmWCa7dixptRA7EUJO9uNYEJlpQghHKo2eJ7XsvkmVXVgeFyI77MObG0OIt2Cv0Z7uG/+NdoUGuqjncK9tEkhWoHMu2BcGhA6jxZpRADDlWSz4HsFUvsQPvx8otoCXaHedbAoGKGmvGr3qQAxFsy/0mWuVqwRInClDzkxSe/DyZ8QuEd9yH2HAf1ztPQgi8O9+H2rYGORjHblkWEeveQfRuD8IoIy0Txqzj7Yu64/RGQ1Kw250nr/o/XB1vBLyawo7Bn/ykPDpbYGIuz+bVjRy9MMeOtU00Rd1JuG5QFImh7hjZgkFbYolDZVk2n//e6errf/Ued2XrVM6J4AghSGWX9HYyeRO/TyUU8JDKlcnpFl7tWudJty2+8fhFpiqk8AduGWBDT+0cMzmbLz8pgAjtDXPs2u78R2YKBo8cdCINPz40yvqeCF3NteNPXJplTU8CyxKcuDhb7VV3cjjD/3ikBIQIB2b5i4+2cr0kk2IWKJx+Ev3yYZBkOm7+NcBR6dYmjrG54FTbWWMR6FxTM7eVmWThx1+ovo7f+RsQ68eyLNJPfw1jbgyA8JY7oLE21WaPnEH2BvD3biR39gUSvRUBynKW/OlnUMMJigtT+AcUcPmpCNsiMLgLJ5pU+zmAKKaJbL0Dq5hB9ocRlTYusgULT3+5Kv4Z3nontNSm6mTLQp8bQ+hFZI8XRZjOXHqe1BNfWjr3237NdX453EBo060gbJRIshrRs8dOVPvkZZ7/FsmBG9B9DTXjLV8MVh2ouU8LWUN0OhV69efeXwzUHac66qjjZeH3KKiKDMJJjy13ToQQLOQM/F6lpk/cIoanczx3apKgz8Pl8RS3bXPiKQGvyvtv7qYr6WVkwVixYq0p7ufhF84hSfChO5ccB9sWbFndgNejcvTcFF6ldtX2aDK/9c51FA2boE9hct69qk5VVX7/g1tAkrgyOlddIL0embv2dNGWDDE+l8e3Qj+9lqSPoU4PQthkikuF6UogzJ894KXBa/D4iIateK/vQ4wqg11IE93zLszsHHJhrvqZFo4hr9qOJGzk9Ii77YEYno41qL4gZimHGlxKV3l6NhHZeT+2oYNtuqaxlHgLcimHGoxCMIFYrFbU/CDJFM4fQo01oYST7hpLipfAxpuRbJvS1JSrjVIghhwuoTX3YOazSBWagiWDtmY/0aZ2kGSs9LT7HLKMf/UOhGVSKmTwKorjqQRiBDbfjjfRgpGaQQ7XOj3OhQjg63Wa6JqFpbibEmtDUj0IU8fbPoDlWSFihkAtzCI0P5ZWq27/aiHnJjHPP+OkWAf2I9TXvjijjtcWdcepjjrqeFkUyhbFssmxC7NsGmikZFhVgcfHj03w+YfO0N4Y5N88sInGSG05+cRcgYOnplnIlnjXgf5qVV3EYzIyscCXHs2wayDMhh73qq2xWaeMXgiYWqYc3hDz8+VHzjExV+Devb2uhRWqLXHk4jzfevISTXE/779jwHWOeNjL333nNAvZEu+9ZaCarAn4PEzOFvn+s1fZtKqB3evco3PxgIe/feg8iizxL+5ZmmNdJAvPfB4zNcVd2+5F9XVhXxe2kLQA/s61pJ/9Bmq0Gf/e9y996A2R/dZ/RrIsgjd+2HVuS/Uhaz4KF17E17sZS3W+A1VVUX1+5h76HyihGLED73cdbwsoD58in54ivO0uZKXCH7JN9IkLAJipaaySu5yBGowy943PgG0Rv+kD7gKYyJQuHaE0fAJ/z0bUBoedLcsyGiaz3/gMSjhObP+DrnNIHh+pH38BMz1DZMe9GLYXJEenS+RTLBx5GG/7IL7+je7jzQJz3/07EDbxG99fjThJmATX7cPOp/E0dWPZiqtQj3TxKRZ+9D9RYo2E7/5drHCb6zyvBJIE+uHvUDz9FAARzQ+rDvzMx63j9UVdPaiOOup4WZiWxfmRFABHz88gKgu/ZQu+/dRlwBGyvDiWcR0/NpNjPlNCCHjuxCSa6tx6Muk8T59xxjx/Psv8vPv4xpgfTZXxehRikSVy9/Bklok5ZzF/7KVRDJdcScEyeeKwk6qaXigyPJFznePSeLpq49NHx1mkcE2ldASwY6gZSZaYWnBvzXFqOINh2pR0i1NXl85Dnb2ImXKiMMVTj2MXaufXywXyJ58AwExPUZ5ZiizZE2dBLyEsA2v8dM1YAJGapHT5CACly0cQqcml8z/9LCCwcguUJy66jrdSU5hpx8b86Wcw9XxlchP/qm0AeNoGkK73+CooT553BCotg9LYedd9yM1SGj7hXIcrxyC3AIAsC/KLNmbn0ScvuQ43pq9iph0NsPypp9CEc41FZopipdquPHYWa3bcdbw+ccmx0dQpjS9dB3PqErmjP6Zw4UVSz32TQHmiZqwsCQovfsexMTWNNbnCOf4EKMVZpJEXUXKT134gll3TenHQWwL1iFMdddTxsmhJBOhoDDI6k2ddX8JR78ZRVL55azsjM3mELehodE9zdDaH8WoKZcNiqDeBYTiLhT/oY1WLnwuTRXoafUQj7mkKVZHYuKoBWwg8ytLzXntTiIBPpVAy2dCfxOfyKOiTYF1fgqePTeD3qrQ1uKdZOhvDeFQZ3bQZ6kuiL1b+eVXGZ3LMpIokoz5u3+HW4he6mhcr2aCnaYn/Zca6kDx+hF7E272RssfP9XV9hurF27We4tlnweNHTi7NoSQ7WAzRKQn3ueVQAq1S9aU1dCIFHXK6aZp4O9dizI8jqR60hg73irV4W9VGX9c6qLSuEZ4gtlEiMLAds5BFCtRKRQBoifaqjZ6GdlcFbSmUQEu0Y8yPoSU7kAKO1pVlCXyda8gtTCCpHtSku41qohVf/xZkWUEOxTClym/FG8LT2o8+cbGSTky4jteSHQQGHC6Sp7GzaqOa7MDfv9URsfQGMby15yiQ8K3eTe6FbzrVhcnOa85RyU+BaWBF23CLR8hGntz3/wpzZhg5GCfy7k9g+ZMIAZ4t9yOHEsi+EFLP9jpP6i2AuuNURx11vCyiAQ+///4tTKeKtCYD+CocJ0mSEEgcPDVFNKihyO4aNm3JAP/iHeuwbRttmQp4SLF4743d5LN5guEgAcW9qq6jwU+oUvnn9y4tWVNzeT76zvXMp0skY14MF4FHv19l80ADfe1R4mEvxbJ7YwxVEnzorkGKZYugX0URAgvQLZuZlMOLmkuX0E338bfGh2m4NYYsw6bwMDZOX7eyBeG+zWDqyOEktilxfc8Vr7DIt63Hl+xG9gYomBKL/PGz0hoG7vxXCMtgWOuix2VuGfC29aPFmpADYRTJaR8iSRLerg14km3IvhC25S6lIOtZwlvuBEsHXwipEgWRjRLl4ZPV/cTQPtfxGX8riTt+HYRN3ttU01IGQJRLyP4QgVXbsIpZMJYkG7TmXqL7Gioine42SrKMPn4Bu5gltOlWNI+KYQCKird9Nf6ejdjlImKFyj/8IQoXDzu96no2L9mleNFnrmJlZgmu248l1RY9COFINgQGtoOiVZXZAZSZ06S/9RcIyyB6x29h9+yptb2cxZxxNL7s/AIiPw+VXnd2uBV563udbXfL63iToe441VHHmwCjs3muTGVZ1RalJf7TV6u9FtBNi+OXFkCCjb2JahrtekSDHqLBa5dE0xKMTGXZMdSMR1UYmcnRmqiNGo3P5vnmU5eZWShw285utqxKgoD5vM0Pjsxx5NwMG1c1cvfmOHEXCtGZqxlmUk6KrCnhY2NFozMW9vLQM1e4PJHh/n19dDaHuP62tlCwefbEJIoio6kyLUn3qNbwdI7vPuMsbq0NQW7b1gbYKDLcuKWDp4+Ns2dDC7ILAR2gPH6RvlOPA1DYcDu+igZjKD/mxGIkCWtuBL/IYnEtD8y0bMznvoRdzAJQ2v4hFuMeE9Nz/Oennfffs2uWns7acn0zN0/u2GPV11rLADQ4/CE9NU7q6a+jRhoIb7/b1Xa7XCTz/DcAkAMR/KsrApaSTWBwl8Od6lwLK0hQmCMnmD/1sPNi8EY8bWtr9pGEiRKOUzh/iMDqHWA7DqiGTOrQQ5gLy6rqunfXjDdmR6vXp3jhEIEdd4HcCKUsVnqG7HnHRq3BXdnSGDtXnVMfO4PS6ziBVmqy2iMwf/oZktvega5c+z8oS4L8kR9UU65K6yDEHMfYnLiAsBxWl37lCKqL42QHGwjtehe5Q98hsHY/xN0jh3W8NVB3nOqo4w3GXLbM//cLL1IomzREffzpr+0k5NI6xLIFlyezeDSFrsYAK9Z9v0I8fWKKL3z/DAC/du9a9m9o/anHqoqEYdkcPTOLJMGONe7E6UxBp6s5TGdzmPHpJY6PLnsp6xbb1zZTLJmUJfequlBARVECSDjaTYvwaQr37OkkV7KIB1U0qfaZ3eeR2NDfwGy6SMCr0ezi2AH0tUfYt6kN3bTpb49gV/gmlg13rrJ5f5dN2geTK3RyLTYMER4sgSSRSgxWXSM5nGB0KkXKDtAbyAL+mhuvqXhh329g5FN4AhE0dWnh3r06SHtTGNOy6Wlwv2UroTjervWUr57A27UeJRjDxGm5YvsiRPe9FyUQxUjPuY6XAzGCQ/sQRgm1pQ+jIiQqVC9aSz/Rhk5QNaeliQu01kG8VhYQ6B21DXoBUD34Vm3H09SDEmkE1TkXA5vITR/EmhtDCUZBU13J5VpjpyMMmlsgMLgbocWcrrqaH6uQITCwDVsvUaP1UIGnY63TLFkIPO1rqqk2uWkVaqwZMzVFcGgvuq+2QMEWEv6Nt5F94ovIgQhKU99Sqq99LYG1e8Cy8Azsck1TCklF2vhO4utux1J82JJ79elPgpKbROTmINmDra1U+VfHzwN1x6mOOt5gZAs6hbKToppNlyiWTVfH6emTU/z9d08hSfB7D25hfU+8Zp9Xg/llukhzGXfi80qwbBitOEJCwHzOrcuYU5n24plpTMvmxq3tqIqEaQo0j0Y6W+bU5XmaEwG8PndVb90QfONxh9D7vluXKtYULP76G2co6Rbb1zbx63fXVsyZluDs1QWeOzGJV1P4yL210RCAYtnmuROTmJZN2K9VeTI9/hzqE/8LfWGCUKyZngP/CnDpuaLnKZx9HgApsa769qVSnP9yvIOybnHz2jY+LGodXkUB6/JBtAtPgeZFuulfVz87OWHz37/vkMX/xW1t7HXxTQ1bQlJUAgPbsU0TQ1QcHyGwJ887it2ySvyWX16x1L9w7gWEqROQZHxr9zipPqBw+mmM6WGUcILYLe5VfSF9mnSldVQ02e6eclJUMk98ETM1hRpvJXazcyxZhuL5g+RPPAGKSvymX3adQ5gGWkMn3tZ+bL2EZZogaciygm2UKZ8/hBJOIHndmwSL/DyB3k0gSYhiaul91YuvZz2KZwemAEnIuHxFMHgrsbYh8AQdTafF8eU8hTPPg7BR22o1tqqQJEz11Tk8Snac9Nf/E6Kcxze4B8+B36gqp9fx80e9qq6OOt5gdDQGec/Nq2hOBPjIPWtpcCnnBzg34lQhCQFXp7Kv2fy7hppZ3RVjTU+cnWtdlB0rsIWgZFjXKF8LIdixtpmWZICNqxoI+92f9uczBXavb2HHUDO2JZAqPVtSWZ2xWaeCa2q+wFza3XFbLkEwvbCkwzQyU6CkO8/4p68sUDJql2zDFJy54ly7smFdc6zlGJvNYVp25VjzeCqLp1acxaqkkazUFFpxxnW8snC1ui2lRqvblzJOVA3g0LDOgl274NnlMsrYUQCEUcacX6rsGp3TGeoIsKknyNXZFVrTFlKULh+hcP6QU11XSDl2SBLlxSo328SYc684M1OTCNPRNiqNnkGqbFPKY0w76UsrO49dSWldDys1vexY7jpOIp+qfmYuTEAhXWujZVZTdjU2LkxSunKseo6aXXHYi+lrbUy722jMT1C48CKF84cw5pbNkZmkdOUE6Re+g0hNopjuOl9IMlak/RqnCcCavVqtjDPGz7qP/RlhpyYQZef/pHThIIr1yh5w6nhtUY841VHHGwxVlrl3Vxf37u76idLDN6xv5eCpKYI+jfUrtEZ5NehIBvnjD26taiu5QTctvvbEJZ44PM79+3q5a2cnsiShyBJtDUFOXp7Hsmx6WtyrrkJ+D19/zCkz3zTQgFlpi5GM+9g00MDR87Os70vStAK/a21PgkOnp5BlicFlDXoHu8J84PbVzGfLdDWHiAVrnRK/rHDL9k7++fELtCaD9LVFXOcY6IhzKD7NXKrI/i3tgAKYlCIdBFbtQr/wPJ7+HeRDnbhZWWzaQODSswhJpdiwttrGt701SndzkOGpPHft7CDq4hcHPB7kXe/GHjuJHIyRbVuKnN3aXeLWmX8GS0fqd9dhkkJJ/L2bKF4+ir93E1Ko0mBYlgkM7SX99NdQwgk8Lf3uabDmPkKbbsUupPG0DYBc+R69PoJr91IaOYmaaEcJuQtgak09BNbeAMLG09rnug/BBP6+zRQvHcHfvxURjAEgDInQun2knv4aajiJp6XftS2M1tSDmmzHnBsntOlWdKUy3hsjsuudmPNjKNFGlHiL6/zeriGEbYEQ+HvWV+cQloGnuceptCs5TYBfCdTODcjHf4Qo5fEO3uCaqgNQ8tPYM5eREx1YkVfQYRiQGvsIbbsLOzOL1rkeU/358iDruBZ1x6mOOt4seJn79VBXjP/ysb0osryiQvfrNf/obIGHX3DSRV999AI71jTRWPEAWhMBtq5uJBTUCHjd7VqMCgGkczpSJW5VLhuMz+bZMdTM1ckspRUq3mbmC9y5qxtLCGaW6SilsxZf/tF5p49bX4L1vTHC1zkmthBMzed4902rmJrPky24R21m00Vu3NJONORleDKDJRxbxnIaD41vo7ttK1cmJO4e8Lgl6jhZaERa+3FMG7RSmEV5xPXWadrjT6B3NBPNn0ayP1IT67csHfPKS5SuHAdJJprsRuBUKAanT5DPOJEa/+QRGNhVM7dh6Fh6iegNv0Rx+BSGXkYGLMvCKGZJ3vPb2MUcdiXKU4NSltyxR0HY2KaOMnAD4LQTUcIJlGgTnmQ7KO5LhpWdpXD6GQCUikNUA2EjJJnoDb9EaeoKsnDcG6FYlK6eIn7rr2Dn05hzo9Cxs3a4XkDWvARWbUWfHsaz+IO1DQrnnsNcmEL2BfG2rXKd3pyfqNqohpNQ4Wcr/giZCy85DlTbAEJZoR/gCrDiPUQe/E9ItonpcRdwVYwcue99BnNhHNkfJvKeP8MKrKBw7gKplCF35BGwTLx6GV//XmyXhtZ1/HxQd5zqqOMthJDPPRX2eiMe8hINeknny3Q2hwlVUnK2EHzuOyeZqrQxiQY8bF/dWDPeoyncuKWdVE6nuyVU5cCUdJsN/Q2Mz+YY6k1SNtwdJyFRnaN5WVXcVKqIVVELH57IYroINJaF4NTlBZ4+5ggPJqPu5HDbFkzOFbg6lSPkV6vUe8OwOT2a43Ql+3ar7m7j/EKG2aKzmLWWUyyuzCI7gzJ9Fj9nMf1hQmYJQ71WS0oVOnol3YSwEdmldKAaTizbTrr6t7NlD5nIJhqvnGImuomo7mPxWzCuHKfw4veBSsWaC8z07FK6aXoYxS6BHEYq58gc/C4IG33sHFqixbVXnV1aIvzbxZw7B6SYpnTxJUoXXwLAWu04R5IpoYTiLDzy9yDJxG/+ZVeOlJmeRZ+8hA4ooRhhK0tRSSIZBcyFqYodeayKsOb1WP6+lZuv2miWi0tVcVOXCdrmKyaxWC/HXSrnMBecNKldzCIKC/AKHCc7OwuW42jqo2cIWDq2+sbcC+qoO05vOCxbcPzyPJmCzub+BiKB+j/Daw1l/iLW9GWUlgGsSgnxWxH5ksmRi7P4NJUNfQk8K8gGvB6Ihzz8q/euZ2ahRFsyWI14yRI0xQJVpya4gmM30BFmIVtGliXaG0NVwZqAT2WgM4amSnQ3Rwi4kOIBWkOwTR5GIDMRWmpS290SYuOqBi6Npbl/fx8Bl+EeReJX7hnk7HCaZMzHQJv7Iuf1yDx11Fnc1vclq5X30ZCXu3d38sSRCfZvaqUh6h6RuHtDAO/4UZBlCm1bq+/LiQ6U7k2IqYtoW99BEV/NjbeohIjuuJf0C9/G09SD2rGmmm4yW9fh3+sHYWI1rnJd01ujKiGrAS2+njZ/gnBExsJpuRLZ8270ifMogQhy64B7qq51Fb7u9ejTV4jsuA+50k1P8kaQ/SHsQgYUFWmFaJKncx3q6DmwDHw9G1xTbVKklcTtv4YxM4LW2IVccQgtQAknCG26BdkbwFpBnVxr6MTXtQ59ZpjItruxZMcB1pt6iGy/m9yJJ/D3bUFq6ncd7+0cojx+HmwLb9e66nWQmlbjH9hBeeQU4T3vwVTdBVLl4jz21SPIoTh220Z4BeRsK9RI7JaPoI+eRmvqgfgruw9Jzavxr95N+epxwvs++KpJ5nW8Nqg7Tm8wjl2e56++4pBCb97Wwa/csbquuv8aQslPkf7GnyNMHdkfIfq+/wtUt0TLmx8/PjzGP1cqyz76jnXsGVqZyP1aYypV5NFDY5wbSbFxoIHk/l7CPg0BdDaHCIc8KLKEsoLG0dmRLN992mnNMp8ps29DM+WyjS0kvvDQaQolE59H4WMPbHIdP1A8inrsnwEIbHkAKuKSc1mTidk8Hc0hXjwzxd4NteEQSTb5/rMjnL3qRBw+cs8QXS5Rk3xhiRmzXORSs/McOjNNd2uEQ2em2TMYAWp5Ut6rz1M4/APHxu0GNDoRp+dSTfzz5R20xfdSPK7yh6tr5/YJk8zFl9AS7ZgLU+jzM8iVgERu+AzSi18FQGy6n0hz7QE0o4Bv/AilkdP4Oteihh2ujWVZFE49SfHSEQCnD1ystvLQSk9jLkyhJdrJnz+EVtFxEsLC37sJUS4gefxVHaTrYUxeQlY18Hid3nYdtelEqZxl4fF/ROglJG+A5N2/DYCiSeSnrlC6cgyA6N4HXKNqdj6NmZpGS7RTuHSE6Oo9gB9fapbZ8y+itfRTvHoKX+8WiPTWjJ+bniXStxlklbmpaSIV30XKTaFPXkJr6KB45lkC/fuw5GudY0mS0J//EsVzLzg23vd72G3uv1U3KHqOzHPfxC6kkC4dIdq1FUItP/V42xNGu+mjeG0TS3avPK3j54c3leM0PDzM3/7t33L06FHOnz9PX18f3/nOd2r2+8pXvsLnPvc5xsfH6e3t5fd+7/e4+eabr9knm83yqU99ikceeQTDMNi/fz+f+MQnaGpy15l5o5Bd1qV7cq7gKDHXPafXDKJcqFYL2cUMwiy9RupHP3/ML5MKWImn83phYq7AcyedVNdjL45y0+Z2x3ESEqYtyBUMQgGNfMld+TuTX5IpmEsXsSrrb7Fk0BQP0BjzM5cpkS+6n5eiZ5dtL9OB0k1mUkVmUkWiIQ9ly+b6oK1hKcxlliqllttyzRyKxL5NbRimTSToqf4flksGM6kyMylnXKnkFk8BSvnqpli2vVCwmUrpTKV0YmEvJVOmpvjQspweaJV0klbMLEWWykvnKy/bvmZ4KUu+wt/Jn34Gb/cGxw4hMLPzS/utwHGy9SJmZgYzM4MSToBlgeK8nz/5FIsEOE+rezTH1gvVVKOWaHONitl6EaE7v2FRLiCMxe9EYOWX0mhL7183vpxfZmMSKppdtlkm0L0OMzVNoHcDouxeNUk5R/ak49hKa29bmq+Yw8rOYWXnkDQvkm3A9Y4TAnNhqcecXXTvqbgSJKNc5ZcJU0fo+ZcZUQuBgiXXJQjeDHhTOU7nz5/n8ccfZ9OmTdi27epAfPe73+Xf/bt/x2//9m+ze/duvve97/Gxj32ML37xi2zevLm63+/+7u9y4cIF/v2///d4vV4+85nP8NGPfpSvfe1rqOqb57Q39zdwy7YOJuYKvPemftfu7nW8eoh4F+EDH6J07hn8627BCja5/ujl4gLWpWeRVB9S/26E6s6DWQmjc3mOnp+ltSHI5v4ksvTau2e3busglS0TCmhsH1ziEZm2zaGzM8xnymwfbKIp5i5n8LOgo3GpJ1xj3E+y2mhXcPziLBOzzmK1sc89mjfUEyeVLTM5X+DW7Z3YlXRMQ0Qj4FU5eHqKga4YrUn3FESpaxf+3DRIKuXO7dX34xEfBza3MzrtqJcLUbuweCV454F+Hn1xhLaGEIM9sRXOMcjVqRxz6RLr+5JYlTLDWDzGr9+9inNjeQbag8Qa3Csalb7thFQFZBW6lqIRG3vDBG9pYy5bZm1PHOHSFkZXFEJ734dx9ThKKIHoWtKB8nevQ5ENhG1hd7pHOaRwA6GNN2MXs8j+EFLYCVdJkkRow43kTz2NGkniaelzTaPJkUaCa2/AmJ/Ev2or2BIoYGqNxPa9h/zZF/B1DSF1DLqMBl/XOuxcCtsy8fVsdE/VRduI7Lyf4uWjBPo2IwUXf8OC8NY7yR17FC3ahKdjDW6urdbcQ3BoH8bcOKENB7BtFWSwvWFHp6rC0Uqsqo12AYT7NoKiO/v1LLuOTauJ7vkljIVJfN0bMFzSYLaA4P4PUXjua06asXNTlYclGQXE5ecQRgmlbze2v/Z/wAw2Er/91ymPnkZr7kW8wlRdHW8uvHk8COCWW27httucJ4E//uM/5sSJEzX7/OVf/iX33nsvv/u7vwvA7t27OXfuHP/tv/03PvvZzwJw+PBhnnrqKf72b/+WffscWf3e3l7uuecefvjDH3LPPff8fE7op0AkoPHhO1YjSVLdaXodICQF1txOYOiOn3h9rdOPkDv0XQDCErD6lp96DsOy+X//+QQTFT2iP/7wdla3u5e8/yzoaAjye+/bhBDimnTuicsL/M03nX5i50dS/O4DG1/zdK9pWWxe3YSEwLIFVkXvSJEFUZ/EoipOSLg/SY9NZ3nxzDQBn8qTR8a4YchZNOeyBqeuOBGR81dTTMzn6XBpifL8uIeC/x3YAsITKvd1Oe9niwbPn5okHNB45tgEezY2cf1tzbQlFjJlNq1qYC5dJJXRwUUc/fJEliPnZgj4VJ49McEdO9swsCjmc3zh4UsYps1zJ2X+5P0auDQjtkdPkD/utFwJyBpK60YAJifm+Z8/drhTx0eKfOKDtY6XakP28PerekThYBziTlWdPHGK/LEfARCUFejcXGu8kSd/8imEZSApGt4+Zx9ZlkFSCA7dgBBg6+7RNgopChdeQvYFKZx/Ad+avQB4yDD74sP4O9eQPf0MyeZe6GirGa5PXKQ8eQkkCX3snGuqThTmyBx/jEDnEJljj5Fscc5PUTRKC5NO/zrbxpOagob1NeOt9DSlqydR4y3kjj9BrM8hl8t2CcnjcyJNsoKku0flpPETZI896lxf1QutTlROnjzGwrNOGrg8do5o+wYMtVZWw2oYxP+OP3FERZf9f4krL5B97PMABIsZ5O21khFKKU3qsf/tRNPOPk+sZS1WpLZ1Th1vDbypHCfZ5UlsOUZGRrhy5Qp/+Id/eM3799xzD//5P/9ndF3H4/HwxBNPEIlE2Lt3b3Wfvr4+1q5dyxNPPPGmcpzAETSsp+deX7ycU7qYQgDAXCEVs9JYwTUpJmOFyrDXAm7nsZyPky+9Pik8w7R55piz+CuyxAM3OSXfkhB8sGucY4kECY/B2rB7CqOo2xTLJsWySSTowZYEIOFRFQY6Y5wfSdHXHsXvcb8llQyTHzznCEzet2+Jv2KbNmXdoqxbNMZ8CJcGuibw40MjpCqq5nEXpwdAkqWqjbGwF6NyXS3TrjqKlm1Xo2XXY7Eyq2JYdVNf9nvIly1MWaq58SqSdW2Kqbws7bfs93jNHMth2YhK1ZWwTBZzobZtU7pylOLFwwBE975nBdsthFHCMkpIsopkC0fGytIdZexzjiK6MNwdL2Hq1T5ywjJc0+GSsKGYc44lyVW+lGUYFC+86KQqAW+ne1QLJDxN3ZjpGXzd65Er9G7JtggM7kQUc0jeACu1yhXWsuto6lUbxbL0pzBKyLb7/79s6TB1EdkfuVaHyVy6JitdH8k2lua3rWqFXB1vTbypHKeXw6VLjoBeb++1xL/+/n4Mw2BkZIT+/n4uXbpEb29vVZ14EX19fdVj1FHHcqjrbiMoy0iaH6Vv94oidm7wqDIfe89GnjkxQWdTmMHO2Otlpis29CV58LYBZhaKHNjc9roUF7Q3BPjwXWu4PJFhbU+CeMjxTmwUpltvYPLCAiWfh1y8mdpndWhrCHL3Dd1k8waru2JItoxAEA3K/OvtOkrXCFajj2LYnfga9GnsXu+EifzepdtWS9LP/fv7mE+XGOpNYLss2ZIC77yxjwsjKcJBDwOd7tHAzV0Bbrglh1JKUepsA8lJ1amhML95VzenRnIMdQbxr1BZpnVvIigsJElB7tpQJThv6Q/xd/IsZnYBX/cGdMuqvfMq4NvxLqyrR5HCDSgtg9XfoK97Awo22DZa9wZXcUfDFya6510YsyNoDZ0YlX5rQgjMzLL+dCv8OKS2dYS3OVwfb88m7MozbElrIn7jByhPXMDT0IForSWWA/i6Kv3pbAtv93rXVJ3hixA78CD69BW8zb0QiAFORNDbsQZjfgJkBa2h17XyD38YNdaE5PEj+8PowlsRbZVQvEEkXxghSQjXfingbV/jOJTCxts1VLVRTvQQ3XU/RnoWX+daV/K1JIF1+OvkXvo+kqIRe+cfYDY4Dp7cu4tQuYAoF9CGbna9d5iBRmJ3/w76lcNo7YNY9VTdWxpvKccpnXbIdZHItTe+xdeLn2cyGcLh2tt3NBp1Tf+9Uqg/xzLw1wuKIl/z9xcJruceb8dzw1Ifrlf6j7GmK8aartjPbtyrQFiVuXf3T3cjfrXf+9XpQrUR8HMnJlnXEycR9mJYcOxiirJhkcrqHLqQ5vZttf97k3MFHnpmuLKd5+atbciWRLA4w+TYJJdK3fQYszQHRlCbanvJpXM6z51wEoLxcHf1f3BstsC3n3Qehs6NLPCJj2xBVa9d+JSyycPPX2W8kkqNBLxs7HVJl40fRT3ydQCC6THktUOoqoSvOMvaF/4TayUZJmzKd34CVa0VWTRGTpA/5RC0Q5oPrXMLANLYETIHvwc4Ka3Iu9chrruH2HkoHPoOdmYGbJO8p5FEq3MdjKvHHXFKIARo3bXikHIpy9xz33QiORdeInlfJ7YqI0ng792IMMqo4QSS5nO9f1mTZx3JASHQR0/j6d6Aqsqo5jwzT/wjWCYFIBGIoq6qVb0ujZyp2ggSWvfumn2UUobZJ78MwqZw9gUa7v8d1KTs9OkrFwkMbAdZxsxMuNooMrNkX/ohAFqileTafQgtAIqMPnWF0tWTeJp7CDV2XjN+8bdeHjtH7vhjlTfVqo32zEXSz3/bOY/hEzQ8sBp8164xsmSTvuRE7YRlYI2fRm2p/E5DCeTtS5G8Fe8d3VvxdjsyFT+vu279Pv/6nPtbynF6M0CWJeLxt4+GRiTyiyvdXz/3nx5zOQNZckiyiiwRCnmJx4NkcmUkSeD3qgghkCX3/w9JltBUGb9XRVNlfB4Fn8/HyEiAvzwap1C28GpR/mQgyGqX8bK8FEVYPsdy+QNVkZGQa+bPTeioy26esoyrjWOSgqRoSB4vQlLRNI1w2MPksAyyguILOC05VrgHTCFVCcqwNMfsskooSVERLuPTxQVQtKUU37J9ZpRlhHe59vwAUiPSNTYKydlP13XSE5fQmnsx58ex9TwNLuPnJKlaledp6UNYMvGmILkZGUnWUGLNmKkZJFkm5jJ+ejnNYgUbM6OK49gJG2THqYvHgxQLBezcAuUxp89bdM+7XMfPL1fKllWE4syTHS9Tuupw/PSpK4hS3v0evTwQJZa+n4Xrvh9FlQldN14IgbXhRvTJS0j+MFpTN9G30DpQv9e9tnhLOU7RqBN+zmazNDYuVRVlMplrPo9EIkxOTtaMT6fT1X1eLWxbkMmsUO76FoKiyEQifjKZYpW/8YuC+rlfe+6T8wW+9fRlZEni/r29NLv0i4v5JT58xyouTuQZ6o7gkWBhIY8tBPGIn9NX5omFvAT9GgsLtQTxgY4o+za2MZ0qsH9zO8WiRbGYJ1X2Uqi0WSkbFgu233V8SyLA7vWtSBI0JQLVfZqiXt51Yz8LmRJ97VEkYdWMFzbct7eHk1cWiIe9rO6Iuc5RaNrAE90fZ3JB55bBJpKGTrFoYHojnNnyx7xwLsX2zTFWBxOu48+HtuLr0xCSzGRwI1plH6t1HZEd92Fm5/B1rydnq3DdeE0ykLe9G2v0FAQTRLtXVedQ2tYSEgJsG7VjrevccryN2O53ULxynHDPBqRIkoWFPKoKoaG95E49jaexE7W533W8tEyF2sqnkSizsJBH8YeI7XknhQsvEdi2BZI9ruO9nYupOhtf1wo2eoPE9r4XfWYYb3M3thpiYSGPptmENt6EGm9G9oVQO9a4jw/GiGy/BzOfwte6Csm2WVjIIwcSeLuGKF89hdbQCaGma8Yv/uaVQITA4C5AoASXfgNG3w34SyVEegq5fR0lXwul6+aXJNDnJymcPwRIePu2u9r4ZkP9Xrd07pGI/zWLPr2lHKe+PqcK49KlS9XtxdeaptHZ2Vnd79lnn0UIcQ3P6fLly6xe7aI+9wphmm+fH6Bl2W+r83klqJ+7c+5PHpvgqaNOGiwR8fGOG3pq9r86PM7/+sEFAJ45PsFgi494MolpC545Ns70gqO909Macb2mJy7N8+hLTs+SbN5gz9omLEsgazL33NDNxdEMvW0RFFl1HX9pLF1N1Xk1hf3rHfHA2YyOZdmEAxrTCwUMErXjJTg/mkayLUqlMhfG0/Q016pDH72S5aFD0wAs5C22ru/ENG3K+Rz/84dOmvHElTT/7kENM177APbsqMwTRxyduFu3wcBQpYXJ1RMYo6dRQ3EyB7+L/x0bamxUkRHPfh5pUXNJeRfmRqfqSsnPYxcyCMtCLaRdr49n9gqpp78GOCmpZLQJM9CJqkL28MPo01coA3IgCk0ba8ZrskpgcDdWbgFf9xA2EqZpo2TmWKik18rj50iEk5jB2qo6cfloNQ0mzDJy6/aafbRcymk7YhkYc+N4Iw2Ypo2qQubQQxgzDvk/LAHxNTXjlWKazKFKynPsPA39WzBNm6KhgeIjMLAd0zCY1zUiLtdICNspAhECWPr9nxwp8Rff9QM9+L1l/svHDHzatbIWsiTQJ84vHgkjMwtNb517R/1e99qe+1sq8dnZ2UlPTw/f//73r3n/e9/7Hnv27MHjcQirBw4cIJ1O8+yzz1b3uXz5MqdOneLAgQM/V5t/3pAQyCtUldRRhxuCy9QYQ373diJ+vwetwhsJ+lS8HmeMKkNDdClC1ZJwr1iLhjzEw156WiMkoz6kStrFMG1MS3DTtg4kQNfdq8Y6W8I0JwK0NgRpa1xKkcTDXo5emOU7T1/BoylIUi35WVEkzl+d47EjE3z/+VECsntFU2iZcmYi6qumARXNg6/SYsbrUdC87teoryXIrVuauHlzCz1NS9fEE4ohwKkG6xoCFx05EwUl2kLowIfx9G9D8S6do5AVjMwcVmFl0UVJ8yFpvuq27HG2VVVFDi45ebLPPb1k5ecpj50DWSJ79FHkSl5L1rzIvsp3qqhIPvd2JJLHjxprRku0ImvuOmKyqpE79TSF84fInXoGWXautyzLKMEYoW134+3egOxxt1FSlr4fORTDqoxH0XiovJ0Xy908bO5Al93nF+UipdGzlMbPYy8TKA36VBafrxtiPhS5llxuC4nQDe/H07kW3+BulPZauYQ6fnHwpoo4FYtFHn/c0UEZGxsjl8tVnaSdO3eSSCT4nd/5Hf7gD/6Arq4udu3axfe+9z2OHTvGP/zDP1SPs2XLFvbt28f/+X/+n/zRH/0RXq+XT3/60wwODnLHHXe8Ief284CcnaD41BcQxQzBG38VK+neJbyOX0zkSgZXprJ0tRgkgkuL0L71Lfi9KrIksXXAvfFoY1MTv/+uElfG0wx2JwiEF8mzEvu3tNHSECAc8NIQc6+KC/s1uprDTMzl2buxFbtS3RX2SEiSxFd/fJ7NqxuJBNyf5RJhLwOdURASDdGlOWYWilyddMrgf/j8VfZtqBVokiwDy15aDN2cKwCvInjvzaso6BYyoioRUsLDfft6GZ/J09YYpIT7Oe4IT7Lz0reRFBUzdD+LbWFkyULx+DEWJkECRS9h+a51MIUkcb77XXzhsTlWt9zAh2JxFpd/s1xCsi2EVcZaLpuxfHwgSmzfA9WqOsvrEPQtyyKwZg9atBE5EEGJNLk+VimNPWgNFzHmJ4hsvQNJda6XLQWc9NrUFdRkO5LfneqgxluQfUGEZaI2dLpW/qF6llX1CcSiI2QIgqu2kj74PZRYI2qy3bUqD81HeNtdWLk0nsZ2h04mQcScYUePl9NjMQbbfLSIGcxKg+VrhretIaiXEMLG27G2KrLZ2xLi99+/hfG5POt7k2grpXNkGTszh+wLIaS3VMyhjtcYbyrHaW5ujo9//OPXvLf4+vOf/zy7du3ivvvuo1gs8tnPfpa/+Zu/obe3l//6X/8rW7ZsuWbcZz7zGT71qU/xp3/6p5imyb59+/jEJz7xplINf61hDb+EPnIKgPLJR1EP1B2nOhxYtuDzPzjLodPT+DwKf/brO2mOOVGRgFetpr5WwkJe57MPjzKXLtF7pczvP9hCwKtgWPDVH19gLu0s6LIE7XtqIwbDU1mOXpgF4LGXxrhzRwc2MF+w+cFzThrsRwdHWNUeo89FnHJsNk9Zt0GC0ek8m/scBy8e9uH3qhTLJut6E6698nRZYlVnjJaGIF5NIW+63wM0Rebrj5/HtgUHNi9VjlnlIl/98YXq63/7wCAQrxnvGT9KYXYEgEDjMeh3Kqik/AKlYaeat3D2BWIb7qotWbcs/uejM6RyZWZSRTa1KWyvtCI0M7PoU06fP6WpF9c2ygvjLDz6herL5F2/CdE+hBBkD34HY9ZJk4a33Q0dO2qGm1OXKF05DkD2pR/iWb3D0XEy5pl/5O+r+8Vv/jAkaukOxvRl9EmnulEfP4/cd2PNPnYpS2jdfuxyHtkbRJQruk+qIHP4Ycz0NGZ6Gk9DJ7Rsrh2fmyf7ovMgXR6LkxzcA0oILJPYM3/FHoBhELf9utsVonz5JfInnqgczEJuXWzELDHUHWeou/Y7XYQsQf7pf1yysWMIBm5ecX/XY4y+hH7pEJ7Oddg9N8Dr0F2gjp8P3lReREdHB2fPnn3Z/R544AEeeOCBn7hPOBzmk5/8JJ/85CdfK/Pe9JBDSyXWavynbyBZh4NyqYAsSWjet18Fim5aHDnnOC4l3WJqvlh1nH4aLGTLVefo8niGXEkn4PWjKdDVHKanNcJsqkjDCsdsjC9FWDqaQqiqwDQhHNCIBD1k8johv0Y84uoWkMqWOXh6CoBYaCniM5su8P7bVyPLEqcvz2CJ2niKIhSmFwqcvDSPJEH/PUOuc0zN5asCoxdGU9XgiN+j0N8SoDchc3neWlGkU1mWElODkaqOkxSIYTf0Y4abCYs8ltel6lBV6WvSeClXRpIguSyqlvc2EepcC7JCwdeEa8zHF0b2h7CLOWR/CCpzSJKEluxAjTRg5dMowairzpBje0W3KtGKvRhVU/0o4WSlj5sPOezuXMjLUnhKIOTapFfxBilcfLFiYxhfpZEwtkCNt2DMjTn7hROuNsoeP1pjF2okibBMbMW/eGDCN/4yvmQzRnbeEah0PcfY0nYofo2Nsq0jmyVMTwhXBosEvt5NaIk2JNWDrKqvSOtNLcyQefzzeFr7yD//DUKxNqx4bSPin4SXtbGOnxveVI5THT8jurYRve93HfXa9g2uN6863HHu4gj/z7cuE/RIfPxd/bS31xJg38rwexQ+dOcgX/j+GTauaqB/WUsYw7Q5cWUeSZJY1xN3TVW0JwMc2NLOU0fHuW9vD8llQpUbVzXwD98/Q3drmMEON/lLiARU7t7TTa7oCGAaFSqT0It86K5BRqfydDaHsEpFIFYzfjn/KLxsu6c5wFcevczwVI533dhP1Fu7nEmWE0HqaAwTC3tJruCcrekM82JTiKn5Ardvb6tU4FiULIn/Y+AcYuw0Uv8aRkWf6/jx+A5C2wIgSVyNDFWTRYeltTxU8HP+Qo4Hb+ziJkugXXfnVU2bX93hYXtHlIaQwkBCqqa7kskI2ZNjCMskMbjHdcHOSGFiBz6AMTeKluwgI8fw4ThO3vbVLDz+v1FjzciRBtfxwhsitOU27NwCnrYBlMV0pqoR3Xkf+uwIarwVFHd+l9bcT3Tfe8G2kVdI1dlGCV/HMtK34STkZFUlMLQPLdGGEoggJTrcnZKKc1a8fIzI9rsdbQwZZI+GPTvMzONfxN+7kcDm211tRFErVXUOb6z6djlN8bHPUb56kvD+D8CaW3FzTPSpYcqViH602f03sCJkGW/bAIXzh5yef4ry8mOWm15OUXzsbylfPUnkwAcRg7fCW7Zd+VsfdcfpbQQha4i2zW+0GW9JPHVyttJuA46en33bOU4gcWBjC7uGmmlMBinmy9VKk6dPTvL5hxxxy1+/by371tfmylRFYn+vxv4GL3JSreoqWbbghVOTbF3jVJOduZrhhnW1UaeLoxkeetZJyV0YSXPTpjYsy6aEh4efv8yF0RS9bRHu3+f+FB4P+7h5W4fTtHaZ43RuLMflCSfl84Pnhtm3vpHYdQEdXZIYmcphC8F8uoiqyKx30Qu9Om9yz852Aj6FkdkyZqV8u1HO8myxnydyg+wvW2yVM0Bzzfgnzmb54REnsnbftgydlVMZnsxzdtSx8TvPj7NnQ1uN4yREmdDsSTZPnkGNNmBrg9DoOBnmyElHnBLQr55A6dnL9fAVppj/wWerr8N3/kugGyEEuaM/AsvEnBtDn7yC1FZb8WbPj5E7/DAApbFzNPZvAxmkco70C99xIk4eH4mbPgSNNcMxZ69SGjnlyBEIAS1bavaRkLEKGcpj5/B2rIHKo51tm+hjZyiPnEEJRvHaFjTUiqBaCxPVyrv8yafwbbwVCEJunvzJJwEoXj6Kr2cDNNaSt5WGXjLPfQuETeye36k6Z/bMRcrDlTTlU/9EvH8PpnYtCV4IgVjeWkV9ZY20hWlQOH8QgNLVk3i3r9AzcAXY09faGOvfjam6E/XreP1Rd5zeBMhnM5TLOomGBPUQ7BuD/hY/T51aAKCj8fW5IRXKJk8dnyRb1Nm7voWWuHsF2k+CWphGyBqWb2U+xkqQkAj5FHwelWJ+6cY9myq5bi9HZmYSvzHHfKSTpswwuUyYcCSGJEn0d0TRVIViycTrcf/9tjYEuWtPN0GfRrGkV4nXPo/Ch+/sZz5nEQ9rFEruCRDLsuhoCjmVd+ZSPKOjIci63gQBv4ZXk1Gv90gAWYW2hEZz2IvHo3Fy1H3R0k2L5s4YhZJNT/NSvHbOCqEFI/zBTSbHZlRmzLALwwnWDcT55S0KQpE5Pr303XY1+NBUGcO0Wd+XIKJItQRtzUfh/EGsXApjdgTPstYmSrzVdXs5vKEgyk2/jOIPYpUKqMEgZZwF39O7mfDmW7ENHRvZNRKtRZvwdg6h+ALgDSwpm0sKVtZp2SL00oqkaKuUxdu+GpAw8yn3u5gsE9p8G4HVO5ECEZCc70oIiVJ6jvCGG7H0MkIvus6hRhuRFA1hGXjaV1OWnKin5AujNXRgzI6iBGPIEfcCBzo20fCO3wVJUG7csGRWpBnJ40foRXw9G7FcnCIhJAL7P4x//CSSL4jo3HLNdVRKC0i2gRlocp1a+MJozX0YU5dQwkmkYGL5p6j5GYTqwfLGXMfL0WYkzYcwSnh7N2Epr8xxe6vAuY4mZsDFO38Toe44vcEYH53g//f186QLJr95Zxe7t9QJ3W8E9m/tpyXmw+tR6O6pbSnxWuDw+Vm+9Mg5AObSJX7r/qEqj0YI0C0bryqxUgheHj3EwkP/HUnzEr3//8BKuvcNe6XYta6ZM1fnUWSJHWtrIykAGUPlG6c9mPY8YX+c93ZWHBxJYFqC7zx1kUTER6eLPhKAzyPz3PFJUrkyv3RjP7bt8Gk8KnzlsSucuDjH2p4477vFPeJk2fBPj5xFliTec8vS/4hHlZnPlDh5eZ779/eBKWqa/IZVmfR8hr/59iTNUQ+/cXeP6xxtDQH+6svHSeV03nNTP9srVKgWv0Fn6iH046fY1rEWo+9DruM322dZ+PaXkGSZjTd+ELNSVdftzfDHOzOkCjadrTJFOvFy7cInVC/E2iGXcq63r4XFK6kEwwTW7AEhUENR1zSYQKN48UXKI6fxdq4ltPNdgJOqU1WV+R99HjkQIXbjB137wAnVg5meoTwyQ3jrXchKGCwQkkJk653kzx/E1zGI5HHnsGnxVlJP/BPCtonvf597VZ2ikHvp+07EqX2Q8K53AI4qvD/ZtmTjgQfdBVUUL4G1uxHlIlpjB9Ki46Vp+Hs2osVbHO6SssKydvYR5h7/kmPjje/HHLjNmd/IERjchShmUZPtCGG7/gvaM5fJPPUVlFCCcMMq0Crq9XMXSH/7LxBGiehd/wq70yWipwYJ3PkxmL+KFG3D8i/xUeUrz7Hww79B9geJ3Pf7rtwnK9JB9D3/DpGbhYY+bOntt3Qrs+dIf/vTCLNM9O5/jd2x7Y02aUXUwxtvMM5enSNdcG4zPzo+/7bog/dWhKxqDK7uoaenE+l1+reQlunDqMuqvwzL5quPX+T3/+tTPPTCSLVU/3roF18EYSP0IubYmdfMrtaEnwdvWcV7bx6gJe7+JDuZB1VVuDyeRlEUpnIOR6Ns2Tx/wlHpn8+UmF5wj1hdHM+QyjmRnudOTGIrztI4m9I5cdGJaJy+ssD4nHs0aHK+gGkJdNNmZllUbGSmwMSco+T/40MjlF0uXaGs84OjTjRxKq0zNpl2nWN0Ok8q5/Bunj0xyeLq6StMVqtV9dHT+HJjruP1iYtgmwhTR5+6uPT+zFUaznydVVe/gf/YV9HsWrcgUzQ4Fr0JadN9lHZ+mIMLSzEtfewchTPPUjj7HOUR9+/dzs/jae4ltPk2PM292HlHSFOWZQrnnBSRXchUK9+uhzl7FSszA0D+zDOIynjJKKKnpvB1r0cIsPPu186YHUWYOtgmeiWddj1EKe9oRYHTXqWqpSSusdGYdh9vzg6TP/GkowN15Ed4bMcWkZ4jc+h7FM4fInv4YcR8bdcIAH3yctXG8uTl6vvW5Hnyxx+jcOFFMge/i680VzNWlgSFw05Fn5Wbx1r2/ZpjpxF6AYSNfvGg69wAti+B3bYZK7gUlZIkidLpp/j/s/ffcZKdZ5k3/j2xcu7qnMP09OSZnqiZUbZytmWDjW3ABgwGXuLLwi6w++5vF17YwLKw7A/4mMUGjBOOkoOCrTgjjWY0OafOuSvHk94/Tk1Vj+q0pLElSyP6+qu76jx1nnPq1Hmuc9/Xfd1gYRayGFNnlx1vBNswWzdiqs46wusd+uRpLK1gn8dLr77T03ldvPdo63WGntYwLmWBkmawcyBwXbu7CnoeITkB/gbMHyKV9F7Hlv4GPnb3arIFjR1DTdVo09hcjm9XSvK/9PR5hgfjNIbqn+zVzrUUzuwDUUZu6rmmqp7Xw76Ts/zdt2xi8MkH1nLDmvqokyyJHDxtu2q/cHSSW4btqFzII7FxIM4PDo3jdcu0NzpHnDqbguxc24wJtMQ8CKatcIn4VXraQlyaSNHVHFi2Ki8ScCEINpUJ+WohpWjQRcCrkMlrbOhvQHbSLlsKNwyFefzADH63THPceeHxuZXqHBuC7iqBtbwhlMZutNnLyPFO8Dlf22pTL5j2tyI39lSjJmpDK56BbQhYFP2tmIpcR80Dosmu6AJWtkRQTBOIZWufG2snV+nxpjY4C6cFV4D86X0Y2QSSP0LodlsjZBgG7q61aIuTCIoLNd7pGHGSo214V20Dy0IKNmDI9vdgefzoiSmKFw8jun14B3c4RpMkf6TSh85CCsacC1MUN0pDh+01Fe8Exf6ytDJ4utaSSUwhKG6UeIfjHJWGDkSXF7OUx929AZ2KmM0fxTu0G/QSCBJSuNFxjkpDe3WOS8+jFO+2qw1zKTy9m9Bc0bqxpiXgWbWdzMvftBslR1qq+5Cb+ux8sKmjdq6/Jvthy7Jw9Q1TGjuBIClIjW/d7/p6g9zYC6IEpoHavuZdbeO8QpzeYVjuED+xtxksE28w/E5P54eGaGqUnv8sxbP7kcLNBO77LQzvMlqD9yBMyyJT0PCoMuoyUUO3KnHzxnrRecTvIuRTSeXKtDX48Lmdq77mG7ayf10zblVmR7gdZ3/la8fMQq334syicx/GgEetEpSWBm+1JUWpbLG2N0pbow+/R0VeptDHAg6fm6NYNrjnhu5K4TvkSga3bmlH39SKIgpk8o7Wh4iCwI61zVjW1Q1/07kyfe1hFFlkdjGH6BStEyyQPWxb04QgwELZOarmdsnVOd65s7P6ekL3EF17C/JqE0sQSOgeJ320TQQEWwQtyLWqQ9UsURw7hVXM4l1/s+OCYAkW+sIYlIuUFybweGp2BpbbR/T2nwHLxFimVNbS8hhZO6pmZBNX6YSUln6i0VYElwdLcz6/YFEcPYlZzOFbeyNYlXOsldATtg2EWcxhFrOOo3VRxTswDAgYKMtqnKRADCXShGlo1QisIFrIDR1EbvkpOxXoYCkBYOQS+DfY3klaan6JD5KIkU1QGjuJHGvDu0zEOKPGCe24HwtIq7Ha70fxENh6D1Yxh+ANOeq4RAGKsyN4B7ZimQZ6eg4aVlXf9PZXPKGusVoOwFp1E+F4D8hujICzhu1fA4zmdYQ/+P+AoWOEO994wDuIFeL0DuPydIbPPW2H/vva8uxY21r1krmeIGpZimf3A2Akp7FS03BdEieLay3ztbB46tUJPv+9s6zqCPOph9YR9jmXbTsh4lf5Nz81zNhclu7mID6X88/yyUMTfGefncYQFdWRhP0w2LKqgUNnZhBEkc3LOIeXNYPVXfaTuGla1WiMYVp88/lLVffun3ifcy/IidkMxbL9LP3qmTkeva0XDJAl+KfvnaFQ0nEpEr/0/vWO403LpCHsQRSEarUbgKJIaLrJubEkt23twNSp0zhZmLx4bKqaKmxrcI6KJTPF6hyPnV9AFFYBFvNlFy9fcLEqXOJ82kXHgNuROOkzl8ifeRkAv8eHUKl+U5JjFCuEo3j+FcKb70N7TUWUYulokkL2/At22f+Sa1CbOEfuuN1RwTt0A1Jfvbkkooh31TYKIyfwdK21V3pAkiSS+7+OtjgJQGDLneAgI9MXJ6ttSAqXDuPffi8QQDB0/JtuI3dqH57u9VjL3JsKmRxuQQQsSsUCjnHDcsEmS5aFgIBVtr8PWRZZOPgd9MRUbY7dDuMti/SBxwBQm3uQyaHhgXyiahOgL0xgpGfBQaOtT54hdeK7AAhDt0LfdgDMuYskn/m8fb78YSId6ym5X/MBgoAgKZUmvxAavLFKgPWp8+TP2t+7BwG5a5fjOVoe0jV7Or1XYQTfHn3pW40V4vQOY6AjRNCnksmXuWW4/bokTQCGGsC36Q5yh7+H0tyPEGm/5s+YTRWZWczT1Rwg6HGOurxduDyT4e8eP0XAq/LROwevyRyyWDarztJnx5Jcnkqzqf/aSGNTxENT5PX3aS4JN7yVl8mlqQw+j4ppWVyeztDdVJ/K8nlkdMPEpUoUyzqeSvWaJIrsWNPE8OpGgl4Vr9v5ibunJcDNW9rIFXXW9ESRENExcasin3pkPWOzGdob/LgU52hBQ8hTMbAUWNtbS5XF/CpdzX5aG7x43RKSVU96vS6Ru3a0c2Eqi88tM9TsTIxbG/zcvKWNfMlgqDPIlXJ5jyJwT+MExTMv0L9qF5eVZQo4lngDXdVXLd6Fb93NWKUsUlMfedFV5/4tKB7y5w8CoCemEPRyNeKkDGwhEu/EMg0INy3jwxRE6NuBt2kA/FEsl+3TZZomgb0fwlgYQ/KEwB1wTtU19CAF4xjpOfxrdiO4o2AAaoDC5ZO4GrsoTp7HM7jT8dCFpm4YnbdJUYOD1wPY4u7VN6AnpmxyWOnioOsQ3H4fRnoO0e1H8IYd5yh4w4Rv/jBmLo0UbsQUfWCB4IviHdxB/sxLuNpXIwSdK9vk9rW4jBRYUO6oEXTBU/M0s0wLXaqvdjVNC8+OD+Bq6UPwRTHbauPltiEElw9LL+Pq337NqTbRKMPcWQTVixG9Rn+oFbwjWCFO7zDyBZ2e1iCqIpHKXpu3x7sJliAjbX2U8NAtWJ4ghnxtiaT5dJH//NkDpHMaa7qj/OqjG1CX6xn1NuCZw5OMzdhRgUNn57l7e32vq+WgyiI71jTz/NFJfG6Z5thblUS7GrcNt+NWJVyqzPbBt65cdyaR58KELbQd6HDW70T8KvGIh9lEga7mYJUgCcDIdIaXT84gSyKfuH+t4/hi2eS5w5MYpmU7b2+2o2WmCZ//7hmmF/PEwx5+5r7VjuOTmRIvHrMjEu1NtfNbNiyeOjBOSTPYNtTE7vX1jvmGoTE1Oc+BUykUWWRHu7OrvkdPVufY4NYxLPsa6BUmSL/yTQByBx+j794BLOqJsRJtwbf2RgRBQAo1VhfQog7W6RdtYbIhE+q7rS5dV7BE3B1D5M++jKC4wBuuvmfNjZF8/ssAhHY+CE0b6/ZtmhbFF7+AkZpDCsURb7XbjliWRen8K7bPkSgRveWjjscu6EXkUCOupi70fBbdyAFhyoaOkZzGSNrnvljUHRNh/vwUqdN2U/VQpNkxHSkoCsmnPo+enkMONRK+7eO1OY6dInfyeRAlIrc6z1HEZPG5L2EZGp7+YdQe23lcMMqYpTze/mGMcgHBWqaJc3aE1Gk7Kh6KtmBie01NB9aSHnw//vIcyeha3JKP19J/QYDyqWfJvfptECVCD0WxrqTqfA02MS7nIFNs5/EAAJS3SURBVHjtHRvMU0+QefFLIIiE7/91jGbnqOsK3j1YIU7vMCbncxw5Z7fCWEwVuXdn13UbdbJE5YfO0c+niqRz9nPmycuLFEo6qvfNp7t+VDRFa0+ZsdC1eaRIosBP3j7ADeubiYXcxINvj8dKPOTm1q3tyIKAd5l03g+DtS0yN+1OYwELMeeI0fh8jmLZQJFFkrkSc+kSnQ0yOcNgZDrNTav9jCd0phZzODkkTs7nMCrX9bmxJIJgq5wSOY3piq5qLlkgkXGKNcD0Yk2zs1STNZvMU9JsinLy8iJFzeS1WdK8JnFkzK7E03STSxmVQYd9zMxnqnM8MpLno5XAlISO6A1i5tOIHj+SoDmKj0tTF8hXyINv7V7ESmCqvDiNrFdcsqeOY1lZ4GoBslzKU8yn8A5sBctCT0wjVgI3VzRGAFpytm5RBzBySYyUXRVnpOYwc2nEuF21Va2kMw07ZddXP15LzVAaO2HP0RsksP1BUKGoC/jX30Rp8hxqvJOiJeHkPnb1HGcc52jlk7Y2CNBTs1h5m6zLskVm+kJ1jvriFDgEXsqLU1iGfX2Upy4QMIsURA9mMV3tswfg7dvi5E+KnpxdMsfaeZxYLPE/9vkAH7KU58/Wm3jVq49AwKJ0+XB1jmZiqqpxMi69RPagnUL0WiDd8NMOR+8MQRAojdtpRiwTfXESYYU4veuxUvv+DmNNd4SOJj+KLHL/np7rljT9qOhs9LNjTROiAI/e2k/gx5yqu3lTK7/0yAZ+/UObGB6ILXnHQpw9BZdeRCw5l2KD3dJkdUf4bSNNAK+cned3/2off/iZlzk1nnzLPnd16SjBU18jdOprrNZOOG6jyBKaZoAFmmZWBfA+SeJXb3TT707w8GCZnZ3Ot5SBjhBtcR+yJHDL1nbMigC4Iaiyc10LggBbh5qIL2OHsKY7gs9j97Ub7KxFxUI+N71tQURR4ObNbThxbcUSuGtXF5Io0NsapLvNOaq2tlmiK+5GlkQeGQ4iivaxFGUfoe33Edh4G6EdD1KSgo7jla6NCC4vgjeEsiQVFG5sRGnsAkHEu/EORIdG44oo4mkfIn/+EFpqDjlaewBR24cQvUFElxdXh3OfPTkUw71qOyDgXrUdOWgfoyAI+NffDJKMHGtFaXOijHZvS6WhAwQR3+AOkO3fn88loDT34l2zG1fnGvwu5+/X1TZYm2O7c9SQcDOhHQ/g7R8mtPPBJSaQMr51N9lzjLSgNDnrfZSWPrsaT5Twb7qNgmgfoxnptI8RAU/fFsS483h3+2pETwDR7cPdUZtjb0uQ33mwnZ/dG+H3P9CDx8HE1bQEfDseBlFGaexGallyjEsKAYRr7HNpWRaejXcgyCpypAW53Tliu4J3F1YiTu8wGsMe/u1Ht6KZFj712isy3ivwumQ+cd8afurOQTyqhPhj7hzuViS2rqpPv0gzp0l+/U8AC8/QDSg3/kLV9frHjZdOTlfawugcOTvPUHv4Lflco1TzRdJLBVwO25iWyZHz8+SLOrGQuxqZkUSdrx/TePmCgiCY/PZ9BZod5G2JTJktg400Rb1cGE+gyGDokC+azCzmePimPo6cmyNfcE6zzCTy9LaGMC2LuWQt+iRJoBsWm1fFmZjLolnUCZNVRWA+UeChm/rI5jUWUiVwmGND/jK/1T+PGWxGnfkWujEECMiCQOrlxzDzKQRPEP+dv+g4xycmglzwfRzDhHVTAfZWCoOk5DiYJp7ejeRPPENszQ11OhhNUigsTBDcfh/awhQFXah+D8/NBsl0fhKXBMakgJNHqKLlyCPhv+2TlMaOo2iFqnN4aeYSnq51GLkUZqbeowjAzCVBAE/vRgqjJ/FsuRsA0TJIvPQNjPS83XLlrp/HqS7PyCbs/nGiXHUar0MxR+bo9zELGcTJ80Sb7dCXZeqUZkYIbr0HPTWHWakOfC2sXBo51IindxPl2VHcQzq6KCOVc2RmRvD0bUZLzkLZuTJU1w2C2+8DQUQv1Y4iMz3Cf/3WBLphMdRW4rfbYuDglWR2bify8SEsScUQa78SJdaBf9NtoJdRW1c56rNeD0bLRsIf/W+Ykowhvjcdwd9rWCFO7wKosvjaQqB/lZBFAfktTEG9FTCyC1wRCWtTF1AxsN6hQG1HU6DqpdQaf+t0VOfd62jtzWEhMOVaywaHbYqFEvmiTWoWUkW0UhHwUtRlLszbr1sWTOdEnOINC6kCj71w2Z57gw9dFwETwzDZMtjIpck0G1c1YizTmnohVeTYBTulvdTraTZRZHQ6w+h0hoBXwXCoqitaBumCxpOvjOFSJT54m7PjuiFKeIQS5vxp5GgrYqVKTCsWMCtpJauQRisW6sTdAPNpjf3n7cq01mhtYRXdXvTENNr8GO6udWAYdXdeXdcwJs+SrvQzK4QGq4VhLkGnUz+FoJlMBep7uIFtFaCd3Yd21k4Vmr12xMuyLLS5UbT5cfuz2p2rHhEE1Fg7ZjGHu30QKtRO0Ap4OtdiFrOIbv+yBph6epbccbtfnHdol2OqzizlMQt29aWZT2GUbAIsiAL6/KjtUQbIgXofJQAjs0Dh/CsUztu+UQErhU4Mihn02Uvos7ap5RXzz7rx6XmyB74BgG/zXdVf8WKygF4pvDg/U0TTylcspuqPU6knVNrFl8gefgoATzGP3FLfp++N8NreeCt4d+PdtUqt4B1FKl/m0Nl5/B6Fzf0x5GsUZ0upMfTxE8gNHRhN742Qs9i2Fnf/VrSZS/j3fgTDeuey2zdusD2cPKrItiHnyqE3Qkk3MIyrpbvepna+n7bJyNYm58+NeSTet72Dg6fnuGlLOz53pd0FBvfd0MnJyyn8HhF/JOw4fn1fDMuCZLbEhv4GzEpAUZZFYiE3qWyJaMCFvEykcfvaZoI+F6IAq7tq++hp9rFzTYyz4znev7d9ibdPDaYhIAqwbU0TLkVCWmYfWmwAY/wMQnoWvW93NXI1IbSQHf5VJuZytMV9+IQWp4p+dvd7OD3pRZUFdvbWIgdGtJPinl9AzyQRmtpQhfqogihLZPf+KsdGCzSEFHriNSXRJu80Vi4JWLR4JoAtdeOtQJzIbR9HmxtDaezECtg6M0EQCGy6ndTL30IONaK0r3aMiIiBRqScrXNT452IVyoElRC5Uy9WtUWx3vp9A7j6tiK6fGCaqB1DjlEpQq2E936I8sxl1OYerKAtRLJMgeC2eylePoboDSK3DTkbYDZ2ERi+CyObxNW2ipIUBkB3x/Ct3UNx5IRd9eZ3LpxQu9cRRMMyLVzdG7hSijPQKHHzmhBHx0t8aHsQj+pybhmzDARPqPq35Atfw8jKmGIC4/JBBJcPurZiiT9emcIKrh0rxGkFVTy2b4QnD4wB8IsPr2fbNVRuSXqezOP/AyMzb1eHPPoHGOHut2mmPz6Y7gjqbZ/GbRoYP2J/KAuL85MZ8gWNwc5w1UTyzeKZw1N8/Tlb6CuKArvXXlsFz0unZ/mn751h40CcD98+UN3/obMLfGffZcDmHT3N9U+/CU3ipRMzxCMenjk0ztreCHFAFkVyJZMzowk6mvwMLKPRG5nK8PiL9j4yuTK3bG4mp9n7+9y3T1d9nH75A07xLjh+YYHvVtzVDauboUr1X2PhMh9Ofw6rtQEuikirfqNurKLY7WDOjiYB6GkN1W0DsG9C4fGL24j4FHyH3fybdbaAvSi4+F/P2D5ULjXDrz7qXDLenniZ3+lMgKHjTrZCJfZ2asrgT76ZBkRWt6f5v3+i3txPsODvn1/k1KgdkfmdB9qrBVoSJoTiYJoIkuhYsSZpeRae/QKWVkRQ3DTc+0vo2D5OmgVKpAlB8WAuScsuhZVdIH3w2wDoyRnC3ZtAANPSlpBRAUtzHq+NnyZz0G5JEsCE5vqoi1hMsbj/a1haicLlIzTc+0sYgCgJZE7vqwq8Q94gNK6rG29kFqr70DPzhPp3UcSDaelY5TKSP4Kplapp5Lo5XjxUHY9pQMzWi/mFIj/hfYEPrvejGgrgbL4oajmsqdOIvuBVfSKFwVsJSTKWVkTq23VNpAtAO/IYuSNPAhC8Q4BuZ8uHFbx7sEKcVgDYT6aL6ZodQq54jT9/U8PIJe2/K/3U3iuwLOFHJk0AJy4n+W//bPdgeujGPh64YRm/m2WQytWe4/PX+P0Uygaf+dZJNN3k+SOTbF3dyIYeOyVSLNWe74vLfG6uoJHOlUnnyraLctlevsumxdOvjJPOlTlxcbFqklk3fsnnprJlNM0eX9QsCiX7vZJmUFym5VCxVBtfLNYUQmYph5VPQj6J4A0jmPUuOoYuklhybZfKzseYLerMp8rMp8p0N4sYhgEIFMtG1RizVDYoLDPeLBfRLtpeTGowUk0F5Qq1720urWOZRp3FqmUZzKVq2+VyS3Q6eon0y98CILjtHsd9o5WqpMbSitW/dV0ne/hJtAU7VadEmx15gblEF2TkUlimbpcOmQb+9TdjZBbsykLnvV/1ezfLRedkdimPpZUq2xerLuamaWIsSQGapZzTaNBr58fMppCsIggepHKG3PRFXM3daAuTCEXndKK5zBzNfBoru4AiChQmRnBvvq9urCCAdvAr5I8+DYJI6MHfxmy006am7IHVd9pTdJ45APmyzsxigYawm0ClO4AgUHV8B7CWcWZfwbsLK8RpBYCthXhgTzeiCLGgmy3LOEgvB0MNEb770xSOP43auRYrvoxJ4L9izCRqi9P58QSC0H1NQvPbh9splnR8XoWtg9eWqlNlkdVdEY5dWECWRBqWWC4Mr24ik9MQRNi62qGOG+ho9vKROwdJZks0Rjw0hmwNjyhYtMV9LKaLiAIElrGQWNsbxTBNUrky6/saqnYE8SB88LYBjpybZ11fA00BJ2m6nerL5DVEEdb01siZ3rKGw+t/g/mUxvr+CDHkOnG4BXz8fZ2cmyoScAt0tTrrw7b2hdjlLiMWkpTb7AozsGiJiTx62wBHz82zvq+BzrDzMXq6NyCIEggirs511XTV2p4wD2+Hi3Nl7t0cwRTFOg2QKYh8YofCd84qdAVNhlpq+zCyydrxZhPO+iGXn9ANj1C8fBx39zpMVy1q6OndhBJttnuhecOOi7vcOkBw2z3o2STujjUIFSNRQVhCqgz9qlYyS+HqXIdZyGCZJu6u9Y6pOivURWjXIxRHjuPuWY8Vsa+1UskiuOUOsqf2IQdjqB1rnMd7AnhXbcfIJVHjnRQsl93ixhXEv/FmtPkJvIPbr/LAWgp32yBmIYtlmriWpiy7h/HkEmipWcK7Hqas1lddCliUx09VJmJipmeh0Vlv5oSSbvK33zrJ4bPz9LQG+bVHNxLwKFgWuLfchwCIgShS99Z/tb3qriesEKcVVNEZ9/Pph9bxwxaNGW2bcbVvwbKsZSS+/7qxvidGf3uI2USBe3ZdG2kCCAdUtgzGUWWRgPfafrqSKPCz9w5xYSJNZ2uQ5pC72lC6vyWAtaUFwRLobXEWqSYyGq+cnuXMSIItg3HaGv00BNyIlsjw6kb8HoVoyIOyzLTOjSV54egUQZ/KQqLA7vX2opkuiHxn3wVu297N9/afp71xo1PBG6dGkrgUgZJmcW40wZY+2zLi7FSZf3jGFo2/Mq7zuz9VP1oVTWYnpvn6iyk6G1Q+7i9Ba31kTJg6gXrwnwG7TYqy/ncpoaNnS2xdfIxbQwnSyQjF4oNAvSVBcewU2WN2axRBVqB1GADf7HFuHv0GtwdiCEctAn2/xWvrvoqmyr4Rk3u7C8wWFF6Z87C3cihqUw+l8dNYhoarpd+R+IhakcUDj6E2dpM68BgNd38KsFN15dnLFEeO2//HnY1d9ZnLpA88DoA2O0q0UhYviCL5swfsSJEgEuuqT6EBlCbPYKleUD2Uxk8jtO+on2NuksWDj+HuWEvqlceIxdrB04Esi2SPP4e2OEF54qwtDm+o309RDqMViwi5JFrXTsKCgAkIpkb6pW9W5xi995ed3dVDrVjWQSxRxAzU0tzW4gSpl75uH8fEWQLtwxjS1To00xII3PBBSuf2I/kjSK1rqvsQTA1x5hQYGlbjIKZa/xtK5UocPmtfp5cm08wli1XLFSPSg3L7r2BZrJCm6wQrxGkFV+FHrbR/p0r1rwc0ht38zoe3YFjWD+WK/v1DE3zlB7ZR4M8/tI6dq68t6hTyqmwfaiQS8ZFI1NIhLxyf5stPnQHgQ3es5qYN9T3wcnmNMyN2SuHQmTlu22ovwIIocPjsHJphcWkqTeMN3Y779rpl2uJ+EukiA6siGJa9RBimRbZo8cyrY+SKyxPueNjN/vEkoigw0BGuvr50e8M0MRxySZoJ3zhqp65G58uMpx3btYFVW7YES6+k6sCrJ5BH9lP2x3BnzyAP3gg4GL2aZiVKBZaxJB1nmVAuoidmkANRu4fta8JGKjpNfoE/f0nEr1r83I2Z2vznx1Cb+xBkmfLsaNVY8+p9W6BrlCfO2HOonAjTNKvpMQCzVHLsxLj0NcvUEa40qjZ1+7hEGUzddj93gCUqnC/7MYsCg6GCY1SsYgJG8cIhEMTqPgXBwrJMzEIlTeXQZBdAM02+J98GMZFVpsSGynaCaac/K5MH09kQwIr14r71F8CyrrITEArJ2jZ6GdHSMLiaOAmCQPHcyxTOvQKmQahlDXhtDag4fpDC0ScxSwV862+BVbfX7Tvid7F3YyvPHZlkfV+srr3Sym3z+sIKcVrBux4XptK8eHyajkY/u9c1o7wNrVhmkgWeOTyJS5G4eXMbIa/9NFjUDJ49MslsosjejS10NTpHZM5Ppnnx+BSdTQH2rGtBlpwrtyRRQHrN0mVh8cqZeU6NLLJpIF7VHr0Wc0vITiK5jA7kdXB+Ms3+E9P0tIXYvaaWkgsGXGxf12qbJS6TaosGXTRFvcws5ulrD1dbrpgmjM9lmU/axCS5REu0FAIQ9rtwqxLFko5g2Km6lojKT75vkHNjSfp2hGgLO3+3c8kCl6fSAKxaQpxCPoV7dneTzJToagogS/XMSZZENg3E+MGrk7hUiYbGZaquWgbQNz2CVExS6NxWfd3b0EZhzyeRpk9iNg2hhJy/n6mWG3k+O4wkCuxt8VTtBOTWAYLDd6FnFvB0b7RL319TOCXKFvf3lbhDOY4UiGFGa+miXNs2zLGjYOqIHRtwugLL3hDhGysVa03dlL22AN6yLPzrb0YONSJ6/MjtQ84Rq2AjweG70XNJXK0DmGYZRLBkH+EbP0Rp/AxqvBOWMac84hrmf75si/d//s41OMmbtWAH4b0fpDw7gqupG6vS084wwNu3GTnUgOTyI/ojjloqTfTxcPgQRnYR2b8B3RhAkMBwhfCv2Y1ZyCJ6/BiemMNoEBYuUj7xfbBM1DU3o0dsHynBGyK4/T709AKu1n5HuxEBC9njx9OzAVFxYy3RhOnTFylN2r0qS2MnkB2IkyKJfOR9q7hnZxchv3rNhSEreHdhhTit4F2NsmHyl/9ylGTGftJtCLlZ1+28cP0oePrQBE+8PArY0ZH3Ddt5kuMXF/nnJ88BcGkqxe9/fCuvDYuUdZO/+MpR0hXxdjzkYW23szu1E8bn8/zVV+2KoucOT/LHv3gDMQetz97mDDMLAfwukXW+BZaJmziipJv8xZePkM5rcHCcaMDFUIWAnLq0yLOHJwHbHmDYoUFxKmv3VBxe3cjUfI5SRRwuiiZ37+rm4kSKkN+1rL9UJq/xwlF7Hz2tQSRJQNctJhdLfP57pzEtOHBqmoYPbCTucOpiITc719lRnvCSc5NIl3m84g91Npxg+5p6UmRiksiU2bamCSy4PJtnqLt+H2emCpxcWEVZNwmdF/n4oAGI5BbmUF74DFgm4vl9lO76PfyR+orGi3MlNotnMRE5M7OWxooIW58dxcinwbIojp/G62AJ4DY1Fg98E73SNiXk8mK22Omq586V+NJL9ndy37DBIw7i7mKuhDI3CnrZ9m3yteGK2JGSzNGnKU/ZkcqgokJDvdOWmZqpVtWVpy7Q0LvJfkPLkXjmn8HUyZ87QMQXgp76dOjodC1CNjKTcyROcmqEhWe/AFjkz7xEQ7ABWqIoikXq3CvV1jDBnQ86jIZI6gzpQ9+1P2t2lGjvFgooJAsms1oDzQvnWWzYgJKTaHLgTuUzz5M7XkmlSjLCzooBZ2qqKr4vXj5KpGszcPV1bGFRmrlYPY+htqHqbUCK1c6HHF2+ubkqi2/YyHsF1wdWiNMK3tUQEPC51SpxUt+mJzXXks9dug9FqT19et3O/iqCAD6PXCVOS8e8GSiSiCQKGKaFIovL+mcVBQ8FrYhpGWjitd2ABQHW9zdQ1k0UWcS1ZI6KLBLyq1gWy0bzPC6Rkmbw6plZuluD1ZYrJiL7jk1xftyuZPrInc7tNrzu2q3G51aqFe6KJOJSJAI+lXSujCw771/XLbxu2daBLCk3l5cch0dVEBwuDwuBVK7E5fP24r401bcUOVPl+SO2ieL6vhiKrFAuGQiyhCBKWIYJkoQoOd82N5gnUFKHwTRpDklwpSOeZZI79aJ9vI2d+M36aKRmqghKLT1kLhFhq+rSa9P5/LgVi8zZA1h6GUFWCfTvwgJEUUSQXUiBKGapgCDJzulQsXZMgsuDeSXZJsgIigvJFUHPpxAk59/AxmaTH3hldNNiuNW59k6QVNvq3dARJBkq51GWFQTVs2Q75zmKSm3fgurGqkRuBUnkfxwOEfTez8J4mT/sd75HLJ37VX8LIqLbjxJrQ08vIJiOLYptn6UrUGs+W1bPLkL3Bm0riPYNy1YeruC9gxXitIJ3NRRJ4FMPrePIuTmaYj76W537hP2ouHVLGwGPgqpKbF+iHVrbFeHnH1zHYrrI8GC8LtoEIAoCw4NNzMTzeFwynmt0P2+OePiNn9zMxYkUq7si1TTha/HiuMzojK0DOdHXeFUf1JlkkUzOTlcpDuRDFGz37dMjCSRR4K4dtbBFf3uQmYU8gijQ21rvjAxgGAY+j4JLlXGrSrWxrmEY5Iq1+IkiO6coRVFg94ZWNMPErUpU5EMowL17ezl4aoY9G9sIeZzHu10S0yM5BEGgtaG2aMVDKg/c2MtiqsCanlj1c5dCMk0euKGDY5fTRIMudrQ6a2DkJQtzoaRXxfOC4iK4+wNos5dRGrtIqM6kNRqLkE+EECQJfyRQE/oateSYWchhOghaCqKEf+s9lMdPIwciJIIDXHGb2t2YwtosYVgCNzQ5l9rLloml28dl6RqyaKFha5x8q3eSPfEsrtYG5FCTY8VaqXEV+S0fxsou4OpYS8gwQARNVAltv4/8mZcIrtoG8TbH/a+KmvynXYsYQCzqdq6KE2RC2+9HT88jh+JYln2+CwUN38BWZF8Y0ROw/ZgcxgvRToI7H8LIJnG3r8KokDtfOM6v37XI8bE8fU0hmttbHYmXMnQLAVEE00Ie3FNLWTYN4OkfRpsdITh8F2VXfcjTssC34XZkbwDRG0aI1zolW6KC1bbJ/tvx7KzgvYYV4rSCdz3aYl7aYtfmeXStCPtU3re1PswuSyI738ClWzNMXj45TVdzkMn5HIupIh0N19YSZagjXE2dLYfIkgbCbldtkR+ZzfJHn32Fsm7y4N5eHtrTXSc21XSLixP2omuYFol0ifaYPcczI0mOnLcrfuJhD1tX1R+vZsLzlXTeyHSaXetsjZQkity5o4vjFxdoCHvwuJyf9l2qXI0yNUY81b9zmsGXn6qkQifTtDRsoNPhdE/MZjl5yW6l0RStEafJuQLfeNZO8Ry7sMAffGJr3VgBk4FX/pS+Sg813f1RaO6u266kwQ3rW8gVdVpi3uocY4Vxks9+3v7n9D6id4UxqE/VlWcuURqzO91LwVhVxC14Avg33oaemcfdvhrTwbk8aOZZeP6LVU+f0C4BWm1qrM6dYcfIswB4vbtgaE/deMso4l9/E3pqziYlmu1ZZFkWmcNPos2NUuY8UiAGHfWJtKOXMvzFkzLQROxkhv/+C/b3qGoZ5p77ImBRnr1MJBSHvvpcYWn0JMbRpwEolvciOlTVoRfJHn8WI7OAHIwTvtkmYYoikDz6fbS50cqxP1Q/FtCnzpKpVL8VR44R61iLJriQ83PEfvD/chMWXACh5fexYn11461gM9LQ7YCF7q6l+82ps9UUnpaYIta1hZLrajmAKEBm35ercwyEmqFvr+M8/zWjULYfpKIB14+93+iPEyvE6V0ACwvTtIXDK7j+4JJFtq1p5rEXLtHe6Kcp5n3jQT8EmmNe3rejE0USaQjVUjljs1nKlejI/hPTPLinu26sR5X4uQfW8vknz7F5VZzBJSRNlmtkR1pG1O6SJdrjXga7Y5wfS1YLnwTLZH4xx+6hCCOzBfJF54LqVLaMxyWxujvCy8cmEG+05+hSJXxumVxRx+OScanOt6SlovXAkoic2yXR1xakqyXI1GIWl1OuThTs8vMKcTJU56ilIAps6AnS3eTlq/vHq8TJcnmRoh1oLetRpo5iuZwLBESXF+/gDkxDR1ySytF1Ay29gLtziPzlE6h9N9RVtpmyiBRpwdOzgdLcGLLbV42ISNF2PAM2IVTinY7RGFF2kzvzElgWpemLRCutUQRBQArEqgu+6PY6jvd7aue9NaJUfLYAyYUUiiP7w2jJOSS331FcLixp7iYqzl5PhuTCt+4mu8mvx49WaWgrigKSL4Q2d+XDnNORoieI0tyHK96OlpzFEOzInyW7kcJNyL4gWnIOQV3m9zd9ktwLX0BAwLvjEYxmW0MmeoP2Pi0TORjDkOoLJCwE5Ehz7Tx6ljcDXQ6CAKJRuqqi7wo0w0QQRJbJVF8XWMyW+IuvHOXyVIYP3NLP3ds7atfRewwrxOkdxkKmyN9/+zST83l+7oE1DL5FHe9X8ONDUTP53kt2RdH4bJap+RzN4bdeBLqQLPLES/aN+2fvW1N9fVV7iOaYXfF2/56eZfMFw6vibB1qJBbxkUzmq6movrYQN21pA0ugr825HYnfLdPTFuHAyRn2bGzFXUlrGZbArfEZ1ANfpCfSTarjUcfxzVEPR8/NceDULA/f1IdR0ZEoisB9e3sZnc7Q2RRAWYa4dTT5uWN7J4JoNwmuvh5VCPpcnLq8yO1b29Ec/Ag0QyG56l6Knj5EXwRv2DndtLFRw3P4S0iHJ/jQ8IexawEtRsUunot+jJcOzbB9zSZuUtpx+gS1qYfU/q8jSAreVdurAnA51ETZ1MgceJzgtnuxTLNu0ZUtHU/vRjIHHkNp6EALtVfJleSLUMwsYhkG7r5hxwW77IoR3vMo2vyYPd5vi8klSSLRcycpsRPBE0CM9uAUC40FVX7jjjBzaZ31bSrClZClrOAb3E722DN4ejdiqs6pXNETwDu4A7AQvSHHOZqCTOaVx20tkOomcJ/dHqdctPCu2o7k9iN6/EjxrmVSde2IqovCxcMEt91LudLN2VD8+NbsJvvq9/Cu2o7lda6qsxZGQCthWiZWYhwqxImGboLb70VPzuLuGEKT64mxZVmoOz6E0r4OwRusCvffNCwD6+T3SB98HM/QHuTND2NWCNqh8/N8/omzhAMuPvK+Qbqbrs+GvyPTGS5P2TrCrz93kVs2t+FR35vVg9cxv31v4PjFRY5fXGQxXeRfnrmIuBJ1uu7gUkT2bLS9j0I+F23XmKZ7s0jlaqX+S1uuNIY9/P7Ht/FffnkPN6xZPq14ZjzJX3zlGF944mw1QgW2o3m+qFMoaUwvvtaa0cbEQp7nDk+QzpV5/MXLLGTsuYiWhnrkKxi5FML4EeT5047jL0ykOD2SIJkp8d39IwiVW08yU+YLT5xl37EpvvDkWVJZZ5+gExcX+d7Lo3x3/yinLtdaVIzO2bqySMDNTKKIINRHvCSrxJ89keCPDoT5Tz+wOD+SqNsGwJo8BZMnMLJJ1ONf5woDnU4UeeLlMdK5Mk8eGGdi3vkcFUaOoydn0BbGKY2eqL6uT52mNHICM58mfeAxFKteY6UZIpkDj2Hm05RGT6BPnqm+N72Q4UvWXXyeexlfcLZ7kFMjJJ7+LNmj3yfx9GeRFmwir+s6/+uZFH/0coj//IzIoYsZx/GX5zWmyz68Pi9PjXnRr9gildKkX/4WZiFD7sTzWMlxx/GirCCqHkTVc1X06ao5lpK1tjDlIkrRTr2KqkDmlW+TO72PzKtPUB53voaMsWN2SjCXIv3K47gM255Cys+TfvErmIUM2SNPQWLEcbyemkdbnERPTKOnZqqvmyOHSb/0TfJnXmLx+/+AWlpwHC/kE2ijRzGmLyDq19ZSSsrNkXn+C/Z5PPRtSFYiV6LIkwfGWEgVuTCe4uDZ2Wv63HcT2hp8hHx2NG3vxtarClDea1iJOL3D8Cyp1Gpv9GMu06ByBe9eiILAB2/uY9faZmJBNxG/88Lxo2KoK8pcsoiqiLS/5qnUo0qv+3RX0k3+55ePki/qHDw9S0vUw5ouWwS7mCpy4KS9kAR8znOPBNz4PAq5gkY87MFX0TJJLplCtAchswiCiBxwbtXTGLE1Q5YFXS3Bahos5FWIBd0spIuE/CqhgLMwPhpwsXlVHMOyiCyxIzAtkRePTQEwNZ/jnp31ztiyoLKx20+soYOZhRzRkHMqSQzGcbUOIHoD5OVQ9bcY8UusbvfTHba4nIRYwPm2qTa0w+B2QECJtdWcpQON1VSQ0tBOUfHVm1CKEkq8k9LIcRBEpEBNY/NyqpGuuIEqwYuLHh5x2LfgDaGuvRmheTXW9GkETy0ytKpZZXTW9v1qDDqf37BX5q+emMA0LXb0BxCVNjvq4/Ihh+LoqTkElxcpEHNM1RmlIq7ONQiCQHl+ynEfgieEf8MtlOdGcTV2gasS3TRN1KZu5GgzZj6DGGhwDJpKwXjtPMY60KVKSk71Ikda0ROTiG4fwjItV6RozdhVCjfX7ARCjRiNA5R9LQSNRUylPtUnCpB7/h/RZuyqy0C4GXp3O+7HES4/UqQZIzGN6PEjeEKVQzdpa/RzukLmG8NvT5r/x4HGsIc/+JltLKSLdMR9KxqnFbx9KJV1btjQgm5YlDQDURRWyNN1CJcivW0Vf1dw6Owco9NpdMOiszHAmjcQky+FKNg9CPOVJqJLCXvgKv3QMtECGX763iGmF/K0NvjwVoiTrsHMwIP4GtYi+2OM0oKTvaSuG9y0pR3LAkmwkGWBUskWnfe2h+i1Qggi1UjHa9Ha4Oa7L40gigJ719fMO5dqn2IhNy5X/c3aFKCzvZFTI4uE/S5En7PHVlEK4MtnMKYuoOz+KIoiUyrpNJDkV9sOop17CbV/G0UrDoTrjzGzSP7MywBI/hrxOac10r7nY0j5eabcfXQ4eHeboozYvRVPYz+iP4wqCVWCcltbBv3Ff8AydIZ3/5Tj3EuWQjFfRHzqf2P27ESxVETsVN0jfVl6pSIhr8KaQMaxrcdQg8Hv3RlgPq2xpl1GtQR0AbAEAtsfwEjNIYeW718pByIknvw/WKZB5KafrPOpAtAEFdEbRI21IXiD6HIl1WaIqPFOEs99ETkUR/YGHMcXooOE9jyKWcxihdoxKstXWfJybuAjaNPnkWIdDMrRun6FAJZh2r3sgKVe6Yuudv4mdwenTmf4yZt2c7voqv+GBAHLE67+WxZcXMvjkaH4Cdzz65izFxFjHRje2q/k/l1dNEe9BLwKWweczVmvF0T86tv24PhuwgpxeofR3RLkS98/Tzav8ckH1q6QphUsi742O1IjSyKxZaImy0GRRH7x4fUcu7RAV0uI/rYAhm5fa5ZlsXNdi93Q1alnCZDNa7x6dp4L40mGemJ4XU20RGxH5RfOFSiWmxAQGOxapj+8IDCfLLCQLLJtTROlSqqwrJn49SQ9ngwjRT/FknOT4WMXkxTL9pJ/4nKS4VX2dkFV577dPSymi/S3BdFKJq7XrJply+Llk9PVp/qGsIehznry5EpcxEhO2+fk5BMYw7cCENFmSZ17yf6s8weI9G3BvMoMwsZSfyndFKo3135xkoPTMJuNsaU1haLla9GS6oASpiChn9uH2NBNoWdXVYukzJ6iXLQjRsL0SVhVX81VzOcQL+0HQLy0n+LADrzYEQ2OfZu1i3ZFZNlzL1JXfVWdNnaC+MvfIg4II0Fo/7cgekEroE2dozh2CrW5B3fX+rqxAKXJs5glO4VZHD+D1Htz3TZSdobE/q9X/4/e3YQZ6UNRLBLHngHLtFOd0xegfXvd+MXpSR4/FeXCQpgPrdHZ0F0GUWUxU+bPvjMDBIAk/7Y9R19L/UOMpeWrxNYfaq6So4uj85was1OYX3p+khs3tePyXJ1uNy2LJ61drO5upiAF0EptDDueieVh+Jqgp6mOuAa9KrdtdtbdreDdiRXi9A6jo8HHf/zkToplg8bwtS2GP06kcmUKmkFT2I3g2O3qvYtUXiNf0mgKe9628HO+rJPIlGkIuq4y47wKFgw3a5QMEfM1lUfpvEbuDebYEHKxoTdGS2OgYvJnL/Qel8T+43Z65UO3DTiOFQSBfZWU2GxinN0VF29JkFEkkYIFJU3HJTvPvVDSEUWB9iY/Z0YWwbBdz1t9ZToCx0haAdb5LqIF6gkJQGdLgJ/uGAIETK0WjxiZLXBxMoPPrfDM4Um2rnYQBosCqiLy0E19FIs61jIPJ0pDu23KaOjIXZuqlg6SN4jZvZ1FQkRJIy0jfp6LD9O6Nw6iyLhUE5ArbjddMYNo3E+4PI5BfTpGkCW4+DL+wR0YpTzl7HT1PTnaSnDHA3aFkuJy3Lfb6yEfbcNanIBIO25vpeLMslDah9AWJ0GUESIOPfYAOdKCf8sdSIobQ9exKjolQZTIHretEPTUHO6ejc7jG9rRbvplLARCLDjOUfIFcPdsQpQkTMOopqt0HVztg+iJKZBk5GiLYzrwcilCe0OWTe0az466WYuChF1lecP6ZjTdwrRMGoJuh9GgrNqD5u3BskBuaakSmNamEDetWiDqKlNS/Kiu+vuwAOi+OH/0fBZZEvndtdcu4Bb1IkJuDssbxVTeHh3kOw2pnIZCCjPYjCU4p4XfC1ghTu8ChLzKsqaH7waMzeX4k386SK6g88kH1nLDGueowPWOkm4iCle7Z08t5nnilXFyRY31vTH2rKv373mz0HSTA2fmyBU1hlfFiVa0OrmSzl997TgnLy2yc10zP33XIKoDAdniuojy4t8hyAq5G34RsL+HycU8f/qPr5LKlfjInYOOT6+WZfGNFy7zrRcu0xb385s/uYlwJc0V9LnYtb4FAQguE2ZXFQmPS6ZQ0okGXYhX7AhEA8syKWsmpbKBvgwpCfpcXJpIkclr3LWzC0WxW65QLvKP8xs4NFJkQ3sPH9acxc+KKPLZx08jCgIfu7vmTh6LBZk+OMNiushNW9px6i8fVi1aYn6+9swFwgHXVeOXQlZVMlt/BrNUwB2OE6rwzwkzxj8ld3H0YoL1PUN82Ijj9Ato0qdJP/9FEEWab/xY9fWzWgt/8cw4icwCd24f4ANV68YaTENACcdJvfQNJH+Y0J4PVtNVkidAcfYyWCauzrWOpMQjaNA+iBVtRvCG8AgaJWzCe8SzlUxHM5rsYUhscawIFESZwtmXMbJJAptuQ9MtkMGSVKRAA0ZmHkFxI6jOC/5po4f/8q1JTMvi1+7pwrHmTJSxygXyE2dwdaxBqPzOTBOUcCPega0IigtBdSY+/eES6vG/Q8gv0rv+flRlE4YBMhqWVuLA6QSD7QFkswgOibTjI2n+69fmsSyLX3vAz9oKyW5RczxqfA1jYhrPupsRxPrZWxbcu7OLoe4oIZ9CS+TatEiiUaT0/P+heHY/atsQnvf90rIVitcrpNwsmcf/G0ZiGt/W+xA3P7KstcT1jvfmUa3gLcW5iSS5gv0M+MyrE+/Jyr9zE2n+7798gX//dweuqpo6PZrkB4fGOXByhheOTWG9zqG/0Xl59fw8f/vNE3z+ibM8tm+kKpCeSRSq5o77j0+TWKayTJk6BlhYehl54UL19YuT6WrF3ZMHxnAKCBY1k+/st6uNJuayjE5nq++dH0+x79gULx6b4sKEszN1IlPi7l3dvG97J3s2tpIr2ct6Qbd9oE5dWqBYNjCWSfUlMkUyeXvM4XNzGJUTOVnycmjErrQ6Ol5kouC8IM0k8mxf08y2NU1MLdQaHE8v5FndHWHbmiZSmSIlvZ5wLhYtXjphR3CSmRIj086VZacmy/y7b5f4g6dFvni4XPWgWchoHL1op/mOXUqysMz3Y86cA8sEQ8eaOV99/exMmUSlCvGFYzOUHVquKGaJ/LkDABjZJPpiTWCtzV4mf3o/+TMvo81cdty3VUiTO/o0+fMHyR19GqtgV5yJosjXXknz90ck/ulgmXMTacfx2sIERjYJQO7sAVSj4kJezKA2duLtH8bbuwkz7Vz1dWI8h26YmKbF8THnijMrs0Bpwq4WLI2dxErb17xLhOzx58ife4XcyRfQpi45jpcWLiHk7THqxWcRSvb3mExm2Hfa/n7OjGeYmXWumjw5mkY3TAzT4sRo7TyYs+cxEvb1UTj5HGrR+TegyiKr20PXTJrArsgrnrVTqeWJU5CefoMR1x/MxdHqecy/+l1k49oqD68nrEScVvCG6G0N4VElCmWD3Rta3pM6rMNnp3hgUKdsWRy/tEBbpa3HUkPIQlFb1iPp5GiCb75wiaGuKHdu63BMtxW1WjQkU6gtvo0hNwMdYc6NJRle3Uh4mco2s2Ud4qUDCJKC0NRffb27JYDfI5Mt6Nyypc1xjoJgctu2ThbTRVRFQlxyXD2tfjqa7CjMctwvGnDxxSfPki/qNITdbOizn9Z9CrxyapaybnJ5Ks32tc7RyKBXrRpdbuhvQKxMUnUprO6KcHokwUB7CEV1PvaARyGZKWFZEFoSFWuMePnqMxcxTYt1vTEUh2BF1CczvLqRp14ZI+hT6Whyjppock0clSoJGIY9x3ZviXVtLo5PlBhqddPhKzqOV5v7KJx5CQQBpbm3+jX0N3t4ZJMXr5nFjDQiOUQT06Ifb/8w2WM/QPQGUWLttbYlS5/aHdq1AIjeOGpzL+Xpi6jNvYheW8htmib3bgmTnc5SFt30tjhHOeRII6IngFnI4O3dRLli0iiofsxygdLYKZRYG57BXY5ptNWtHh5/NYllWaxpc/YwE3wNuFr6KU2dx9W2CsFv68wKOnhX70SfHwNJQW3qcWzZojS0Y7qDCMU0es8uTHcAdAiF/HxoewiluEhBCdMYDzvuf7A9wOMH7YjT6vbaeRAbe5GCMYz0At7BHeiqs5eZYJYRFi4heIIYfueU53KwvBH8m+/AzCzYFY+B2u/EMC1GZjN4XTLNPwQpe7dAjHYgBeMY6Tm8G25Dl996L7t3C1aI0wreEN2Nfv7jz++kUDRoib03fwx3xcZh/+dAELEGfgmwy9q3DzaSzpaZXsxz63C7o7qrpJv8r385Rr6oc2YkSXdzgA299VqbLf0NJG/sJZktcetwe3UN9HsUfvX9G1hIl2gMu5fVOH17tpXVm/8vNEtiai7AAxXu1B7z8R8+uZNcXqNlGdfyfNlkZjHH4bPzBLwKqzvD1fcKRZN/fvIsggA/8b5Bx/G5ol71jppPFqspuZIuMtAR5qUT00iiQGgZ0ud1ywz1xBAE8LpkrvRRFQXYONDAQEcEj0tatsGxblrsPz6NIEB7Y23Ry+SKVSI/Mp2GMnV3tXzBTi8+eGMvpgnWMmHDrpDFw5u9zOVFbuyTWCoV+3j8GImmMGEzgcAdjuMRBEI7HwAEsMwqcRpglMbpz0G5gNd/Ay75UfTX1H35xDLfF7fRtqWHhO6jVQtUm7oI8R7862/CMnTkttWOVXEJQ8E3tBvf0A2YCCwaCl7sFO1W7RXyY08gyCregY8D/fUfYAn41uxGkGRM08S80vTXLCG6vAS33YuRT2OWsvVjgXWBJH/8oVZME5rVtOMcLVm2DUj7h7EEEUusyRPMYpb8uVcQZBVXl7O5pK4EEW75ZcxiFt0TwdTtL8glwc2lpymPn0COtuJTf9sxnblhbS//OeLFNC2ammvExVJ8qPFuhMZuRHcAy8F9XhDAPPo42Ze/hiCrhB76NxhRZz2eIywTbX6M0tgp5FgbyubaGXr26BSf+85pZEngtz88zEDb21ud+3bB8DXhf/j3IJ+CYCvmezihtUKcVvCmEPW74Po0tH1T8CQvUgCwTAL5yerrblXivl2v3ydPEqAl5uPCRApBWL6k3+9ReOCGbsf3fG4Zn/v1f46aafHnT9lpiIdvrj0Vm5bF6HSGRKaE1y1XtVNL4RIMjl+w0xyZvIa1pPHsxLy9GFoWTM45L4yqJHDr1nYOnZmrmn0CWJiYpsm2NU1Iokim4FxVNzqd4ZVTtlfUeMzH+2+xF51CyeTLT5/HMC1EUeBTDztXbS2mitU5JjK1iI8iCqzrjTE5n2PrUBOWVb9kFk2BJ14eI5m102UP3dTHcH99ab0yf46bR7+MIMmIZxsQdthtSyYKbl4trKXHk+ZgsZ0NeTdDDnPU50arPc/8G2+rkuxyag7KdtqiOHIUcfsHEF4TGdN1k68eTNIYDrKQLvDo5gLNlXVZmzhF4eTzIAh4TBO5s74qrpjPon//c7XPe99v4sXWOGkVM05LL2MsTCA6rPdaNsG81IheLOKSNNqsHHn8WKaBqHrInXwBV0sfmM5+EfrUOdQjT9l/r78JoW1b3TZmaprC+QPV/z19WyDSj6pC6vLx6hxzC3O4HH5y4dIEmSf+BkFWUF0epA//KYagIhRSaDMXsVrXoS+OQGYO3M6WE/HGeoNYMzFJ4cJB+x9RIrLpfnTl6pudgEXx7L7qHI2FMbgG4iQUU5TGTgGgL0xgZefBHUEQBF6tmF7qhsXoTOa6JU4ApisCDk2S32tYIU4reBOwuDSdJZMvM9gRXr7q6zqGq387hbMvIaou5La1jk/My0GWRD58xyoOnZ2jLe6np3k5hmkhzZ/HLOUQmldjSs4i2OUwvKqBWNCDSxHpaapFXU6PJjlwehbNMJlN5vnQLQNYr0npeN0ePnhrP+cmUkQCLgbbanPsbw/z0vFpBFGgb5mWPy6XjKYb7NnQymKqiEuxbx2CBZIkYpgWggBu1fkps7s1RDToJpEpsntTazUl6FVF7trVhWFYKLKIdxnyONgZYd+xKURRoK+9RhpDAZUb20t4mrNkAnEkqb7IwiuZ3Lq1nX/5wQVaYl46Gp1TdZ7mTrgQxcouYA7eWn094hHIiEH++rDGjtUBot5lrv+lPdrUJRGlxl78G2/BzGeQm/uRvX601/A7y+Xl1+6I4188g+FrQI/UIpZy50a8hgamidS9xXHX7kAI712fxkxMIEbayHvtxVcUJdTVu9Fe/DKiP4wWH8CpDOW8uoaL42MEsZiROviQHK58cBQsy+7hpmkIfmefIcFda7kieJdJdcW6cXWtozRyHE/3BqyoHdXVdIHZ/vuZn10k4JHw+TocBexSvI/w7vdjFNJIsW4MwX5A0b0x9vX9Et96NcmegVt5JNBWJ74HOyV2eiyJacFgWxCpEt0U4t0ozb1o0xcJbH8QXa6/PkxLwDt8H+mnPoMUjiM1D1zTPcL0xvCuv4X8se/j6t0CIfvhw7Isbhnu4OTlBCGfyuCSSPAK3r1YIU4reEOcGk3xXz5/CMuCh27sXTZqcj3DaN1I+Kf+FEGU0JdpArscyrrJV35wgZOXFlFlkbB/M6vb6xcPceoYyW/+d8DCv+NhhI0PXtN+zo4m+MbztsD7o3f00Vsx3FzMlth/YhrTtNg61GSzmddIYTJljVfPzXPq8qJt1tkWIl5Zm/OlMr/4/g0gwNSss3C6rBukcxrFsolhmGiGvWyYEpimxYGTM0iiwPo+5z5hmmZwx45OvG6F2YVM1RJAkERePjHDXLJANOhmXV/UcfxcqsD6/gZM02IhWYs4NRpz+E79NRg6Zucw4pqfg9dQg7IgMjGbZdtQE5l8iVTGuXKvXCzh7d0G7gBGdrFKPqNSjp+Qn+S+4QZ85UP4xAeA+upKPdCKf91NIApo3sZqXZdaTJE69hyYOh6tbPswvaaRrFUSabr0OKVLh5FFGd/Nn+RKujixmEI+9SIARqCLcGf93H0UyL7weYzMIlIgiu/2n8cCDEPn6wsDbL/5N5nNiVg5H07UK2Iusmv8c2DqrOrcRtkYBMlFQTMxTQN311rKyTnyuuW8aIgS+TO211Vg+wOO5zeZt3BHWoj0baa4OEO6CF6/Hc35wXSEZ44UEQX49ENRR+KkzV0kt++rYBq4ezej9m7HsmQWsgaff8HuEPztI0mGN5n0OkiQXjo1w//+qh3Z+tn717Bnrf0dmu4o3nt+G7GcxfBEsZax87D69hBpHcKSPRjXaCdgiSryjg8T2XgPpitw1UPT5r4Y/+XTu1FkEZ9rZUm+HrDyLa3gDTG9mKvqcU5eWuShPT3vSYG4sUx4v6gblDWToMfZMqKoGZwfSwI2iZqczzoSJzM5zRVGU548jXvTQ3WRodfDxFytSmUqUVv807ly9fsYm8k46ofLusX5cXuOJc1gMV0bH/S4OXlpEQGBzmXEw5puMZ8sMjGXZaAjjFYJmZi6XZUH9hP91IJzH7ephTzffP4iYKc1P3i7rbNJ5crMJe3jWkwXmU+WGHBY9BaSRQ6etlMa4SWpSDE3B5W0ozx7GgwNuDqSJ2omZ8aSJCuEacMy5M5MzWIc/TZgt+cQhA8BFmIhiTBxjCtnRlhTb0AJUJq+ROmsnaozhxTUilyslFm0TxRQmrmIXC7BawwWJStHfnGSYs9elOw07mytlxqpWgWWtFw1Vm4RI2OnYo3MIkIugVUJDgWMBMboebyij1zQOb0UKU+Sq8zRNX8Gt1EgL/mglKN4Zj9XqKraNITs8P0UMrUqtWImhVMstZRNYR5+gitXiBHfgLehHQGB85VqTtOCbCIJtNaNN5Iz1VShNnMJn56nLAXxumTa4j4m5nL4PTLhZSw1ll6bk3O5q94zZQ/mG4qZBXTP8u7pbwRLVNC9zhG75QpCVvDuxApxWsEbYl1PjL62EFMLOe5/j5KmZK7MK2fmUBWR7asbcVfSkfOpIn/x1WOMz2T4uQfWsWOoXiMR9Eg8dFMfX3vmAv0dYdb1OkdNaN/IhTVusvkyw+u7r4k0Aazri3J2LIHXrdDVXIuKtcd9dLcEmV7IsWud7cf02k92yXDnzi6+t3+Egc4wTdGaiDxXKiPLIqIA+aJTswvAspio6J/OjSWrPk6yAHfs6OSrz1ygvdG/bNVWV4ufD985SDJbpqspgCpL6GWDeNTFTZvbePHYFNvXNNPW4Lx4dTT5CQdcSKJAW7yWZswGe/C0rkOYPUt+3UMEpfoFqCyI3LGtg68/f4melgCNYedFqtw0hHfPz2LqGlqgEdutxSDp60JcdRvKxefQeveQDPThRL3kro0Y40dAUlA611ZfNxoHUVv70WZH8Q/fQ0n21LkMlSWFV/s+yd89NU5P01o+1djClSXa3bUOa/JV0EuIyxhQ5gPteId2Uzh3AM/ANvLBdtzYqbq9+guULx8lAniW+EsthdLSTWD4LozMAu7Oteiiff2rXh/CxveRP/4DXN0bUWLOPmZ663qEkcNgahhtmxy3CTZ34Hrfz2IsTCDF2im32hE1w7R4dGeU//8TZTqiCuu7na8hqW0IdeIE2twovi13UZbs34DXJfOz967h9GiCntaQo8YPYMuqOPuOTaEbFtscfscrWMGbxQpxWsEbIh5y8zsf3oxhgUt+b1ZKPHlonMdfuAxAsWxwx3A7AGfHU4xWfH+++uwFtg81OlTWidy1rY0b1jXjViTUZc7R4VmZP39eB0SmXQIfuLaKZkwT9mxso1DSq/oMgLVdEYSbBAolnb6WoGPESUDk9OVFhnpizCzmKJRrIu5UVuPbL9rHft+eHsd9K4pET2uQS5Np1vXFkCsLqygIvHp6jg/fMcilyRQzCWfvlnS2jDZ9gWahwOh4O9ZG+8k7lzHwe2U+/f4NXJxMkso7i8sn53M0x7wYhsX0Eh+niZyLz07voiN6I4lzKp9aA69dNj2qyP4TMwx2RZhPFFjMOntNWeU8/3zKxVhK5YMbyzRXarOmUiZ/d7yLtW2DnDhe4qc7dGIOgQd14Tx633YsU0dJXIKuTfYb2XkExUNg0+1oE2cR+m6pG2sKEl/eN4tlwcXpPGcmizRUgi7q4gUMbwCkCNLcWeiqT7bNFxWeTO3g3ttu5cvHctxekGkHWyxfqkValHLa0VFDyCTIHPwuYGEWc/h77IYiipEnl5jGe+NPUR49jq+UdLQKCCbPUuhcjyDKuBZPQ+/mum18hRkWn/sCZjGH6PETubeRsiuEKMDAmc/yn4aaELPzBNO3QHN9s2bFLFEuZnG1raI8eRZ16A4sRHJFnf/9tWPMJYu4VYn/8MkdxB3cw3uaA/w/n9xhn9NlqjdXsII3gxXitII3BVkS39MXy/ySBf9K6gigtcGHLInohsnwYCOisJyVjkjQ8/o348QSbc3YbA5BEK4p6pQplFlIF9F1k1yuFhmSRJH13ctEuSowLRibyVKqeElpSzylsks8pXIF54hTsaRjWbBtTRMTs9lqrznDFNm8Os7pEVvcGlwm5bBKnSEw8Vkwdayh96Fpdsm5JYBhCDx3ZJKGsNuxKg6gLe4nX9QRBIGWhlqaSzcsOttjFIo6zTEXmlF/Pou6ztreKMlsmcZeD8uZcZ2fNXjxnE3KvnTEx/Bu+/UGt07Aq/L8mSztDR4a3MvIggspyqdeAEBed3P1ZTGfoDRyjNLIMURvEK9VhtfYESiWznCnwvdPlXEpEo3uGoG08klKU7bhqcfvnGaUylmePT7Ps8fnAbhznR1RtCwLtbELyRdElF2wDGEwMgvV86ItTiKaGkiAWUYbPYY2egwAs8vZdd3IZ9BO2GlKeWi3szi7kMSs9NwzC9mqSacFSJ0bkF593HYXD7c42n6YC+Noi1Noi1NIgSheNDRcFMsGcxXdW7FskMlrjsQJVgjTCt4avJfXwhWs4E1jVWeEmcU8blWmr7WmT+pu8vPvP7GdVLZMb0tgOf9BphbzHL2wQHPMy4aeaNV1eik29sU4PdTEbCLPg3t6rjlVN72Q5+WKA3ZHUy1dZZgmh84tkMiU2DzQQDxUv2gEPQofvWc1Jy8tEg972biqtgCv7oowPpNFEGB1t7POq7XBzeZVcRZSBW7Z0k44UGmXIZo8f3iS8Uoa76PLtDNRKbNvzW+SzFsMe1M0yRa6bi/suWIZURTIF42qv9NrEfKqNIQ9iKJA0FfTmrkUgZGxBdqjCmdGcjy0pz5SoUoS0ZCb+VQR07Bojzt7XUXjMfZsVCjrJm0xT9XHqVlO8u9vSGMkppEiLSAmwEG+nOnawyFtPZIosLkjxJVkqtW2kcBOHT2Xxt3ahyGa9dRNlHlkvcSmkEYkKBGP1BZ4o30zrsVJLEPD6nJuLesPh/iP9wUx5y4gxPvwh+xrWBAEXM29FEdPILr9qPEenKTxcqwNT/cGtNSs3fqkYrqp+VsI7f4AenIa0RNEinc7GmC6u9aiJ6awdB13zwac6LfZsoHAljsoXDyCp28zWlvNr6kU7bMtHLwhRktBHPTvSPEu3N3r0VNzeFdtR68UAUSDKn/0cITy5FmUhk4aGq/VN8VEnDiCkZhE7tiAEaq/hlawgqVYIU4rWAGQLWhsHGhA103ShauTEa1RL63R5R19NcPkf3/tOGOzNnn4vY9tpb+1vjIvGnDxSw+tw6K+6u3NYHVXhFfPzOFxybTEalGXE5cT/NVX7YjAmdEEv/r+9XUEL1vS+NZzl5hetNM2zVEPO1bbOo/TI0kUWcACTl9OsG2gXsCazulMLeQ4dHoWeZNEX5utQ5EARakt8rpDxAfgSL6Ff37WbkMy3htjw40SYCBJIi+fnKFUNlBkkW1rnLUn5yaSfO+lUQDu2dXNcL89x5hS4P9qfAF18QLJtY8gOFifm7rJi0enuDSZrh776o76CF0uX+L5I7aH15ZVMSRJAnQEyyLz4pex9DKCrBK451ccv74nLip8+2X7/C7KcR6urL/m4iiZ/V8DoDx7GVfzhrqIjGVYcOw7DOgFjLEUOc9HcVW42bdHfEwb9+NWRTwXVD7k4HEkFDKEXv5re46XVLj7d4A4oiiSPrOf4mX7+hA9fmis98oy8inUtlW4ejagzY9T7dtTyqEnpsifPYC7cw1S62pwcBsoT11AzywiCCLa5Flo31G3jSl7YeuHCW97lJJVI7+SJOE69xTZ0ZMAdN4gQce99eNNkIMNKJEWjEIOGftn5MpN49v/N3hLebgg4WkOo8WdnLacIc1fIPnY/7D/jr5A4OE/xJDevQ3XV/DOY4U4rWAFwOxinheP2f3B7tnVfU1jTYtqxRZAseys0wGuOcq0FCcuLrCmJ0pJM7g4mWL7oE0eCuVa6iiZLTku6roBmXyNEC4d0xz18tyr4yAIbB5wJi6ZvMb+43a06+lXxhiu7NvCoqslSEPYg0uRkJYp5c6VzCWfVUbX7f0bukn5SvpQN9GW6XVnLCFkxpKwVHN5FHHmJBYQOftNlE27eK3KSeS1KUjn70DP16wYMtkSmqYBAppuYOmV3m16GU0znG+cSxoUS1ot3ZsrlKozMnMpDKhPZYkWFFJoabus3ijXxhfLJi+fsl+/aXN9tRmAoZUR9XJljhpmZb66blTTYwCm5twuBtNEX5y0iZfqse0iRJBKGZIn7fRj4eJh1K71Tk4Mtilker6yj/LrekYvJU0AlqVjFZdUY+rOc7TKebJHvw+AHG5G2WkCIuglrHJljGlgac46u+WQzdS+dzOXxDR1WCFOK3gdrBCndxjFssGLJ2ZI50vsXNNMc+S92dLk3Y5d65vRDQuXKl1VcaPpJi+enGYxXWLbUCPtsXr/Fpcs8tP3reGFo1O0N/npb3M2APxR0dMa4otPnQPgxs21VNGGniiP3NzH9GKe24bbl+lVB7vWtzK9mCPsd+FZYlRpYXHnzi4QBMxlNEY+t0zQp5LOlWmJeZErAnhRkGiJ+Th1eZGgT8Xndb6lxMIebt3aTjJTZrArgmWJgIkkGtwy3MHsYp54xIt7GWF9Q8jF8OpGBEEgGqwtalk5TFCSwdApNQwgWHJdxRqixftv6uLl04s0RTy0R5xtJba0yyQ2epkriNzWSyVdZZEOdBDb80HK46dQ2waZD3U4VtXt7BIoGE3IosDW9trrWuNalI0PIqUnKHTtRnagFSplhPW3oI+fRPIGUeK1yoHdAx78UhzThI29zpFPj0umsOvjiJPHMFvX41FtamZZENh4K3lvCMkXQm1f4yjuNuP9PJ/uYaass6tFpbOyNGjuMHKsDX1hwo5WhZyr6ozmNYhlE0wDo3XjssRJmjyMNnUGpXUIo2WDPdYQ8G6+E/Hcy8j+MELvDkdqW46v4tX1v8lcxmB7vx9PZY7lUDfhW36K4sXDqG2r0Js3OO47mSvz3JFJTNNi97pmwn77OhqXOnEN3EegOMll73pWW25W7sIreD2sEKd3GIfPL/AP3z0N2JVDn35o/Y8UlVjBD4cTlxY5dXkBTTfoag7QVdFJHL20yN8/bn8/Z0YT/O5HttSlwTTD5PNPnCFX0Hn17CyDHWGGOsJv+Rxv29xGe9yHS5GvSgV6XDL37LBVIeJy5n1YnBldZD5ZpKTprO6qaZlSuTLf3Wcba96zjLmpIkvcsqUN0wJVkVBlofK5JofPzuFWRI6dm6Mt7mwMKIkCsaCLeMRjj62srHGlRNiY50RSoC9QIC6oQL3OKp0vk8yUMEzzqn6JYzShrPl5hOwCpVg/ayyHW5ohI5o6zVEPbtHCMpwF8O7UJe73jduthTIigmCnm7RUivSLX0aQVYojx9HvWA3BeuqUyBnMJ4qYFqSa3FUnorPTBT73gxAuNUb4cpl/97H6OZYsmeLh72FFO7HGz1LyduNutY2gTl5O8i/77YiTaUFXd/3cXVaR0v7PIUWa4aUjuO77DSxAUWQSx59FS8zY1Wy+EMTre8EdGLf4P09PAHDsso8//plmyoBo6ni61kHXOgRZQSg6t+R5etTNl1/qQRTgHtPFAw7FmVJ2iuRjfw6WCa9+j/BP/mcMXxOCAH/6spe5xHYS2TKfiLjY5uBBe+TMDP/nGfs8HB8v8Ie9PVyJ3Rn9t+JadeuyGjmA549O8aWnz1fP4/2VVkptTWG+eHI9Z8baePjG/irpXMEKlsMKcVrBvwoIy1bD1VAqG5iv2ciZhjijUFo+RfdWQJFF1jlUzyVzJf7piXOMz2X5yB2DrO2qJx6qJDHQHqa1QUdVRLxLHIo1zUSRRSyLatXda5HJl5lcyHNmJMGGgQZ6ivbKZpkWa3tjPHdkguYGH8oyESPDMDl6fpHZRJ5bhmviW1EwuXn2n7ipow9h9jya8BuO4xsjXk5cSiAJEA3ViFOuYPDtV3VioSZyI4usHaoXAAkKHLyUZX1vhJmZHLMZy7HXHKZB7sxLdi+0eO1zrkTXrHIBBHHZY/RS4Oelr2FJMtNWzRXesuyFulDSq1GOujnKCqeHfoFvHsnSGrR4sKFGzJbapi13CV8hg1dSVlYlbXeFR5v51Ot+QrZcOybTgrJVaUeCXWUnB+PoqTlc0WWE06oHtyojSYDy+maOguqpzq92ABbJbBldX575vNFvcZlnhjeE1yXz03cPohsWsoNGbgUreC1WiNM7jE39MX7qzkHSOY2daxtXok1vNSwL8dILlEeOoPbvwOzY6rjZ8Ko4qWwZtyqxZkll2bqeKB+/Z4jFdJHtQ02O5EuRRD798AZeOTNLa4OPVW9Tqu7CVJqTIwkURWRDT6wqWD8/nkZVJBqjXo5fXHAkTqIgIEkiuaKGorhQ5NoC0d8eolDSEQToW2buiixy4KTtZv384Un2brBTSZZo66qaIl78XmXZlX0+VeTMqN2geP/xKR7e2w3AdNnL7OCvcnI8y+qhe4hrYYd4E+SKOvGwB0EQyBdrBHWgK0C20EoiXWJNTxTDcnDZMsvcOuDi+yemaI8qrGt1TndNxLZzeKCPuZTGjasjbKgcy4LpJ7jjE/jTl8iHekhbYZzMH9pyp9GTtri8re0cYFfAben1k7+pm/l0ieHeAEXLqksFFTRoUHL8ZttLaIFWJkqtNFXeG+71AxaGYbG1zzmiJ4ebCe9+P8Xx07jbb4NQEwZQKun419+MHIojuv0ozascU3VDbR5u3Gx7hA20+XEBJUBw+bB6dnJpoURjazfuQNhx/3d1ZbmtfAJME6V3O070R/c3cWb773LwQoat/QGGfRWdnAW/vFtGnl3AcvkR2x0GA+uGOvlY0WA+rTG8KspSpZh89nsULh9DbenDWnsXiPWVpXs2tGBZVjVVdxUsVkjTCt40VojTOwy3KrF7XQuaaeJf6VP0lkNKjZB88m8BKJw/SPjDf+yo03jpxAz7KuLw5oiX5opIRZVFbtrwxk6VXU1+upqutQy6hlOjSc5PJFnTHaWvxblX3onLCb72zAVkSUS6TawSp1S+XBW2J5sDCKKdDVkK3TQ5fGaW7tYQo1MZhpaQq5GpdPXYQz6VnavrBeIWAj63XCEwbqzK879gwYkL89V2Fh2Nzq7PIb+rGvXrbAogijYr0Q2Rz35/DMuCA2cT/Mqjzj5FC6lay5XIEmfoUxfTfP1Zu5XL8YsL/NufqSfGgiXwmR/MML1oR2PiPog114usj0+U+fp+mxxOpw3Wr+0EBDRD4HtTDVyeUulqCTLsd2aHJVekupQX1QhX6JkxcpS9xz5rz2UhhqfzD3ltWxiXaNFw/AuYmTkUoGlHA2Bfg8rYQfac+RYAlnI7dDm0TUlMkHz+y4BF8fJxIvc0QaAVURRIv/ok5Rn7HAVFGRrrU3WtCwd4H4uk3X7aZ8aRhJ8GfGi5NH9zUODgZeiJi/zmrQW8DszWGDlC/vQ+AHyKithWb5swMz3H//r2GAAvn0vyR01hGpviiKKFMvoK2WM/QFA9hBUJfeC2uvEul5ubd9bHCl3zJ5l/5p/BMilePkY00IDWvaduu7BP5e7tTkYHPx4IloGkZTEUL5bgrLNbwfWB626l/pd/+Rd+93d/t+71n/u5n+O3fuu3qv9/6Utf4m//9m+ZnJykp6eHX//1X+eWW+ode99pTCfy/OVXjjGTyPNLj2xg0zJ9tFbwQ0J2QUU8LCgukJxvWD6PzOquMIWygfvHTGCnE3n+2z+/imFaPL5vhD/+1A2EvPXzHK/YHeiGSSJdqzxa6tsUC7qdoz4WrB9o4MxIkoBXQVVqT+tLXcgl0TkNZZoWmwft8nZNM7gS2BEl8C7p4ScvYzCo6wZ7N7VhmhaqIiLLIqWSQcANPo9C2O8ikS4ScDk/9buX6E6W/u1achx+r4Is1R+8aQlEvBKi6COVK+NS3/j79agykiQDBqIocuLCPOv6ohw7P8fwaud+YyeVDTRv9IMoMSX3UvHPRFQ9iG4fgieIqXixHKTTIiKmJwgZW8MjqLXv1OdRqt5LHvcyC67iQpCVimWCArKdLpNlEXFJXzzB5XG8PETFTXjmFWLeIILixqr4OCUtDwcv29fapbky05oXp253grKkf+AyqTqXIqPKImXdRJUl1Mr3IIoSufEzgJ0ONXIJ52NcDoobQXVjlfIgSgjqj1/abfu2mVgOEU8AwdQxDv0L6UOP4x7chbr7o1jy8hYnK3h347ojTlfwt3/7twQCtafbpqam6t+PPfYYv//7v8+nPvUpdu7cyeOPP84v//Iv84//+I9s2rTpHZjt8jg9kmRi3i4XfuzFy2wZaHhP9oJ7p2D4Wwjf/5voMxeQW1djuCOOF313a4hjFxcIeFRalxE4vxUYm8+RL9qtUWTJvsnqhoVR+c513byq9H4pOhr9HDo9g6JIVzW6Xdsd4RcfXs9iusiWwbhjOtG0QBRFLMvC71UxlpT9q7LIznUtCALL6ncawx4CXheHz82xe0MrwcraZOgCHY1+okE3LkXCozjPPRxwkclrZAsarQ1+zIqK1yoXuXlLOwdPz3Lj5nZYppS8sznInTu7EAWBtiUGh6IosGdTK6WSgccloWsCry2r00WZvVu6eHz/KBv6Y3iizpYL0aDdN69QNhhoC1Xn6FLgjo0Rvn8yyfs2RvEsox1ezGn87XMWoPPBW2oJsXxsFU/FP8W5yTyP7G6hz5R5bWwyb4hc6HiQlthZNE+MMbOdK/TMFCS8gzsAC9OhFx9AVgoQuukj6LOXkBt7yMpB3ECpZOJbswc50IDo8SM09jtPPtaGu3s92uwY/vU3Ucb+Dfiirexdu8hzJ+ZZ3RGgscO5JY8UbSMwfBeYJnJDm6NJZjQa5j89FKGwOIcn2kA4bKeFdd3EN3QDqRe/gugJILevczTQXA6lUBfhG38CbfoiSkM7evPaNx70FkLKzVLc/wXMfArvng9jROqppZifJ33ocQCKZ/bhWnsrVsPAj3WeK3jrcN0Sp7Vr1xKNOreZ+PM//3Puvfdefu3Xfg2AnTt3cvbsWf7yL/+Sv/mbv/kxzvKN0Rr3IYoCpmmxsX+FNL0dMBqHEBqHWKZRBgCvnJolFvJgmhaHTs/S1+ycclp2H6bJfKqE3yvjczlHBc6Mp/jey6MoisTEXIZbN9upmLYGL7/0yHpOjyTZOBAjGlhGXCvA8FATpnl1zEISRbYNOkdBluK5wxOUygaT8znW9S6JbAq27gjg4Zv7HMeOz2X59r7LAHz56XN0Nw/TEgYFkxs8l9hXiNIk6fRLaZxctSfmcnzz+Uv28cb93LnV3iZrufnW86cAmJrP0d/u3MT21KVFnj1sV33dMtzO9lX28bpdIiJgWhYNES+CA6kxTPjyDy6ymC4yPpulOeqjv70+sqsZFqlsCUWRrmq7YxWy/OOz9vn5/HN5frfZh1PlXy5b8yIqZmvVZ5dHZnj6iB1J+vsnx/ijT9Q3ulMFnTEtxAsLq/G6ZdZ01SIXBTmAduYl+1i2f5iww/nRsxnmDz9DJthHYOIZlK0PQwMIgkX6wGNoc7Z5qHvYQonXu7ub0xfIn94PQGr/14h1b6IghFFkkY/cvZa7dpcI+1U8y0TrLMlF5uB3AAje9gnHbaTkZbyH/gk1OYMcaUaJ/wJaqAdRhMLoCbwDWzHLRbTkLDQ4O9A7QU2OsPDEZ6r/hz1haHfWMr4dMC6/QvHCQQCkY08h31hPnCx3AKW5D236AlIwjuBbySxcz7huidNyGBsb4/Lly/z2b//2Va/fc889/Mmf/AnlchlVff2qjx8nVrWF+MOf3U6uoNHn4Da9gh8P2hp9fPmpcyiKxE+8b9U1jbUs+Nb+Ub7+7EXaGn382qMbiQXqxalzyQJnRxPkSzqNlfYhpmkhILB1VZytq16f/DRFPYiCgKqIREK1a9gwTU6OJCiUDfpaQsSC9ZVbkghNES+jMxlEUcC1JN0VD3l4/y39ILBs1Zffq9Ac9dDc4GduMY/bXak0Q8CjisT8ImHFxBSdf1thv8onH1xL0KtyeSKDJIOmg1uVuXtXF26XTKGsL7swh5cc09JoW75gUCgbSJLAxfEUN2+o16+5VGiKeVmspDeDfuc5KqJIf0eYTF6jKeqtVmm53CoBj0ymoON3y3g8zufohtYyhtiKAGxvrhGnoN9d03fF1KtSo1egShbZXJEtq+IspEsoZs1M84WFOJ3rPoEkWJxPNvBg3WgwPSEWe+8kTIbFhn7inprI34x2oXZswExNo/macKL1oqf2oCCHGtHF2jGqkkhH0MKQhGWr+gRvkOCO+8EC0Rd2fkjRSuhJW0OmJ6axtEoloCUgBRrIn3oeANf6OxzF5QCGaaEZJu4lKVpL9SNHWlHCDZQTM4jeZfb/NkHwhqt/y2HnaKYp+/De8cuwOIYQbsHwXP3QLxkFLEFa9vezgncXrlvidN9995FIJGhtbeWDH/wgn/zkJ5EkiYsXbRFkT8/VIeW+vj40TWNsbIy+Puen6ncKHQ1vX2poBW8OE7M5TMu2JMjknOqOlkdR07k4kWLbUBOKLHJpOuNInDJ5jVylIuzCePKa5xjxuZmez1M0TVqWRFtPjCT42rOXmF7Icfeubh64oasuXafIIp3NAfrbQximRXwJEZleLPDN5+3fzYMOT8sAARf0tIV55dQMt27twFURd5uY/MOFeLVi7pMPNjsZSxPyu/jmcxeZWsjz6G0DmIiAgWEYLKSLvHpmjo39DRjdyyyZllVNJy5dvVWlVu3X0eTHyXmxUBLYtrqRoFclEnQRWCbXls6X+HLF52dDfwP37GwHDDK6zMdvbWN6PkNzPEBac75tau4wB89Mo8oCu3tr0gGPYvHrexXmUyX6OyWKBnWpuoKhEI94+ey3T9PZHGD4ltr4vZ064v5vIhhlOnZ9zHHfsqnRlXiZ4qWjdPVsoNxyD2CbS5pNqzH3fw4r1IrWF8dRWRPrJrT7/ZiZBEpLL1ql7k+wDKxjj5M88A08QzegbP9JTLn+2rYWRsmdfBFMHb/LC831bV0IteLpH6Zw/iDegW1YQftKsSwLd/8wglFG9IURws4mm8lcic88dppz40l+9t411Sir7onh6dtM9tXv4Vm1HSO4TFne24WubYTuVrG0EkLHpmVJn+mOQGt9pFKaPk76u/8LKdSI77afxwg4u8Ov4N2D6444xeNxfuVXfoWNGzciCAJPP/00f/Znf8bMzAx/8Ad/QCpl+5UEg1dHb678f+X9HwXyMjqQ6wlXnnqdnn7f63A69sGuCC8cnUSWBLqag9f2HWu2/9GxCwvIksDm1XHH8UPdEVyKREkz2LW+BVEUEK+hBPq5IxM8f9ROGcmSSGfFrHJ8LsflKbsP24vHpnhwbzfSa1xvZFlk40ADT7w8Sn97mO6WQHWO+VJNUZIv6o5zn1woVCvvvrt/hPU9IbqaRfK6SDJbi47Mp0qO48+Pp7g0Zbe2ePLlMd63vR1ZFu12Iids4vPK6Vm2rWlyHK/IEi+dmEIQBN5/S391m0xeY++mNopl3T63OoR9V4+3yhrfeP5StS3Owzf3sX11/T6MJWnyXEHDMExbxF42+IvHRirvLPLL7w84zvHlC1kSWZt0H7yYoXfQ3iaSu0z8+OfoAsR5P76+/4j8GmGwUijwrRdGKGkG58aSHB3x09Fpj/dNHaKQmcUCvBMHkAfr01B+bZ7UeTtdVDh/kFD/dkR5AFkG8cTjGOUizF2EmbPI/WvqxjN7jtSLXwXLxJWYIti5AV0JI2bmWNj/FQDyx58hsmo3YnN9Gk1Lz2NkFgA7mqQ6/X6mR9FmR/H2D1OauYQ7OYrQugEBi8yLX0JbsK0cgpE25NX15OncRJrjF+19fP7Js2xb3YgsCYiZGRZeecye46kXiKy5GbFpsDru7b/XuaBne/W/a9mLIEDu8HcwS3nM2csY48eQ1791xG/lPv/2HPt1R5z27t3L3r17q//v2bMHl8vF3//93/OpT33qbd+/KApEIu+dCFEw+K+3ucDSY5+ez7FjbTOmZTGfKlz1HSczJXIFjZYGnyPRMUSRkQop0A3bb8fpGtkW8fH/+9QNZAtlNq9qvOYfdF9HpEqculpC1X2E/e5q2q+jKUA46K377FS2xGe+eZJCSefsaJJNA3F2bbCfbCMBN1sGGxEEO6XmNPd4yF1rudLgJeCViUR8FOYy7NnYypmRBAGfSlvM5zi+OeZjTXcUn0fB65FRRAV/UMWjLtAU9TKzmKch5MbnURzHm6bF9jXNWJW/r2zT0uAl5FMxLQtJFHA5/D6zRpneliCHMnPIkkAk4Hbch9el8ODevooJqoUgKEQiLgJehXjYzVyySCzkJuBzPkdt4VoSrC3qqm6TCkYwRRlMHatpNZrkJf6a8Qt6kf72IIfOzCNLAm0xT3X8XKiWwpWDDY77nvdGkIINGOl5pGADljdCJOLDNE3mGlbBwgQIIq6w8/gFvVz1sNAXJ1FlhUDEh642kG7sRpu9jOgN4WtsQXUYn24bIPvq9wBwtfQRdtimWGwmbRnkzx9ECsTwNLTgqmynd2+wiZMg4m1sx+swvrPZLqjQDYuNAw3EovbvUVfjV88x7jzH17vXGYUMRj6NEm5EWKby9u2C2bma0uhxQMDT1IH/bVhfVu7zby2uO+LkhLvvvpvPfOYznDp1ilDIzu1nMhni8doNJ522n8ivvP/DwjQt0un8G2/4LockiQSDHtLpwlUVVv8a4HTsqiLy0gm7ie2GvhiJhF3pOL1Y4L994VWmF/J84v613LSx3tNJAj5+z2r++clzrOmJsqEnWh2/FKNzOf7rPx0ilS3x6Q9sfFOC7qXYu76Z9gYfiizQ0xyo7iMSUNmxthndMIkFXWQyxToj1VLZoCHkZmw2iyDYjYivjC+WdE5cXMCyLFob/I5zz5YtHtjbw3yySDzspqiLJBI5JNPErUq0N9qLmCwLjuNDXpW5ZIFTI4v85B2DCIJGIqFhWnafwGSmRDjgQjcsx/GyLCAIAqJgt2+5so2umzz24iUm5nLcv7eHoe5I3XjFENixrpnmBh/hgJuQT3bch0sRee7IBIlMkft29yIIOomETrqgs31tix2BkkQyed35GKNhfu0uECWRshqqbjOrBehefxNmLgmtQ5SpP0emoXPLhjj9zV4iATeSXDsPBUshvPeDWKZBSXQ57nsq7yK68yfwZiYpB1qZyruQEjlEUcDTt5FsqAXFG8DjVZ3Pb1M/7q51lOdGCQ7fTV7wkU/kAInA3b+KMXcJKdJGTgyRcxhP+1YiD/0OlmVAy5DjPnA3E77r03aFa/MAeTVe2QfImx8i1DyI5A1RivZTchjfFvXwBz+7ncV0iVUdIVKpK/dhuTbHaBs5MXjVHN/oXifkF8l+539Snr5AYNf7kTfdD8KPL0IjrLmDcLgdweWjHF/lfO5+SKzc52vHHgx63rLo03uCOC1Fb6+t0bh48WL17yv/K4pCR8cyLQOuAa/XFuB6g2GY76njuRYsPfaAV2HnumZbfC1L1dfPjiWZrpg7fuP5i9ywtsmx9cPOoSaGV8WRJQEBwfGcnrq8SKKSLnrqlTGGr9F64tJ0ms88dpKAV+Vn7l5NU8RO9wy2hyiVDZKZEhv6YmgObVOyRZ2mmJfmBh8uVSKRKlbn2BjzMry6EQSBeMTtOHdNt/iH75yp/v/bPzWMrpsULYuybpAt6IQDLhZTzm0zzowlqpVq339lnAd2d6DrJoIgMDWXJVWxKuhrDTuO97gV4hE3oiDgccnVbaYXC0zM2QvN06+Mc+OmtrrxBcPii0+doyHkYSE9ze4Nrazvrq9qmlzIVQXkB0/P8OH39aDrdhuOixMpTl1eZLArQl97yHGOF2dLzCZFBAEaI0W2VLYJFibIHnkKAHHiDN7uYXT9ahFw2RTZ9+ooa/0LpFJ+svFuhirjE2IMY/9fY5kGue2fpNlh3zFXkb97QWT/WT87V4n8zG77+1UUkc8eNEjmQixkdR7e5mVruwN5yCTRFqdQwk2kDn2X4OCtGEJljq4otEdt7c6y9woBGm1zSsOE5ZrGSWoAyxfDUP0YSz9LdEPb5jfYB7THfNVG21d9B29ijsvd64SZi5SnLwCQeelrRFbfgq788Ga21w4VWjdVJmlHO99qrNzn39pjf08Qp8cffxxJklizZg3xeJzu7m6+853vcPvtt1+1za5du95VFXUrePdgfC7H/uN2xKl9iU9Qe6NNNEplg51rmxFfp+ed8gZPM11N/mqqYfOq+DVbTzx5YIyp+TxT5Hnh+DSP7LUfDERBeEPjVK8qEfKppPMahaJOe1Otiso0TFoa/AiCtayHlCoLtMR8TC3kGOgIc0XCIiFyYTzNoTOzyJLAR+5yLiNvj/vZtsYWPDdHvegVox/DMNm2tpli2cCjyuiGc7+/QlFnZrFgC4mXGJSG/Cpet0y+aDcuVoT6+btFGOqO8vyRSTwumdYG50WxrcHPJ2+J4xXLzBBDq3yULMn43BLbhpowLRNVcf6eFVlk//EpBAE+dGutAMUINIHqhXIeurdTElVeK6+WJJmPNJ9B1dKYukYyGAZsl+t98xGK0Z9BFi3MuQZ+0mHfnkCEDwee4p5hP2FO4wl8AB2bXOiSi/6eBnpMk7RTE2RAjLZhlgqUMufwbboD44dwtp6bncWyLBqXeOpddYzFJPMvfpUFK0RMOEDDTR/GUK+tklgqLmIV0lihdizxrVm+xEgrojeEmU/hGdyFIf/rTWut4M3huiNOn/jEJ9ixYweDg7b476mnnuKLX/wiH/vYx6qpuV/5lV/ht37rt+js7GTHjh08/vjjHD16lH/4h394J6e+gncxbu0VWJj341MtdrTVIjadcT//4We3k85rdDX637BR8OuhvzXEf/jkDgolna7Ga3+iDfpqlXDX6m4uSQKiaFegxcMewktK8rMFDa9bAQFyxWUqCgWBaMhNe6OfZK6ELNuVaS7FZHI+x/DqRhZSRQpFZ+KDACcvLpAr6ty7u5srBuUuVeKxF0c4PZKgvz3EB25zrng1TYtSSce0riZ3PrfMXTu7SeVKtMf9WGp9PFBRRR7oSrG+o4+IXMQrLQD1Xkp9rgXcp/4Kynl6t7wfSehBBxRFJOizDTyDPhVVchb0N0a93Le7G0kUrmpEPGHFmWj+GB4ziy51cZvDeBkNjDz5c68geoNEe9LV927qEfjyjEjZgA/Ud0sBICNHeU7ajas4S8ndyE1yFC82yY9HfHztmQt43TK/8JBDtRtgBloI3/JRLK0ADX0Y19TeGk6eucx///olLMviV+7LsXFtfXVmLpfnb6fWc2qyyLq2Dj6dy+G6BuIkpSdIf+NPMPMp/NsfQtz80I/0e7wCw99M8JF/h5VdhGgHppMZ2ApWsATXHXHq6enhK1/5CtPT05imSXd3N7/3e7/HRz/60eo29913H4VCgb/5m7/hr//6r+np6eEv/uIv2Lx58zs48xW8m9E08QN+3jqBldfxzt8Brd3V9xrDHhrDb81TaEvEuc3C+HyOyzMZ+ltDNEec97VtdSOqIqIqEpv66xf+10NJ0/n+QbtPmO0nlWTHkO0543erfOnps4iiwCO3OLsZm4bF6cuLGKaFxyVTrqQD8xrsWt/C15+9QHvcR2gZj6SJuWzViuHg6Vl+4nbbwTqd1zk9YlsZnB9Pkcho4NAaUJZFzo8nEUWBtUvMO8fnsiyki8iiyNFzc6zrjdTV+peLJQ5lYnzxmYu0x3381G7n6Jwxd8mOCgHKpRcR9z4IWCQyJbKVueeLBvOpMn0OczxyfpGTFxcwLTuiuHWVfX5HZ7I8cbpMyBcge36aXZvaCL7mMtA0g9LoCftc59PksnmuUIrY/Kt8tPh9BFHCPTMMPfXu3wvpEl96eQFbcbfA+g0lvA0ykiRw6PRcZe46FydTrO+uL4kXZ46TPfgY2sIkgU23I25twxTe/PJwZjxdrUo8NZZho4N595zh59SknQo9PlFi3vA7WKUuD2NhBDNvV0UXTnyfwMZ7aunEHxGGNw7ea9McruBfL6474vTv/t2/e1PbPfroozz66KNv82xW8G7C+HyOfEmnt7nWzuTNQu3ZROHMPgRJRm4ZfNsM9JzmuJAp8cefO0i+pNMQcvMHP7Mdv7v+p3luLMljL1wGoCniqTb5fTMoG7B5VSMHTs0Qj3iwlrjNXJpKVUnN6FQa1teXggsi3Le7h1SujN+rVCNGqgQ/ODiGaVqMzmRJLeOB1dkUIOBVyOQ1tg81c0XHEfQqrO2JceLSAoOdEUI+54VwbqFGvBLJmni2PR7gBwcnWEwXuW1rB7LsVPWocuRS1tZxAWcXRBwbj8R7sVwBhFKGUu9eDOvKHGU03UCWRDTdJOJgMArQ3x5i//EpREGgtz205PUA43NRZhby3Lu7h6C33gdJdrnJDdyEePRb4I+iR7tr77WtwZ2ZA8tE6drgeG3Ggm42rWrg8Nl5Nq1qsHsWAoZhsWNtM//yg/P4PQqDnQ4degEzMcNMYDVp3xY6Zi4Rt7QqcZJKKazEGEKwGcPrTNjXdIb49qFFTMtiXZdzAU5D2MvG/ihHzi+yZSBGLHRtvdqkhm6kQBQjs4h3w+22WWQl4vRm5riCFbxVuO6I0wpW4ISzEyn+9B8PYZgWH7p9gDu3XlsRgNmxjfBPdoCkYHjennYIZ8ZT/Ok/HcI0LX7ifau4Y9j2a8nky+RLNimYTxUplHRH4jQzX/MgW5xPwKCzS7ETApKBKgtsW9NkV9h5asRpqRP30r+Xwq1KmJZFWTNQJFfVx0g0JYa6o7x4bApFFpd1Hi9rJjdvbkdWRAzTxKqs/iXNIFMos22oiblkgWLJOdXXHdSX/F3zncrky3zkjkE0wyRXKDs20DVFWwu1//g0LkVi86CDjxEwQyORm34bUS+QlqLEKqdIsEym5/NMLeRoinoxdOdOarIs8rF7ViMKItYSejOXKHHw1CwA39k3wq2bW6m3OZJxbbyTXPNaFG+QaGMtFmOVsuRP77O36nBOtXlUiZ+/fy2L6RLRoOsqZ+27t7cz1BUhFvHQ4FcdhbKX3Kv4f496KGkGt667hY+IKgIg6nnMk0+gJSaRfVGkjXdjuOt/H4MDXfzJJwIYpkmswZm4BLQ5fjr4IotbwkSF0/j1FnTlzV/DRqCVwCN/CKUMZqC5mqYT9QK5J/8SbeIsUriRwP3/ps6ZewUreCuxQpxW8J7A2Gy2mio4cm6eu7d3XrP42vA7Oxa/VRify1bndPT8PHdt68A0LdrjPt5/Sx/PH5nirp1dNATrIxIAN7XmGZ31EnILbIllHbdZDrIscl/zOKcLcZpdJYbCxWoj1ba4j7t3dSOI0BxzjgLkS0a115wsCazu+v/au/PwqOp78ePvc2ZNZpLJHrKyJwQwQBI2UcQFlKqX2rohXLlKXWkVcUOf2tKLWm2vvY+it73XSr1t1V/V1ta24BVwrSjuVFE2WSIhkD0zyeznnN8fE7KYGU2GLCR8Xs/j85CTOTPfbyZ+55Pv8vlEZi50RWNUTjIhTceZYIlZJPhIfSt/33oAgJx0B4vPHks4bKDrEAyGCYQ1fIFQzPNEhWlmbjtdQVXB5uoYthJsKs3eAKGwToLNjBHlPVd0hZ0HIsuBgZBGbWP0dCL7q5t5+M39qKrCmNwWppRkoQHhQIDq+sgs19EGL1ow+qza3sqm9np6Z1cUQNtyVecWZaYkENKIEjiBPSEJ+6iSbte1ukr0rCIUkxWt9gDqmNOivr7dYiI3yvtnUlWKCyJ5v2Iddd9VoxNoW359f7+Xy0IhLBYTZm8N9R++BG2b9lPzSyAv+h8WKTFqh7ZzH0U98G7H7rLSMyCh54ETgGZzga3rjJbibyZUtTvy/aYajJY6kMBJ9KOTL52oGJZKRqaSmZqASVVYEEfQNBBKClPJTLVjUhXOaQuaILLx2RcI40yw4POH2hIwdjduRCK3JW/gWvtL5GR3/2BQlNjLk7pqhbxSLBYz5rRsjIyOxaq9h9xsfPsAG9460J7duxvD4FjuT5NJ5djeYV2HjW8f4L3PjvLqB4eorov+wTw6N5nstERUBeaV56MbkSdISrByyrhMdh1oZNKYdJyJ0ZfqPmt2sCNUwHZ/AXs9HZuYNA3e/uQIL7z2BUfqvUQrdacYMHdaHooCuRkOMlzR95Ade21dN7BbzShGZNamMCnEzEmRk2LTS7IY6QxEvX9MbjKnluYwd2oeBSM62jg+38WCGYVMn5jN7FNySIhxKk8NuFEObsNU/0WX61XpM/jZ0TNYWzmTg5lzo94LYGqpRjmwDVNLddfnDbWi738X7/5/dsvvdczEfCe5mQ4UBeZX5GKxRIJ33ZqEcuz0mqJCQkr0tocDmPa9jrrnVdRwjDxE6aNJGFsGQMK4coy0kTH70ht6YjqOaecCYB83HVIGuOSKOOnIjJMYFnLTEvnJ1TMIaQZJUZa5TgS56YmsuWomYU0nKaHjuPehOi8btkZKenxR1UxZcSZZUT7ctZxTSL6wEEM1oZk7Pphb/WE2vltJVU0LF8wZzdicpG73+oIaT75Sza7KRsymelZc7GLK6Ejw1fnD1IiRfyfFYePM8gLcrUFSXXYS237GFqtK2YQstrz3JQ67mZz06FmPW/1hkh1WCrOTqKrxtOd0aPEH2PRuJRDJwzRxdBrQvf2t/hAb34k87l9O7zixVe/2s+fLJgDe+KiKs6cX8tUWJJgNEqwK3/uXSXj9YRyW6H20mFQuOWs8Hl+QEamJ6EpkBiZsKDQ1e5k+MZsmtw+N6Ht46tx+trZldk93dcwa5qc7mDkpm9pGHxNHR99jpKAT2PoU/j3bQFFJ+c7daOmR4PYfX/ipbowEa2/s8TE6SjlBU6ARz19/juZpwJSUhvM796DbUlEUCH/4Z1q3b6IZhdRv3wZZ3XduF+SP4O7FTry+EGnpHT//sD2dlAtWEvryE8xZYwinRT/1aOzaTPNbzwGQ7G2CKRd1e0zY6sJ65jUkzqwnnJiOpvbNgQtDtWAqv4TU0nPRLUno6sBm/hYnnxPzE0aIONgtJuwn+JiZYDUROfnUIdVpJTXJRqMnQEGWE+fXdCJs7f6h/cn+eja0LYM1tQT48VXTu+XQ8wYjJ6oAwppObaMP2upgj8tPQdMNFGBsXvSgoLbZz5b3v2z/umx8JqRCIGhwuLaF6ROzCYd1apqiL4PVNHjbA5ycDEf7sqpuQEaKnbomP6kx9lcBtPo69jh5O+2DSnZYKSpMweW0YVJoLxvSmT+k8WWtl61bviDBZubyGCkPTCaFnQcbsFvNkbiubZtSZauNXYc8QGQ27mBLISlR7u9cHNrj69gHtbuqmXXPbafVH+b0KbksWzih21S/aoQJVn0e+cLQ0T110BY4JXXaMJ8UY/M8Pg+apwEAzdOA4vdAW+AUrNrZ9iADzV0LMVbHEhOdJEZZqdXSx2FxZKDbYqfQ0Ny17f8Ou2uJdaBfVxMIOvt+RshQzYRtsjwnBoYETkIQmRH5+Is6bBYTpWPSoxcp7SepTht3Limjqq6VkdlJJPYyR5OjU6CVmZqIQvfcww6bmbnT8njn0yOMykkm3dURpOw91MQrbUGR2aRQUdT9WHZxgYszyvJ4//MazizPpyAzMlugKJH6fO99FinUO3FM9A+vkTnJFBWmcKTey9kVBZhMCuGQQarTylnlBVQe9ZCf7STFGT1oHJmTxBlleSgo5GV2zCmlu+z4/JH6e9+ZNxZblE9sHTOf7YsEFb5AmNZA9DOTmmZwuC6SPXzBzJHty5G5aQ4uPWc8ldUeCkckxZxVG5HuIDM1AbNJJaPTjNP+anf7icCPdtdy2dnjSPzKmqKmWEmauxTP67/FmluMmjOhfXv51LEZBIIauqZHfW8A9OQcnOXn4f30DRInz0VPiuRL0HVwzL4E95ZfY80sxJw/mehb23XU6k/R3bWY8kvRHJHXUYwQ4feexb19E7bRU7HP+x56lKzatjHlBA7tAi2Mfez0GK8hxPAggZMQwKsfV/Gn1yJ7S7534SROnRQ9+3F/OZ5cUZNGpXLTJVNocPuZOj4jalJAm9lEepKdwuwkzCYYm9sxs9R5P1is/VWH6718ureOkSOSeHfHESomZFGYYcGiKpQXZ5KSFCmGm+KIPmvk8QaZMi6T2ZNNNDT7OPaSzd4QGS4zxSMLaHT7aG6Nfqquwe3n9Q8jG68vOqNjxqjySAtf1kQ2yv/ftkrmTeueYCnBojBnSi5/f2s/WWmJMfc4NbcGaXD7MZtUPtlbB225plqCBn/7x368/jDb99bFPNJvtZhIcdowDKNL8Juf5SQrNYGaRh+nT83DHmOPk144g+QlpeiKFa1TrTRVgd2VjQRDGjMmRv+9VANuWna/jyWzEO/u90meOL/9dKiWU0rqvz5EckoSTZ5g1JIk6tGdNP/1F5F+FE7Gft4qDFRUbwPe7ZsACOz/GPvUKsgs7nZ/KPsUkr77IxQg1EdLcEKcqCRwEgLaa8gBuL0xsmefoHpSckVRYMH0fGZOzCY704keCrcfS8/LdHBWRT6gxJxN8fpD1LsD1LsDKAoEgpEARzcU3t5xhKzURKpqW0lNin4isMUb4oXXI4FpQbaTi+eNa2s77K/28t7OBtKT7ZSMjj5j5WntmoLgmASbiQSbGV8gTPHIVDS9+wb5UFgDdBbNHQMoeLzRN3fnZSQye3IOvmCYCSPTMNrm7Vp9IbxtM0a+QJgWf/T5lIZmH8kOK7ph0Nzp9ykQ0Jg0JoM5Tiuf7a9HN2jfaP9Vmtr95/fezlp2VzYB8PaOoxTOi7JkFvShe+oIeOraOu2DTvGLbrKhmC1A9N9tw9dxKEBrrEY1NDRFxbAnYyuYSODLzzCljgBn7CSRYQmYxElCAichgNmTR1DT6CXRZmFKL7NyDxWqopCZYsfltNHY2DGzY7WYOFLvRVEUxuVHL4ExNtfFt+aM5vN99ZSXZLUfe9fRmDo+k3/urSMt2U5ajOSQxYUu5pTmcrQxslR3bJbLrKpkpznwBzWy0xJjlzNJTaBkVBqqqnRZBstwmjlv1kjc3iD5WU4SLRrQdbnPbDbxwc7a9mLNV53ffcYEoKrOy9ZPIpu7m1sCLJiVDxikOK3MK8tn/+FmRuW6SImxz6i8OJM/v7kPs9nE1KKO36GSgiRy3dvBU8usOWWY1egzTib3IcL7P0R1ZcLI6RhtCSgzUzr62/nfnWnJubjmfw+trhJTRiFaUm7Ux8Wi5pXgOGUeodpKHGULCbfVqtNNCdjPvh57YxVKcpbkRxICCZyEAOCTvfVU1bYSDutMHJ1GToyyJ8PR9KJMXA4LiqIwPsbm8PQkG3MmZ3PK6FRSnTYctsgHq6ErWC0mxuW7sFnMbbM73R2qbeXDXTUk2s384+PDzC7JxDAiM0ZP/99OgmEds0nlrivLo95vMauRmSaF9jp5ANV1rWx4+yBJiRa2fVpNedFMLF8Z1YJapEzMMYEYG3A656BKsFmwoBJEI0VpJSHUSCBoYA82kqYkQbeze7DjQCMHj3gwDNh5sIm8ttm70KFPcXzwOwCUhs+h8B74SjkT1QjT+tp6Qkf2AeC60IGRUwrA9AmZOOxTCOsGk6OUSwFQ9TChmgN4t28hcco5WApnoJt6Xo7EqDuAd+c7qHYHLR++RGLetPbM4bo1GbJ7V4xXiOFMAichiJy8ampbXjlWh+1kYTGrTBr5zTMJOamJ3Wrt2S0K7tYAdU1+fIEQo3IKo97rDWj4AmF8gUhaAlQFdIOQZhDWIkuGmq4T0qLvsaqub8XltKHpOkcbOk7uJTgSSLSZqWvyc2ppTtT6aiYVRo5IIiMlAZvFhDVKIWCAtCQbi+aOocUbonCEk2BbEKjqAc5r+gNnjyrGUrsLVbs56v3BkEZzS2QpLNgpgDRCwfaSuUrQG9mx/ZVN7AoGhr8j/5HRKTu5WVWYltIMuoZmiv4+KZ5qvNs3A+DdvomU4tMhJfp7EY0RDmGE/GghP4rJ0ssSv0KcXCRwEgI4qywPVVWwW0zMKBnYjeFDmaErTB6dxgfBOkbnJVOcH33GKi3JxoIZhbi9QUbnulDa4yOD7541nqqaFnIznVHTCUCkFluLL4wCXdIWmFWV06fm0egJMDInCUuUJKCKoeBIsOALaNhtJpLs0WdiigtS+LKmBW8gHKn11taUhIwCPiq9kZ2HWik+5WzKsqKX8zmtNAdN0zGpKrM6HS5wjp2Kz3sxhrsaZdxpEGUmSFMsJJ19DYFdb2JKzUXJndR+MlI99CFNGx4FDFzzr0EfPaf7iyemYk7NJdx4GHNqLiREfx9iUXInkXTa5WhN1ViLT0frRYFfIU428n+HEEB2SgKXzYue30fEZgDPvbqXyiORk235GQ6mju2+R8wX1Hj53UpMqhI57l8RyeXjsFv446t70fVIZvJ//96sqK8zeUw6H++uw2SCU8Z0ZJxWVXjxzcjy1q7KBOae0v1UnUlVKC5I5eNduxlbkMKEGKfiUhxWLp7bPbtkbbOfxzZGChlv+Wc99xXmkR3lBGRmsp2Lz+j+O2SyJuAsvyDqa3YWTh+H6dTIpvnO4aNWe5BjCSbCNftRowROmjUZ5/mrMBoPoaTmR0qT9IJussPE8zBBvxW4FmK4kMBJiDaKQtSj/AP3+krMkhgnMrOpY2+QFn3CCK19Oc5oKw3TsTlcVRR0Itc7P1dnBRkO7vrXsm4JqiydjvZbzSYUDIiy0DR5VCql180mPS1Sry1aodtjvvp7oChKZGURUFUFNdaRuH5iLixF/WQLRjiEZdS0mIGNlpgBicd3sGGo/g4KMZAkcBICONzg5W9vHSDRbuZbs0aS9jVZrPuabhi89ekR3ttZw9wpuVQUZRDtw/9EpBsG+ZlJpLsi+4di1QgsKUxl7tQ8fMEwk0ant6/IWcwKZ1Xk0+gOkJJkwxYjxxHQPasngGFw2tRcAgGNBJsZzei2fajdN8U7Lf4w7+6qockToHx8JiOzI8f+M5It3HpBAZ9VNjOhIJnMAfzdgEjmbtfiB8AwCFv7Z5O2Evaif/oSwZoDJExbiJbZvdiwECJCAichgFc+qOKdHUcAyEpNbF9KGgiHalv5zd8j5TZ27KvnZzfMIT3Gsf4TjaJEju5v31uHqipMipGHqSDTwYVzRtHqC5GX0bHB/Gijn5e3VbZ/PWVcBq5YZUWicDlsvPNJNWHNoKIkC/NxzAZ9eqCB57bsIRDUaPGGWHZuEYYBJk81uW/eSy7AQTDl3YvmGthCsmFL9/p9farqU1refTHyWvWHSbr8p2jKCV6/SIhBIoGTEIDL0fEh4RjgIsEJNjMWs0oorONIsGD9ulmXQXTgqIcD1R7GF6SQ15bHSQWKClPIyXDgSLCQ6owd9KQn2Uj/ymxNRrKdU0/JYfveOiaPSScrRp6iWLyBMNMnjiAc1rFY1MgSW5yxU0Ozn0AwshC2u7IRRVUwNAPMNkyubIwRE1CO7gTL0Ahqe0OxdaRXMLkyMZRY83ZCCAmchADOnJZHsjOyVFQ2fmATYGa67Ny+pIwD1R6KClwkJZx4f+nXNvt58PcfEghppCbZ+MnyGTjtFgxg95dNbN8TyVh9x5KyXj1vqtPKghkFnDIunezUBDKSexc4aZrB221JK3PSE6Ou5vVUyajU9mLL88ry0NtSIwRsaWzIuZZtO44yY+LpfNuazon3Dh0fPbsE17duRnfXYCqcitatDLEQ4hgJnIQAnAkWzijtfiJroIzLSWZczombZLDVHyLQlt+qqSVAIKjjtINhKByu7cg/5PH2vrxrYaaTwswoZUR6YEJhCsu+VcLRBi8zJ2Yf11JdVW0ruZlOxhWk8MHOGuZXFGDoBl8c9rBh60EANr5dyaTRGUwsTIn7dU5IioqePw2QU3VCfBMJnES7ek+A93bWkJRgYfqETKxmma4XEQWZDhYvKOKdT45wzoxC0pMjS3KqAlddMJE/vrqXsfkuJo6MftT/6+iGgTegkWA1YfqawMcX1FAUsFs6fi8tJrVHAa9hGHj8YWwx6sxBJFfUjn31AMwry2s/WudyWEl2WHG3BklK/PrlSCHE8CeBkwAim3z//vYBXmurQG82TWZmSdYgt0qcKEyqyvyyfM7tVGfumAn5Lu5ZVoFhGL1O5xDSdF54Yx//924lZ5YXcOm8sVjN3ZeJvqj28PCzH2NSVW6+tJRR2b3bLP3OzhrW//UzxuancMO3J+NK7L7YNqHQxR1Ly2huCTJpZGp7X0akJrDiu6ew58tmxuW7yElL7HbvNzmWl1NO+gsx9EngJNodqwAPEIhRc0yc3GKlG4h1/ZvUNvt5qe1U3Svvf8nc0lwKs7rXgftgVw0tvshs0Ud76noVOIV1g+e27EXTDXZXNrL7UBPTizK7PU5BYUJ+StTnGJ/rYnxu75JKHuMNhtn66RGONvqoKM6KmV1dCDE0SOAkgMhfwhfOGYUz0UqK0zrgG6TFycnlsFCQncSXRz3kZDhITYq+DFaQ5Yz6754wqQpTizJ57cNDWMwqI+KYMToen1c28cLr+/AFwjR5AozNTcKsyuZrIYYqCZxEu7x0B0vPGT/YzRAnEYfNwspLpnCotoW8DEfME4UzS7JId9lRFYUxOb1bplOAS+aNpWJCJrmZSWQkWb82c3hfc7cE8QUis7m7KxuJc3JOCHGCkD97hBD9zjAMvjji5sM9dXgD4S7fC2s6gZBGOFa9FkBVFIryXIzLTUaNUsj3myRYTZSOSWd8jDp1/al0bBqFbVnILzxtDNYYZWWEEEODzDgJIfrdnsNuHvz9BxgGnF1RwNL54zEM8PhDPPT/Pqam0Utasp17llX0KnM4gMlXj+FthJRCdNPxnXircwdo8QUpyHRg6qPltPQkO3ctLccX1KJuShdCDC0SOAkh+l1No6/9RNnnBxvaE1V6vCFqGr0ANLj9uL2hXgVOJs9h3H9+AN3nxjHtPNTplxFv6vDK2hYe+N0H+IMal549nvOmF8T1PNHYLCZsFknvIcRwIHPGQoh+N3FUKqeMTSfZYeXys4vaC/Zmp9j59hljSbSbuXDOqF4f9dfrv0T3uQHwff4mJj0QdxsPVHvwt5VceWv7YZTjSKYphBi+ZMZJCNHv0pw2br64lLBudNnjY1JVLpxdyLnTC7Ca1V7PFamZozGn5hJuPIyjbCGaGn8dufH5LtKSbDR4AiyYNRJDdnELIaKQwEkIMSBURcFq6h4aKSjYzPHN7miOLJzfvhv8HnRnFka8FX6BnLRE1iyfgS+okZE8/Ar5CiH6hgROQoghTbM4wRJfrbuvctotOO2ygVsIEZvscRJCCCGE6CEJnIQQQgghekgCJyGEEEKIHpLASQghhBCihyRwEkIIIYToIQmchBBCCCF6SAInIYQQQogeksBJCCGEEKKHJHASQgghhOghCZyEEEIIIXpIAichhBBCiB6SwEkIIYQQoocUwzCMwW7EUGIYBro+PH5kJpOKpumD3YxBIX2Xvp9spO/S95NN576rqoKiKH3yvBI4CSGEEEL0kCzVCSGEEEL0kAROQgghhBA9JIGTEEIIIUQPSeAkhBBCCNFDEjgJIYQQQvSQBE5CCCGEED0kgZMQQgghRA9J4CSEEEII0UMSOAkhhBBC9JAETkIIIYQQPSSBkxBCCCFED0ngJIQQQgjRQxI4CSGEEEL0kAROw8zBgwf50Y9+xKJFi5g4cSIXXHBBj+4zDIP/+Z//Yd68eZSWlnLZZZfx8ccf929j+1g8fa+pqeFnP/sZixYtYtq0acydO5dbb72VqqqqAWhx34n3fe/sySefpLi4mOuuu64fWth/jqfvR48e5c4772TWrFmUlpaycOFCXnzxxX5sbd+Kt++NjY386Ec/Yt68eUydOpULLriAZ555pp9b27c2btzIDTfcwNy5c5k6dSqLFi3i+eefxzCMr71vOIx18fR9uIx18b7vnR3vWGeO6y5xwtqzZw+vv/46U6ZMQdf1Hv8yPf744zzyyCPcdtttFBcX89RTT3H11Vfzl7/8hYKCgn5udd+Ip+87duxg06ZNfPe732XKlCk0Njbyy1/+kksuuYS//e1vpKWlDUDLj1+87/sxtbW1PPbYY6Snp/dTC/tPvH2vqanhsssuY/To0axduxan08mePXsIBoP93OK+E2/fb775Zvbt28eqVavIycnhjTfeYM2aNZhMJi699NJ+bnXfePLJJ8nLy2P16tWkpqaydetW7rnnHo4cOcL3v//9mPcNh7Eunr4Pl7Eu3vf9mD4Z6wwxrGia1v7vO++80zj//PO/8R6/32+UlZUZDz30UPu1QCBgnHnmmcaPf/zj/mhmv4in783NzUYoFOpyrbq62iguLjaeeOKJPm9jf4mn753dfvvtxh133GEsXbrUuPbaa/u6ef0q3r7fdtttxmWXXWaEw+H+alq/i6fvNTU1RlFRkfHHP/6xy/UlS5YYV155ZZ+3sb/U19d3u/bDH/7QKCsr6/Jz6Wy4jHXx9H24jHXx9L2zvhjrZKlumFHV3r+lH374IS0tLSxcuLD9mtVqZf78+bzxxht92bx+FU/fk5OTMZu7TryOGDGCtLQ0ampq+qpp/S6evh/z/vvvs3nzZm699dY+bNHAiafvLS0tbNy4kSuuuAKTydQPrRoY8fQ9HA4DkJSU1OW60+ns9UzlYIo2Q1JSUkJLSwterzfqPcNlrIun78NlrIun78f01VgngZNg3759AIwZM6bL9bFjx3L48GH8fv9gNGvQ7N+/n/r6esaOHTvYTel3mqaxdu1arr/+erKysga7OQNmx44dhEIhzGYzS5cuZdKkScyZM4ef//znhEKhwW5ev8rJyeG0007jV7/6FXv37qWlpYUNGzbw1ltvsWTJksFu3nH54IMPyM7Oxul0Rv3+cB7rvqnv0QyXsa4nfe/LsU4CJ4Hb7cZqtWKz2bpcT05OxjAMmpubB6llA88wDO69916ysrI4//zzB7s5/e7pp5/G5/Pxb//2b4PdlAFVV1cHwA9/+EMmT57ME088wbJly/jf//1fHnnkkUFuXf9bt24dGRkZnH/++ZSXl3Pbbbdx1113ce655w520+L2/vvvs2HDBq6++uqYjxmuY11P+v5Vw2Ws62nf+3Ksk83hQnSybt063nnnHX7961+TmJg42M3pV/X19TzyyCM8+OCDWK3WwW7OgNJ1HYBTTz2V1atXAzBr1ixaW1tZv349K1aswG63D2YT+41hGNx1110cOHCAhx56iMzMTLZu3cr999+Py+Uakh+iR44c4ZZbbmHmzJlceeWVg92cARVv34fDWNfTvvf1WCeBkyA5OZlgMEggEOjyl5jb7UZRFFwu1yC2buA8++yzPPbYY9x3333Mnj17sJvT7x5++GGKi4upqKjA7XYDkf0v4XAYt9tNYmJitz0Rw0VycjIQCZY6mz17Nr/61a84ePAgxcXFg9G0fvfaa6/x0ksv8eKLL7b3cebMmdTX1/PAAw8MucDJ7XZzzTXXkJKSwrp1675239dwG+t60/fOhsNY15u+9/VYNzxHRdErx9b79+/fz4QJE9qv79u3j9zc3GH7l3dnmzZtYs2aNdx0001cfPHFg92cAbF//37ee+89pk+f3u1706dP5/HHH2fu3LmD0LL+N27cuK/9fiAQGKCWDLy9e/diMpkoKirqcr2kpITnnnsOn89HQkLCILWud/x+P9dddx0ej4c//OEP3Ta8f9VwGut62/djhsNY19u+9/VYJ4GToKysDKfTycaNG9sHk1AoxMsvvzxsPzg727ZtG6tWreKSSy5hxYoVg92cAXP33Xe3//V1zP3334/dbmfVqlXDdsYFIC8vj6KiIrZu3crSpUvbr2/duhW73f6NgdVQlpeXh6Zp7Nq1q0vwsGPHDtLT04dM0BQOh1m5ciX79u3jqaeeIjs7+xvvGS5jXTx9h+Ex1sXT974e6yRwGmZ8Ph+vv/46AFVVVbS0tPDSSy8BMGPGDNLS0li2bBmHDx9m06ZNANhsNq677jrWrVtHWloaRUVFPPPMMzQ1NbF8+fJB60tvxdP3L774ghUrVjBq1CgWLVrUJYNwWloahYWFA96PeMTT95KSkm7Pk5ycTGJiIjNnzhy4xh+nePoOcMstt3DjjTdy3333MW/ePD755BPWr1/P8uXLh8yej3j6PnfuXHJzc7nppptYsWIFWVlZ/OMf/+CFF17gBz/4waD1pbd+8pOf8Oqrr7J69WpaWlq6/L87ceJErFbrsB3r4un7cBnr4ul7X491EjgNM/X19dx8881drh37+re//S0zZ85E13U0TevymGuuuQbDMFi/fj0NDQ2UlJTwxBNPDJlMuhBf37dv347H48Hj8bB48eIu91500UU88MAD/d/wPhDv+z4cxNv3s846i1/84hf813/9F8888wxZWVn84Ac/4Nprrx2wth+vePrudDp58skn+c///E/+4z/+A4/HQ35+PqtXr+4y+3aie+uttwCi/j+6ZcsW8vPzh+1YF0/fh8tYF+/73pcUYyhlPBNCCCGEGESSx0kIIYQQoockcBJCCCGE6CEJnIQQQgghekgCJyGEEEKIHpLASQghhBCihyRwEkIIIYToIQmchBBCCCF6SAInIcSQsG7dOoqLi2loaOiT51u9ejVnnXVW3PdOmzatT9ohhBhaJHASQoh+4vP5WLduHdu2bRvspggh+ogETkKIk9LatWvb67r1F5/Px6OPPsq7777br68jhBg4UqtOCHFSslgsg90EIcQQJDNOQoghxePxsHr1aioqKigvL+euu+7C5/N1ecxf/vIXvvOd71BaWsqMGTO45ZZbqK6u7vKYaHucGhsbuf322ykrK6OiooI777yTnTt3UlxczJ/+9KdubTl69Cg33ngj06ZNY9asWTz44IPtxUUPHTrE7NmzAXj00UcpLi6muLiYdevW9eWPQwgxwGTGSQgxpKxcuZL8/HxWrVrFZ599xnPPPUdaWhq33347AL/85S95+OGHWbhwIRdffDENDQ38/ve/Z8mSJfz5z38mOTk56vPqus4NN9zAP//5TxYvXsyYMWPYsmULd955Z9THa5rG8uXLKS0t5Y477uDtt99m/fr1FBQUcMUVV5CWlsaaNWtYs2YN8+fPZ/78+QAUFxf3zw9GCDEgJHASQgwpJSUl3H///e1fNzU18fzzz3P77bdTVVXFunXrWLlyJddff337YxYsWMBFF13E008/3eV6Z5s3b+ajjz7i7rvvZtmyZQAsXryYq666KurjA4EACxcuZMWKFe2Pveiii3j++ee54oorSExM5Nxzz2XNmjUUFxezaNGivvoRCCEGkSzVCSGGlMsvv7zL1xUVFTQ1NdHS0sKmTZvQdZ2FCxfS0NDQ/l9GRgYjR4782tNtb775JhaLhUsvvbT9mqqqLFmyJOY9ixcv7vJ1eXk5hw4dirNnQoihQGachBBDSm5ubpevjy29NTc3c+DAAQzDYMGCBVHvNZtjD3mHDx8mMzOThISELtcLCwujPt5ms5GWltblmsvlorm5+Rv7IIQYuiRwEkIMKaoafaLcMAx0XUdRFB5//HFMJlO3xyQmJvZZO6I9vxBi+JPASQgxbBQWFmIYBvn5+YwePbpX9+bm5rJt2zZ8Pl+XWafKysq426MoStz3CiFOTLLHSQgxbCxYsACTycSjjz6KYRhdvmcYBo2NjTHvPe200wiFQjz77LPt13Rd56mnnoq7PccCMLfbHfdzCCFOLDLjJIQYNgoLC1m5ciUPPfQQVVVVnHPOOTgcDg4dOsTmzZu59NJLWb58edR7zznnHEpLS3nwwQeprKxkzJgxvPLKK+17luKZPbLb7YwbN46NGzcyatQoUlJSGD9+PEVFRcfVTyHE4JHASQgxrFx77bWMGjWKJ598ksceewyAESNGMGfOnK8t6msymfjv//5v7rvvPl544QVUVWX+/PmsWLGCxYsXY7PZ4mrPvffey9q1a/npT39KKBTi+9//vgROQgxhivHV+WwhhBDtNm/ezIoVK3j66acpLy8f7OYIIQaZ7HESQog2fr+/y9eapvG73/0Op9PJpEmTBqlVQogTiSzVCSFEm7Vr1+L3+5k2bRrBYJCXX36Zjz76iFWrVmG32we7eUKIE4As1QkhRJu//vWv/OY3v+HgwYMEAgFGjhzJ4sWLWbp06WA3TQhxgpDASQghhBCih2SPkxBCCCFED0ngJIQQQgjRQxI4CSGEEEL0kAROQgghhBA9JIGTEEIIIUQPSeAkhBBCCNFDEjgJIYQQQvSQBE5CCCGEED0kgZMQQgghRA/9f5ltCKTAgXMUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "sns.scatterplot(data=people, x=\"height\", y=\"weight\", hue=\"sex\", s=7)" ] }, { @@ -2506,7 +3676,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.5" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/untitled.md b/untitled.md new file mode 100644 index 0000000..e69de29 diff --git a/untitled.txt b/untitled.txt new file mode 100644 index 0000000..e69de29