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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Written text as operational data\n",
+ "\n",
+ "Written text is one type of data\n",
+ "\n",
+ "### Why people write?\n",
+ "\n",
+ " - To communicate: their thoughts, feelings, urgency, needs, information\n",
+ "\n",
+ "### Why people communicate?\n",
+ "\n",
+ "1. To express emotions\n",
+ "1. To share information\n",
+ "1. To enable or elicit an action\n",
+ "1. ...\n",
+ "\n",
+ "### We will use written text for the purpose other than \n",
+ "1. To experience emotion\n",
+ "1. To learn something the author intended us to learn\n",
+ "1. To do what the author intended us to do\n",
+ "\n",
+ "### Instead, we will use written text to recognize who wrote it\n",
+ " - By calculating and comparing word frequencies in written documents\n",
+ " \n",
+ "See, for example, likely fictional story https://medium.com/@amuse/how-the-nsa-caught-satoshi-nakamoto-868affcef595"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Example 1. Dictionaries in python (associative arrays)\n",
+ "\n",
+ "Plot the frequency distribution of words on a web page."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\t1\n",
+ "
\t1\n",
+ "403\t1\n",
+ "Forbidden \t1\n",
+ "\t1\n",
+ "Forbidden \t1\n",
+ "You\t1\n",
+ "don't\t1\n",
+ "have\t1\n",
+ "permission\t1\n",
+ "to\t1\n"
+ ]
+ }
+ ],
+ "source": [
+ "import requests, re\n",
+ "# re is a module for regular expressions: to detect various combinations of characters\n",
+ "import operator\n",
+ "\n",
+ "# Start from a simple document\n",
+ "r = requests .get('http://eecs.utk.edu')\n",
+ "\n",
+ "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+ "t = r.text\n",
+ "\n",
+ "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+ "wds = re.split('\\s+',t)\n",
+ "\n",
+ "# now populate a dictionary (wf)\n",
+ "wf = {}\n",
+ "for w in wds:\n",
+ " if w in wf: wf [w] = wf [w] + 1\n",
+ " else: wf[w] = 1\n",
+ "\n",
+ "# dictionaries can not be sorted, so lets get a sorted *list* \n",
+ "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True) \n",
+ "\n",
+ "# lets just have no more than 15 words \n",
+ "ml = min(len(wfs),15)\n",
+ "for i in range(1,ml,1):\n",
+ " print (wfs[i][0]+\"\\t\"+str(wfs[i][1])) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Example 2\n",
+ "\n",
+ "Lots of markup in the output, lets remove it --- \n",
+ "\n",
+ "use BeautifulSoup and nltk modules and practice some regular expressions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import requests, re, nltk\n",
+ "from bs4 import BeautifulSoup\n",
+ "from nltk import clean_html\n",
+ "from collections import Counter\n",
+ "import operator\n",
+ "\n",
+ "# we may not care about the usage of stop words\n",
+ "stop_words = nltk.corpus.stopwords.words('english') + [\n",
+ " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n",
+ " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n",
+ "\n",
+ "# We most likely would like to remove html markup\n",
+ "def cleanHtml (html):\n",
+ " from bs4 import BeautifulSoup\n",
+ " soup = BeautifulSoup(html, 'html.parser')\n",
+ " return soup .get_text()\n",
+ "\n",
+ "# We also want to remove special characters, quotes, etc. from each word\n",
+ "def cleanWord (w):\n",
+ " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n",
+ " # but we need to escape ' with \\'\n",
+ " # any character between the brackets [] is to be removed \n",
+ " wn = re.sub('[,\"\\.\\'&\\|:@>*;/=]', \"\", w)\n",
+ " # get rid of numbers\n",
+ " return re.sub('^[0-9\\.]*$', \"\", wn)\n",
+ " \n",
+ "# define a function to get text/clean/calculate frequency\n",
+ "def get_wf (URL):\n",
+ " # first get the web page\n",
+ " r = requests .get(URL)\n",
+ " \n",
+ " # Now clean\n",
+ " # remove html markup\n",
+ " t = cleanHtml (r .text) .lower()\n",
+ " \n",
+ " # split string into an array of words using any sequence of spaces \"\\s+\" \n",
+ " wds = re .split('\\s+',t)\n",
+ " \n",
+ " # remove periods, commas, etc stuck to the edges of words\n",
+ " for i in range(len(wds)):\n",
+ " wds [i] = cleanWord (wds [i])\n",
+ " \n",
+ " # If satisfied with results, lets go to the next step: calculate frequencies\n",
+ " # We can write a loop to create a dictionary, but \n",
+ " # there is a special function for everything in python\n",
+ " # in particular for counting frequencies (like function table() in R)\n",
+ " wf = Counter (wds)\n",
+ " \n",
+ " # Remove stop words from the dictionary wf\n",
+ " for k in stop_words:\n",
+ " wf. pop(k, None)\n",
+ " \n",
+ " #how many regular words in the document?\n",
+ " tw = 0\n",
+ " for w in wf:\n",
+ " tw += wf[w] \n",
+ " \n",
+ " \n",
+ " # Get ordered list\n",
+ " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n",
+ " ml = min(len(wfs),15)\n",
+ "\n",
+ " #Reverse the list because barh plots items from the bottom\n",
+ " return (wfs [ 0:ml ] [::-1], tw)\n",
+ " \n",
+ "# Now populate two lists \n",
+ "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n",
+ "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import pylab\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "%matplotlib inline\n",
+ "def plotTwoLists (wf_ee, wf_bu, title):\n",
+ " f = plt.figure (figsize=(10, 6))\n",
+ " # this is painfully tedious....\n",
+ " f .suptitle (title, fontsize=20)\n",
+ " ax = f.add_subplot(111)\n",
+ " ax .spines ['top'] .set_color ('none')\n",
+ " ax .spines ['bottom'] .set_color ('none')\n",
+ " ax .spines ['left'] .set_color ('none')\n",
+ " ax .spines ['right'] .set_color ('none')\n",
+ " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n",
+ "\n",
+ " # Create two subplots, this is the first one\n",
+ " ax1 = f .add_subplot (121)\n",
+ " plt .subplots_adjust (wspace=.5)\n",
+ "\n",
+ " pos = np .arange (len(wf_ee)) \n",
+ " ax1 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n",
+ " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n",
+ "\n",
+ " ax2 = f .add_subplot (122)\n",
+ " ax2 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pos = np .arange (len(wf_bu)) \n",
+ " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n",
+ " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n",
+ "\n",
+ "plotTwoLists (wf_ee, wf_bu, 'Difference between Pride and Prejudice and Huck Finn')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "and\t2836\n",
+ "of\t2676\n",
+ "to\t2646\n",
+ "a\t2217\n",
+ "in\t1422\n",
+ "his\t1205\n",
+ "he\t928\n",
+ "that\t920\n",
+ "was\t823\n",
+ "for\t798\n",
+ "with\t797\n",
+ "as\t672\n",
+ "I\t505\n",
+ "you\t497\n"
+ ]
+ }
+ ],
+ "source": [
+ "#In case Project gutenberg is blocked you can download text to your laptop and copy to the docker container via scp\n",
+ "#Assuming the file name you copy is pg4680.txt here is how you change the script\n",
+ "# Please note the option errors='replace'\n",
+ "# without it python invariably runs into unicode errors\n",
+ "f = open ('pg4680.txt', 'r', encoding=\"ascii\", errors='replace')\n",
+ " \n",
+ "# What comes back includes headers and other HTTP stuff, get just the body of the response\n",
+ "t = f.read()\n",
+ "\n",
+ "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n",
+ "wds = re.split('\\s+',t)\n",
+ "\n",
+ "# now populate a dictionary (wf)\n",
+ "wf = {}\n",
+ "for w in wds:\n",
+ " if w in wf: wf [w] = wf [w] + 1\n",
+ " else: wf [w] = 1\n",
+ "\n",
+ "# dictionaries can not be sorted, so lets get a sorted *list* \n",
+ "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True) \n",
+ "\n",
+ "# lets just have no more than 15 words \n",
+ "ml = min(len(wfs),15)\n",
+ "for i in range(1,ml,1):\n",
+ " print (wfs[i][0]+\"\\t\"+str(wfs[i][1])) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Assignment 1\n",
+ "\n",
+ "1. Compare word frequencies between two works of a single author.\n",
+ "1. Compare word frequencies between works of two authors.\n",
+ "1. Are there some words preferred by one author but used less frequently by another author?\n",
+ "\n",
+ "Extra credit\n",
+ "\n",
+ "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import requests, re, nltk\n",
+ "from nltk.corpus import stopwords\n",
+ "import numpy as np\n",
+ "import pylab\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "%matplotlib inline\n",
+ "def plotTwoLists (wf_ee, wf_bu, title):\n",
+ " f = plt.figure (figsize=(10, 6))\n",
+ " # this is painfully tedious....\n",
+ " f .suptitle (title, fontsize=20)\n",
+ " ax = f.add_subplot(111)\n",
+ " ax .spines ['top'] .set_color ('none')\n",
+ " ax .spines ['bottom'] .set_color ('none')\n",
+ " ax .spines ['left'] .set_color ('none')\n",
+ " ax .spines ['right'] .set_color ('none')\n",
+ " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n",
+ "\n",
+ " # Create two subplots, this is the first one\n",
+ " ax1 = f .add_subplot (121)\n",
+ " plt .subplots_adjust (wspace=.5)\n",
+ "\n",
+ " pos = np .arange (len(wf_ee)) \n",
+ " ax1 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n",
+ " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n",
+ "\n",
+ " ax2 = f .add_subplot (122)\n",
+ " ax2 .tick_params (axis='both', which='major', labelsize=14)\n",
+ " pos = np .arange (len(wf_bu)) \n",
+ " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n",
+ " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n",
+ " \n",
+ "#take txt file as input and return dictionary with word:wordcount\n",
+ "def getDict(txt):\n",
+ " f = open (txt, 'r', encoding=\"ascii\", errors='replace')\n",
+ " text = f.read()\n",
+ " words = re.split('\\s+',text)\n",
+ " f.close()\n",
+ " #get rid of other characters\n",
+ " wDict = dict()\n",
+ " for i in range(len(words)):\n",
+ " w = re.sub('[,\"\\.\\'\\'&\\|:@>*;/=)($^%#@!}{[]]', \"\", words[i])\n",
+ " words[i] = re.sub('^[0-9\\.]*$', \"\", w).lower()\n",
+ "\n",
+ " for w in words:\n",
+ " if w in wDict: \n",
+ " wDict[w] = wDict[w] + 1\n",
+ " else: \n",
+ " wDict[w] = 1\n",
+ " \n",
+ " s=set(stopwords.words('english'))\n",
+ " for w in s:\n",
+ " wDict.pop(w, None)\n",
+ " wDict.pop(\"\", None)\n",
+ " wDict.pop(\"i'm\", None)\n",
+ " wDict.pop(\"i've\", None)\n",
+ " wDict.pop(\"uh\", None)\n",
+ " \n",
+ " w = sorted (wDict.items(), key = operator.itemgetter(1), reverse=True)\n",
+ " w = (w [ 0:15 ] [::-1])\n",
+ " return w"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Compare two videos with same youtuber"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "w1 = getDict(\"s1.1.txt\")\n",
+ "w2 = getDict(\"s1.2.txt\")\n",
+ "plotTwoLists (w1, w2, \"Compare two video from the same Youtuber:\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- On the left is the video \"I spent $0 after 1 year of playing Genshin Impact...\" [https://www.youtube.com/watch?v=b6CMwyR-qvc&ab_channel=Enviosity] \n",
+ "- On the right is the video \"I played Genshin Impact for 500 Days without spending any money...\" [https://www.youtube.com/watch?v=O4c33QK5sME&ab_channel=Enviosity]\n",
+ "\n",
+ "They both are created by the same Youtuber,Enviosity. The result show the most common word he like to say is \"like\". In addition, since he is talking about the game the words like \"character\",\"weapons\",\"level\"and etc.. appear alots in the videos "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "w1 = getDict(\"s1.1.txt\")\n",
+ "w2 = getDict(\"s2.txt\")\n",
+ "plotTwoLists (w1, w2, \"Compare two video from different Youtubers:\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- On the left is the video \"I spent $0 after 1 year of playing Genshin Impact...\" by Enviosity[https://www.youtube.com/watch?v=b6CMwyR-qvc&ab_channel=Enviosity] \n",
+ "- On the right is the video \"My Genshin Impact 1 Year F2P Account Review\" by Joebito [https://www.youtube.com/watch?v=TRTdLxKXkTg&ab_channel=Joebito]\n",
+ "\n",
+ "Since the graph is from two different creator on Youtube, they word use is kind of different even though they are talking about the same game Genshin Impact. For example, Enviosity like to use the word \"like\" as the filter word and Joebito like \"really\" better. Beside that, Enviosity is more focus on the general information about the game(words like character, weapons, level) and Joebito is more focus on the damage part(\"damage\" \"crit\" (critical rate/damage) \"stars\"(rarity of a character)). "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/s1.1.txt b/s1.1.txt
new file mode 100644
index 0000000..f51219d
--- /dev/null
+++ b/s1.1.txt
@@ -0,0 +1,1084 @@
+hello youtube so you've been wondering
+
+what an f2p account looks like after one
+
+year of playing against impact right so
+
+i've been playing since day zero of
+
+gangshin impact i've technically played
+
+since closed beta test two and three but
+
+the progress didn't actually convert
+
+over to the official launch but here i
+
+am on my main account that is free to
+
+play since the beginning of gentian
+
+impact i've been on this account for
+
+344 days now as the time of me recording
+
+this and i'm going to go over
+
+every uh every amount of materials and
+
+stuff that i've gained all the resources
+
+and stuff like that and just to let you
+
+guys know as an fyi i am over live
+
+streaming on twitch i've also not only
+
+have i played on gunshot or played for
+
+against impact for 344 days but i have
+
+also documented
+
+and streamed every single part of my f2p
+
+journey over at my twitch account
+
+twitch.tv enviousity hop by the twitch
+
+channel i'm literally live every single
+
+day i haven't taken a single day off in
+
+the 344 days so with that being said be
+
+sure to give the video a like thumbs up
+
+if you guys do enjoy the video find it
+
+informative helpful anything just want
+
+to help the youtube algorithm a bit and
+
+consider subscribing as well to catch
+
+more uploads like this in the future
+
+let's hop in
+
+okay so starting off here we have our
+
+weapons and we only have one five-star
+
+weapon because we just recently acquired
+
+it via the standard banner i forgot what
+
+it was i probably made a video saying
+
+that i got my very first five star
+
+weapon in the game it was skyward blade
+
+not copium i've really enjoyed it i
+
+loved it i can't really be too picky
+
+about my first five star weapon i think
+
+i got this after like 300 and something
+
+days playing so i think i got it very
+
+recently
+
+okay someone sent me genesis crystals oh
+
+right when i'm recording a video
+
+nice
+
+okay so heart full stop i guess i need
+
+to give a disclosure off the top of my
+
+head i guess i need to give a disclosure
+
+there is a website named codashop and on
+
+this website kodashop.com
+
+you can actually send anyone against
+
+impact genesis crystals with their uid
+
+considering i stream every single day in
+
+my you ideas public information anyone
+
+can send me genesis crystals and that's
+
+what they've done so if if i will let me
+
+go ahead and go to my shop crystal top
+
+up
+
+they send me genesis crystals 60 or 60
+
+uh genesis crystals as you can see it's
+
+only the one dollar one
+
+if i were to ever top up on my own
+
+account i would do a hundred they never
+
+do a hundred because they know if they
+
+send me a hundred dollars worth of
+
+genesis crystals i'm never using them
+
+and it's a waste of money so if i were
+
+to try and top up on my own account
+
+disclaimer i would go 100 they've never
+
+done that they only try and do 60 to
+
+throw in a little meme here and there
+
+and then get a good chuckle out of it
+
+so just keep that in mind
+
+keep that in mind however i do top up on
+
+other people's accounts for giveaway
+
+winners so if you guys frequently uh
+
+come over to the twitch channel and
+
+stuff like that we normally run
+
+giveaways i just got done with a bow
+
+giveaway and we did 11 winners eleven
+
+winners and we topped up at least a
+
+hundred dollars some accounts we had to
+
+top up a little bit more like fifty
+
+dollars extra because we ended up losing
+
+fifty fifty so yes we do run giveaways
+
+over on the twitch channel feel free to
+
+drop a follow and stuff like that as
+
+well if you guys wanna hang out use your
+
+free twitch prime sub all that good
+
+stuff but here we go we have many level
+
+90 weapons like 20 20 i think we have 20
+
+level 90 or 21 level 90 weapons but 20
+
+of them are four star weapons here most
+
+of them are the craftable weapons uh we
+
+just recently acquired dragon's bane so
+
+that was pretty cool and we're just now
+
+leveling up lions roar for the chin that
+
+we recently got we're trying to get
+
+resources for that as well we got some
+
+cool weapons we're still missing the
+
+flute we have no battle pass weapons
+
+obviously because this wouldn't be a
+
+free-to-play account if i bought battle
+
+pass right so no battle pass weapons
+
+unfortunately we have to work with what
+
+we got i never did buy the black cliff
+
+weapons because normally when i do
+
+showcasing in the abyss runs we'd use
+
+uh like the craftable weapons you can
+
+get from blacksmith something that's
+
+more relatable i assume but black cliff
+
+weapons are probably poggers as well
+
+here are all the three star weapons i
+
+have the harbinger of dawn level 90.
+
+and if we scroll down my mystic
+
+enhancement orders we have 4 330. here
+
+are all my artifacts which i will leave
+
+my artifacts at the end of the video i
+
+really don't want to go in depth or
+
+maybe i'll do it in another video so
+
+this video is not too long i'll put this
+
+i'll put all my artifact information
+
+stuff at the end
+
+of uh this video or in a future video
+
+when i do my character builds but here
+
+are all my five star artifacts tldr
+
+they're all copium
+
+they're all copium and they are not that
+
+great most of my resources and my resin
+
+has to go towards something else and i
+
+don't have enough time to actually or
+
+time and resin to focus on artifacts i
+
+have to focus on talentbook materials xp
+
+or mora speaking of xp we have 216 which
+
+is not that much i don't know the map
+
+off the top of my head
+
+but i'm pretty sure you need like 250 xp
+
+tickets to level up a brand new
+
+character from level one to level 90 or
+
+something like that the purple heroes
+
+wits so this is this is not even enough
+
+to level up a new character and there's
+
+still kokomi coming out there's still
+
+aylor the five star character five star
+
+that we don't have yet or i don't have
+
+um
+
+i recently got a cujo sara and she's at
+
+like level 20 or something and i don't
+
+have enough to level her up so we're
+
+still missing a lot of uh xp tickets but
+
+we do have a lot of other boss materials
+
+five thousand realistically i should i'm
+
+a casual farmer look i am
+
+even though i've played for 344 days i
+
+don't really go around farm extensively
+
+like other people do right like i should
+
+realistically be capped out on some of
+
+these materials for playing for such a
+
+long time but i'm not so most of these
+
+materials i think are quite low you know
+
+do i need 3 000 of them probably not i'm
+
+pretty sure i'm safe and guaranteed for
+
+the rest of the game and i don't have to
+
+worry about it but when you play the
+
+game for 344 days this is kind of what
+
+your account is going to look like in
+
+terms of like all your resources and
+
+stuff as you can tell i'll take cat off
+
+screen for a little bit so you can see
+
+the numbers
+
+on the left side here you have a little
+
+bit of boss materials here with divalent
+
+with the north way too many i normally
+
+don't level my talents up to nine and
+
+ten especially like nine and ten i i
+
+normally stop at eight uh which is why i
+
+have a lot of these boss materials and
+
+the reason being is it's pricey it is so
+
+pricey to level up talents like most of
+
+the time i'll keep my talents at like
+
+six seven or eight you know i've never i
+
+don't have a single character in the
+
+game that's level nine for talents
+
+because of how pricey it is so if you
+
+look at this and you think it's a lot
+
+it's not really a lot it's just that i
+
+never actually used them yet on
+
+characters you know i mean it could be a
+
+lot who knows i gotta do the math and
+
+see if i if i don't need to farm these
+
+anymore we have our boss drops here our
+
+gemstones character essential materials
+
+a few talent books here for
+
+freedom resistance basically we just
+
+stocked stock we stocked up on a lot of
+
+talent books right because there's some
+
+characters that we don't have yet that
+
+might need these
+
+we have elegance
+
+we have 11 crowns like i said i haven't
+
+crowned anyone in the game yet no one
+
+has gone beyond talent level 8 because
+
+it is very pricey very expensive to do i
+
+don't know when i will crown a character
+
+uh if i had to choose anyone i'd
+
+probably crown main character or kazuha
+
+kazuha is my favorite character in the
+
+game main character kind of deserves it
+
+because their main character and all but
+
+that's just my opinion right
+
+so yeah those are all my resources right
+
+there after 344 days we have our food
+
+now which is kind of like a restaurant
+
+we have 189 holy water and you can only
+
+buy one holy water a day
+
+so i started doing this like 189 days
+
+ago i wish i found out about this sooner
+
+you go to springvale talk to the guy um
+
+who's selling it holy water one a day
+
+i still buy it because you know i'm just
+
+addicted to getting it now at this point
+
+and we have all the rest of our food we
+
+normally max out on all the new recipes
+
+and perfect them and all that good stuff
+
+so
+
+a lot to go around there
+
+we have materials now strange tooth you
+
+get this from dragon spine and i stopped
+
+farming it after because you can only
+
+use the dragons the strange tooth for
+
+crafting the dragon spine spear i think
+
+that's it
+
+but i probably should try and find some
+
+other use for it in the future because
+
+well i mean that's just copium thoughts
+
+you know i wouldn't recommend farming
+
+this to be quite honest with you but we
+
+have wood but i do recommend farming are
+
+crystal chunks crystal chunks and
+
+magical crystal chunks every day without
+
+fail i will always make sure i grab the
+
+crystal chunks and the amethyst lumps so
+
+we can actually go to the blacksmith and
+
+craft 30 mystic enhancement orders a day
+
+which is why you saw me with 4 000 after
+
+having like how many five or four star
+
+weapons and stuff leveled up to 90.
+
+definitely recommend doing that we have
+
+our prototypes here
+
+yes after 344 days of playing i still do
+
+not have a bow prototype billet that's
+
+kind of false i think i ended up getting
+
+one recently from an event but the point
+
+of the matter is it shouldn't take me
+
+that long event to actually get a
+
+prototype billet like the weekly bosses
+
+are such a scam for some odd reason i've
+
+been playing this game for 344 days
+
+almost a year and i don't have a
+
+prototype billet yet something needs to
+
+change like mihoyo really needs to fix
+
+the weekly bosses because you get to a
+
+certain point where you're going to have
+
+all these boss materials and you're
+
+going to think to yourself do i really
+
+want to do the weekly boss but then you
+
+think to yourself but i'm free to play
+
+and i need refinements on my weapon
+
+right
+
+mihoyo has to change something this
+
+can't be right the fact that i've played
+
+for 344 days and i can't get a bow
+
+billet to save my life
+
+it can't be right you can tell i haven't
+
+used any refinements right here see no
+
+refinements on the prototype crescent uh
+
+wind blue mode was a free one that came
+
+out with an event
+
+um compound bow and i don't even have
+
+the hama i don't even have the hama umi
+
+bow yet put that into perspective
+
+the new
+
+bow
+
+that came out with an inazuma the
+
+craftable i don't have yet
+
+i don't
+
+that's how down bad i am right now i am
+
+down bad
+
+344 days me hoyo 344 days no bow billet
+
+that's insane that's crazy
+
+and once i get one i have to use it on
+
+the other bow so yeah let's just take
+
+that into perspective
+
+uh here are all the other resources down
+
+here some fishing that they recently
+
+added i haven't really been fishing too
+
+much so we have a couple of fish here we
+
+did get the catch and we need these for
+
+refinements some mushrooms
+
+um mints
+
+bowel chilled meat etc all the other
+
+specialties down here like sakura blooms
+
+dendrobiums and naco beads that we've
+
+been collecting and stocking up on seems
+
+pretty good
+
+seems pretty good
+
+we have the serrated teapot all the
+
+little gadgets that we have so we took
+
+part in both of the events we got the
+
+gold sealy and the purple sealy all the
+
+other wind bloom stuff festivals all the
+
+festivals gadgets we've done we've made
+
+sure i mean we're signing in every
+
+single day right so all the other
+
+sealies and pets we have of course here
+
+are all the quest items which spoiler
+
+alert may reveal some things that you
+
+haven't actually done yet
+
+uh nothing too exciting to look at there
+
+uh we do have this northlander billet
+
+trove that i could open
+
+or a bow billet and i could use it to
+
+craft the new craftable bow but with how
+
+rng these prototype billets are my big
+
+fear is i finally open it right i use it
+
+on the bow billet and then next week i
+
+do all my weekly bosses and i get like
+
+five bow billets
+
+and then i need to get no more claymore
+
+billets and i just need more claymores
+
+then you know so i'm trying to like hold
+
+on to it for when i desperately
+
+desperately desperately want to use it
+
+because i'm not that interested in using
+
+the new craftable bow to be quite honest
+
+with you i have other bows to use but
+
+still they still need to up the change
+
+our birthday cake that we got which
+
+yesterday was my birthday hey convenient
+
+we we got our birthday yesterday so i
+
+very i got my first cake ever that was
+
+cool some lanterns from lantern right
+
+some conde or condensed resin we have
+
+stocked up the extra jokulus and uh
+
+animuculus still collecting the
+
+electrocution eyes here
+
+uh our sigils that we still are hoarding
+
+onto i guess some fragile resin that we
+
+have
+
+um and all that dream solvent and dust
+
+now was there anything for furnishing
+
+not so much so that was all the stuff in
+
+my bag
+
+that we have acquired and accumulated
+
+over 344 days of playing against impact
+
+okay let's transition over to the
+
+archive the character archive in
+
+specific these are all the characters
+
+that we have most of the five stars i
+
+don't have because i've skipped i've
+
+skipped many banners i've skipped john
+
+lee twice we skipped the albedo banner
+
+gone you shall tell we skipped clea
+
+banner twice venti banner twice our
+
+tagly banner twice and the yoyo mia
+
+banner you've only rolled on the right
+
+in shogun kami sato ayake kazuha and
+
+eula so four limited characters is what
+
+we rolled on and we got
+
+i think pretty lucky on a few of them we
+
+have videos posted that you can you can
+
+uh check out
+
+uh and out of 344 days the only four
+
+star we're missing is razer so we have
+
+all the four stars in the game besides
+
+razer and most of the five stars i just
+
+didn't want so i ended up skipping on
+
+those banners let's transition over to
+
+the achievements rather in 344 days
+
+we've accumulated over 451 achievements
+
+we have still yet to complete the hero's
+
+journey which we have to do by doing ley
+
+lines
+
+i i told myself i was going to do one
+
+leyline a day but that doesn't happen so
+
+we're at 509 out of 800 for the last one
+
+there but most of our stuff is 100
+
+completed besides the naya stone harbor
+
+some of the achievement quests that you
+
+need to get in monsta leewa and inazuma
+
+uh rome teapot which will take some time
+
+because of the planting one right now we
+
+have innozuma progress that we can't
+
+complete yet this one that we can
+
+complete but i haven't actually fully
+
+explored at watsatsumi island and then
+
+fishing which apparently you have to
+
+catch two thousand fish so good luck
+
+with that one the 451 achievements and i
+
+think there are 500 achievements total
+
+in the game currently now if we want to
+
+go more in depth on my characters
+
+we have a zero constellations on my bell
+
+we have three on yonfe
+
+one on sucrose zero on saiyu
+
+obviously the main character is there
+
+these
+
+core seven characters we'll get to them
+
+in a second i'll talk about them more in
+
+depth we have uh
+
+zero on eula c1 on kazuwa spoiler alert
+
+you might want to check out my summoning
+
+video for kazuha
+
+uh gene c zero i can c0 diona c1 bennet
+
+all that good stuff ninguang c6
+
+[Music]
+
+so yeah these are all the constellations
+
+that we have right here and the reason
+
+why i don't activate my constellations
+
+for the core 7 is because i like to do
+
+little showcasings on my channel uh
+
+clearing the abyss like the new abyss
+
+rotations and stuff like that seeing how
+
+many stars we can get with just these
+
+core seven because these core seven are
+
+the ones that you can get in the game
+
+and no matter when you start playing the
+
+game two years from now five years from
+
+now 20 30 50. you name it you will
+
+always be able to get these characters
+
+in the game official event is gone some
+
+people don't have official if they
+
+started playing diana event gone some
+
+people don't have diana beto still gone
+
+some people don't have her so i normally
+
+just use these core seven and you'd be
+
+surprised with what we can get done in
+
+the abyss for for spinal abyss yes you
+
+can clear floor 12 chamber three um with
+
+seven characters and i was able to
+
+actually get i think 30 stars 30 stars
+
+in these spiral bits so that's not bad
+
+30 stars out of 36 with just seven
+
+characters and
+
+three of those characters are barbara
+
+lisa and amber so let's take that as you
+
+will
+
+all right and that was basically it uh
+
+for anyone curious we are ar 57 with 123
+
+000 xp moving forward oh wait i also
+
+forgot to show off my primo jumps so
+
+full disclaimer right here i did mention
+
+how many banners i skipped in the game
+
+countless banners and i've only wished
+
+on four limited banners since the game
+
+came out we have 83 000 primo gems but
+
+we should technically be at like 30 000.
+
+i'm not afraid to say this because i've
+
+always been transparent especially with
+
+the twitch chat i mark it down minus
+
+51.5 k so normally i will get content
+
+creator program gems from me hoyo uh
+
+every month or something like that and i
+
+write them down but theoretically we
+
+have not actually dipped into those
+
+primo gems yet we haven't used them so
+
+as long as i don't drop below 51 000
+
+everything else that i required
+
+still obtainable i don't think i will
+
+ever actually dip into those because i
+
+think i'm working on a process of
+
+getting them removed and transferred uh
+
+someplace else so we'll have to wait and
+
+see realistically if you've been playing
+
+since the beginning of the game you
+
+should be well over a hundred thousand
+
+primo gems i think 112 000 primo gems
+
+now if i'm doing the math correctly in
+
+my head from day one you should be at
+
+112 000 primo gems which would put me at
+
+160
+
+3 000 primo gems if i didn't wish at all
+
+including the content creator program so
+
+i should be at 161 000 primo gems or 63.
+
+you should be at like 112 000 primo
+
+jumps if you didn't wish on banners but
+
+i know wishing is pretty hard to do and
+
+you can't
+
+who can resist skipping on zhong li
+
+twice right
+
+yeah man this one i'm guilty i did i did
+
+just to show you guys right here amber
+
+we joined on uh september 27th
+
+so anniversary is coming up
+
+amber during my party september 27th
+
+just for a little bit of proof that we
+
+did play since the beginning of the game
+
+but that was it that was it i'll
+
+probably still i mean i mean i think i'm
+
+getting it shanghai on the third rerun
+
+but we'll see
+
+we'll see that was it that was the
+
+entire account i hope you guys enjoyed
+
+looking at it as i said before i am
+
+streaming every single day live right
+
+now as i'm recording this video with my
+
+beautiful twitch chat
+
+uh over at twitch.tv enviousity no
+
+secrets here nothing to hide full
+
+transparency i'm more than happy to show
+
+off anything and everything on my
+
+account we always document everything
+
+live i never really actually play this
+
+game offline because let's be honest me
+
+playing gunshot impact offline is so
+
+boring i hate it it is straw it is
+
+suffering you know it is actually
+
+suffering but hey maybe with the new
+
+fishing event that came out maybe i'll
+
+just fish offline
+
+you know maybe i'll just fish online but
+
+with that being said hope you guys
+
+enjoyed the video give it a thumbs up if
+
+you did and feel free to subscribe if
+
+you want to catch more uploads as far as
+
+my artifact goes i will upload a future
+
+video going over all my copium artifacts
+
+as well as all my character builds so be
+
+on the lookout for that video if you are
+
+curious about what artifacts i'm rocking
+
+and what i managed to get on my
+
+artifacts over 344 days you'll be
+
+surprised with how great and amazing
+
+these artifacts are you won't believe
+
+what you can obtain in a year okay look
+
+forward to that video
+
+i'll catch you guys next time
+
diff --git a/s1.2.txt b/s1.2.txt
new file mode 100644
index 0000000..15eea0a
--- /dev/null
+++ b/s1.2.txt
@@ -0,0 +1,668 @@
+hello youtube today we're going to be
+
+showcasing an account that has been on
+
+gentian impact purely free to play for
+
+500 days now so if you guys don't know
+
+this is my account currently as you see
+
+and as if we go over the character
+
+archive and take a look at amber she's
+
+joined us on september 27th 500 days ago
+
+and we are going to showcase everything
+
+that we've acquired all the characters
+
+we've gotten weapons achievements all
+
+that good stuff to let you know if i've
+
+been actually farming every day like i
+
+should be or if i've been slacking so
+
+without further ado let us hop in if you
+
+like the video feel free to subscribe
+
+like all that good stuff join us over on
+
+twitch we are currently live every
+
+single day i have been
+
+live playing games and impact every
+
+single day for 500 which is probably
+
+unhealthy and i should probably take a
+
+day off but uh but yeah so here we go we
+
+have weapons two five-star weapons i
+
+know only two five-star weapons these
+
+came from the standard banner we don't
+
+wish on weapon banner personally we have
+
+a couple bows here that are not used
+
+most of our resources and our amore as
+
+you will see because i don't really have
+
+much has gone into the weapons level 90.
+
+now i know a lot of people can get by
+
+with just level 80. i have a thing where
+
+i like to level them up to 90.
+
+all the four-star weapons along with our
+
+mystic enhancement ores down here we've
+
+been crafting 30 a day via the
+
+blacksmith we have over 7000 which is
+
+pretty good and reasonable for having
+
+like 27 ish 90 weapons that's decent our
+
+artifacts which we'll get into a little
+
+bit after i suppose we got a couple here
+
+i'll show off some good ones 403 heroes
+
+with 1500 of the adventures experience
+
+now this is where most of my resources
+
+also go so since the beginning of the
+
+game i've been farming the weekly bosses
+
+which is not a good idea there's five
+
+weekly bosses currently and i've still
+
+been farming de valen both for the north
+
+as you can see i have 45 51 32 and
+
+that's not really all that necessary
+
+especially with the dream solvent now
+
+you are able to level up all of your
+
+characters to a triple crown if you want
+
+and we don't really need all these boss
+
+drops i am spending a little bit of
+
+resin wasting it i would say we also
+
+have a couple other boss materials here
+
+because i'm trying to get level 90 on
+
+other characters meow
+
+god damn it ina
+
+on to the food items now we have 339
+
+holy water now you can only buy one a
+
+day i've gotten 339 i didn't know about
+
+the holy water back then i have been
+
+buying it every day since i found out
+
+about it i think my goal is to get like
+
+365. it's completely worthless until
+
+sumeru comes out so if you guys do want
+
+to stock up on holy water then i i would
+
+recommend buying this it's in springvale
+
+you buy from a guy some seller i forgot
+
+his name but yeah holy water will have a
+
+purpose soon i'm pretty sure there we go
+
+a bunch of food items we we craft up
+
+literally everything here so we have a
+
+whole restaurant uh this is where the
+
+casual farming starts i don't really
+
+have that much wood i don't really
+
+teapot game so we have like 95 of these
+
+52 of those crystals were maxed out on
+
+surprisingly now bow prototypes the game
+
+has been very fortunate and has blessed
+
+me with a few prototypes that's good
+
+running low on crystal is because we
+
+crafted on the mystic enhancement wars
+
+every day other resources down here i'll
+
+take chat out of the way so you guys can
+
+see 988 a couple of those 1800 3000 a
+
+bunch of stuff from teapot gaming and
+
+stuff we're technically good for all
+
+characters that release pretty much and
+
+now here we go to the gadgets we have
+
+every gadget or we should have every
+
+gadget in the games we have both of
+
+these sealies that came out we have the
+
+quest items not really anything special
+
+precious items we have the dream
+
+solvents 53
+
+53 dream solvents which is also me
+
+trying to explain that we didn't need
+
+all those boss materials our birthday
+
+only one all the wishes here 71 fragile
+
+resin we should be at like 110 or
+
+something we did spend like 40 resin on
+
+domains way back but we've been saving
+
+up for a little bit still have that
+
+billet trove on top of that and that's
+
+it
+
+that's pretty much it for everything in
+
+our a little bag there quick showcase of
+
+the achievements 560. still have yet to
+
+complete the bouncy of the earth
+
+i don't really do ley lines as much i've
+
+been farming a bunch of boss materials
+
+and weapon essential materials as you
+
+guys can see and i'm also missing a
+
+little neat little fact here i haven't
+
+gotten the heart island achievement yet
+
+so when i played the game i
+
+i know no one asked this but when i
+
+played the game
+
+me and my wife uh she didn't start when
+
+i did i've been waiting for her to get
+
+the appropriate level and now with me
+
+hoyo allowing me to decrease my world
+
+level down
+
+and she just got ar 50 i'm actually able
+
+to have her join my world and we can get
+
+that on valentine's day so that's kind
+
+of cool let's move on to the characters
+
+here let's move on to the characters so
+
+so far out of the game we have two
+
+five-star weapons let me see how many
+
+limited we have we just got ganyu and
+
+zhang li with this current update so
+
+these are the two new additions we have
+
+but we have two three four five six
+
+seven
+
+seven am i missing one seven limited
+
+characters did i skip over cause you
+
+have one two three four five i skipped
+
+over kazu ha ha why do i do that i think
+
+it's because he looks very similar to
+
+the traveler right so i'm like okay
+
+that's traveler i i don't know i don't
+
+know eight limited characters and
+
+surprisingly
+
+i don't want to jinx it by saying this
+
+all right someone please knock on wood
+
+we don't have chichi we have jean d luke
+
+mona and kaching
+
+no chichi yet
+
+so we've been dodging which is really
+
+good i'm proud about that and now i'm
+
+also proud about some of the artifacts
+
+we have as well so i haven't really been
+
+able to farm artifacts as much but most
+
+of my boss artifacts are actually really
+
+good so we have this gladiator nostalgia
+
+i've put all the good artifacts i think
+
+like the best ones on my traveler here
+
+because i'm uh i'm i'm a very big
+
+traveler traveler maine we're trying to
+
+go for the triple crown if i can get the
+
+mora situated we have some pretty decent
+
+decent artifacts here this one's not as
+
+good we have a geo damage goblet that's
+
+in gladiator set with 19 crit damage 7.4
+
+pretty decent
+
+my ryden i made a video titled i had or
+
+i showcased the worst ride impossible
+
+with like a 60
+
+90
+
+ratio ryden we're now at 45 162
+
+i've been able to farm artifacts and get
+
+better luck on my ryden as you can see
+
+here we have a better flower we have a
+
+better feather which is nice 10 crit
+
+minimum 10 crit minimum right there
+
+uh still 84 em on the sands working on
+
+that
+
+gladiator
+
+really good right like our glass i feel
+
+like our gladiator artifacts are
+
+probably some of the best ones here you
+
+just got a recent gladiator goblet for
+
+my xiang ling 25 crit damage attack
+
+percent 11 2.7 crit like i think that's
+
+where most of my luck is and it's no
+
+surprise i farm bosses like all day
+
+every day right so we have good wanderer
+
+pieces as well as you can see 26 7.4
+
+uh that's uh i guess that's decent
+
+19.8 crit
+
+i think our amber has most of the other
+
+good wander pieces eight twenty one
+
+we have this is still my best one
+
+believe it or not
+
+pyro's copium brick damage that's copium
+
+as well
+
+barbara you just slap on anything on her
+
+she's okay i think are
+
+no wall has some decent artifacts as
+
+well
+
+the thing is we need to farm artifacts
+
+most of our characters don't really have
+
+the best our ratios are basically the
+
+standard about 51 150 right so we have
+
+48 194 on main character 53 120 8
+
+58 148 my right in now is a 45 162
+
+it was a 49 175
+
+we're averaging around like 50 to 60
+
+percent crit and like
+
+140 to 150 160ish strict damage on most
+
+of our characters they've gotten a lot
+
+better since the last time i've done a
+
+showcasing which is nice last but not
+
+least are the uh the talents of my
+
+characters most of them are eight
+
+currently so we have triple eight on
+
+main character triple eight on xiang
+
+ling
+
+kaya even my barber yes i'm going to be
+
+going for triple nine on her and
+
+possibly crowns noel lisa amber
+
+may uh
+
+zhang li not for the auto attack yet
+
+kazuha most of my characters are eight
+
+so most of my investment goes towards
+
+that so i know a lot of people are going
+
+to be saying that i should be farming
+
+more artifacts but what i do for my
+
+playthrough on gentian impact is i farm
+
+for things that are guaranteed i get the
+
+guaranteed stuff out of the way so
+
+talents i'll be getting out of the way
+
+uh weapon ascension materials i'll be
+
+getting out of the way boss materials to
+
+level them up to 90 is what i'll be
+
+getting out of the way it's very
+
+more taxing i'd say right
+
+uh i'd be surprised actually if your
+
+guys accounts probably look a little bit
+
+better in terms of mine now you might
+
+not have as many resources as i do
+
+because i play this game every day and i
+
+go around and farm but most of the stuff
+
+that i get is worthless do i need 9 000
+
+heavy horns no do i need 5 000 slime
+
+condensates no do i need
+
+the
+
+99999 berries
+
+is that going to give me an advantage in
+
+the game
+
+probably not anyways most of the stuff i
+
+farm is copium it's bad it's garbage
+
+it's not worth it
+
+but i like to hang out with the chat
+
+whenever i'm live
+
+and my mind goes off you guys know it
+
+there's not that much gentian content
+
+going on currently in patch 2.4
+
+especially with the week left for jean
+
+lee banner everyone's waiting for 2.5
+
+while i'm on i don't want to just go
+
+live for 30 minutes and that's it end my
+
+stream right there right i want to just
+
+hang out still so we go around we farm
+
+some useless stuff it's not going to
+
+give you an upper hand or anything at
+
+most you probably only need 30 to 1 hour
+
+in ancient impact but the main reason
+
+why i wanted to show off this account
+
+because
+
+i forgot to show battle pass we don't
+
+have battle pass of course you get a lot
+
+more resources if you guys are
+
+struggling with resources and you are
+
+gonna say you don't have the time to put
+
+in like i do
+
+um battle pass is still a phenomenal
+
+option you get so much more and more and
+
+i'm pretty much down on more i think i'm
+
+at like 1.3 mil and it's mainly because
+
+i keep leveling up weapons and
+
+questionable weapons as well people
+
+won't actually approve that because i've
+
+leveled up like say prototype amber here
+
+for example um the hakushin ring and
+
+stuff like that you know crescent pike i
+
+don't think anyone uses these weapons
+
+anymore but i am very fond of these core
+
+seven characters so i've invested in
+
+them these are my only level 90
+
+characters but even with all that i
+
+still am able to get nine stars on uh
+
+floor 12 chamber three
+
+so as long as i'm able to get 36 stars
+
+nothing else matters i don't need all
+
+the other fancy five star weapons i
+
+don't need all the c6
+
+characters that people have like a c6
+
+it's or a c6 ryden or c6 eula or
+
+anything like that aika ganyu you name
+
+it content with what we have currently
+
+so that was basically everything on the
+
+account i think and just to show you a
+
+little sneak peek on the horiolab
+
+website there it is our account
+
+enviousity day's active 500 characters
+
+36 achievements 560 abyss 123. if you
+
+guys enjoyed please give it a like
+
+thumbs up let me know if your accounts
+
+are a little bit better than mine i'm
+
+pretty sure they are let me know how
+
+long you've been playing against impact
+
+actually if you've made it this far in
+
+the video let me know how long or how
+
+many days you have
+
+um
+
+on against impact in the comments below
+
+i'm live over on twitch every single day
+
+if you guys need a comfort gentian
+
+streamer to watch just to do your
+
+dailies with maybe farm some ore
+
+and with that being said hope you guys
+
+are excited for 2.5 and i will see you
+
+guys
+
+in the next one
+
+[Music]
+
+me
+
+[Music]
+
diff --git a/s2.txt b/s2.txt
new file mode 100644
index 0000000..86bc1c9
--- /dev/null
+++ b/s2.txt
@@ -0,0 +1,1328 @@
+[Music]
+
+hey how's it going everyone today we're
+
+going to be taking a look at my one year
+
+free to play genching account review and
+
+with version 3.0 just around the corner
+
+i think of no better way to go ahead and
+
+send version 2.0 off with a bang and
+
+take a look at my journey throughout it
+
+as a free-to-play player so i hope you
+
+guys find this interesting and see how
+
+my account has turned out over this time
+
+i'm actually pretty proud of it as a
+
+free to play player so let's go ahead
+
+and get into it
+
+so i am a free to play player as i said
+
+the top up was around anniversary time
+
+and that is when i really started
+
+playing the game consistently was
+
+version 2.0 as i said so i've never
+
+spent money on the game as you can see
+
+never bought any of the things as
+
+tempting as some of these are especially
+
+the skins i've never done so so i am a
+
+true free-to-play player and this pretty
+
+much shows that first things first i
+
+feel like most people are interested in
+
+the characters that i've obtained
+
+throughout my time playing genchin and
+
+also the banners that i have summoned on
+
+so let's start with this first and i
+
+also want to point out that all of these
+
+are pretty much rerun characters aside
+
+from some new ones because as a new
+
+player starting in version 2.0 i skipped
+
+the first year of genching so i had to
+
+play catch up which means a lot of these
+
+were banners that i've summoned on which
+
+you guys have seen throughout my youtube
+
+channel is that they have been reruns
+
+because i've tried to catch up the only
+
+characters that i summoned on that were
+
+new at the time was i summoned for ryden
+
+as my first ever summonable banner and i
+
+also summoned for yalon when she first
+
+came out as well now with some of these
+
+characters like amber and kaya you're
+
+going to see that these actually have
+
+different times i did start making my
+
+account for genshin in april 2021 but i
+
+only played until the point of kaya and
+
+even lisa as you can see i didn't get to
+
+september so that's why i technically
+
+consider my account review one year as
+
+of now because i didn't start playing
+
+the game consistently every day for the
+
+most part until
+
+september of 2021 which was the release
+
+time around there where version 2.0 came
+
+out so yeah i definitely don't consider
+
+these two when i really started playing
+
+genching but in that time of the year
+
+i've gained so many characters i have
+
+every single four star and i do even
+
+have a lot of the five stars so with
+
+that said let's talk about the first
+
+banner i ever summoned like i said was
+
+writing shoguns now i didn't actually
+
+get right in on that banner i didn't get
+
+a five star at all in fact because i
+
+didn't have enough at the time and i
+
+didn't realize how important ryden was
+
+so i didn't really grind up much more
+
+for her which i really should have done
+
+at the time
+
+but it honestly worked out later but i
+
+did get kujo sara on that banner and the
+
+reason i'm pointing her out is because
+
+she's the only character on my account
+
+that i have c6 i got a few copies of her
+
+from what i remember on that banner but
+
+i didn't get her c6 until a lot later on
+
+when riding came back around now the
+
+first five star i got you might ask what
+
+was that it was child and he was the
+
+next banner after ryden and i did get
+
+him because at that time i was really
+
+just trying to get my hands on any five
+
+star i could because i really needed the
+
+help honestly but i did win my 50 50 and
+
+he was the first ever five star that i
+
+ever got which is funny enough the first
+
+ever five star i get i win my 50 50.
+
+that's pretty cool so that's how i ended
+
+up getting child now on the next banner
+
+which was who tau i wish i would have
+
+saved a little bit more but i did end up
+
+getting her just not in the way you
+
+would expect i went on to lose my 50 50
+
+and i got my first ever standard banner
+
+unit which was jean i got her from that
+
+banner and not the normal banner funny
+
+enough first same with kaching kaching
+
+is one of two of the units from the
+
+standard banner and i actually got her
+
+from the regular banner which i will
+
+talk about later these characters i
+
+still don't have i don't know how i went
+
+a whole year with playing and haven't
+
+gotten to chichi but somehow that's
+
+happened and i did get another copy for
+
+jean later on on a standard banner she's
+
+the only character i pulled from the
+
+standard banner the other two times i've
+
+gotten five stars on that banner they've
+
+only been weapons which i'll talk about
+
+later but yeah that's pretty much what
+
+happened so i lost the 50 50 with hutau
+
+got jean but because i was still a new
+
+player at the time and i did recognize
+
+how amazing who tao was i grinded up
+
+enough to do a full another rotation to
+
+get to pity and i got the guaranteed
+
+hutao 5 star now that's the only time
+
+this has happened and probably the only
+
+time it will because i don't save that
+
+much anymore for banners i got to be
+
+honest with you and i'm also running out
+
+of resources in the game of course
+
+because i played for so long there's
+
+only new things i can get from like
+
+events and stuff like that i really
+
+don't have like chess and things like
+
+that left over but i was able to grind
+
+up enough to get really two full
+
+rotations of 160 wishes to get putau and
+
+it was definitely worth it moving on
+
+into 2022 i got my very first character
+
+of the year and my favorite character on
+
+my account and justin ginshin in general
+
+gone you now i was so lucky with her and
+
+this is really where my looking engine
+
+turned around 2021 i had some pretty
+
+good luck as you can see i mean i was
+
+able to win the 50 50 and i was able to
+
+get guaranteed hotel but 2022 i got gone
+
+you on the first multi
+
+which was crazy and i wasn't guaranteed
+
+i had a 50 50 chance and i got her and
+
+then after that i went on to summon on
+
+zhang li because i had all the stuff
+
+that i saved up for gone you since i
+
+pulled her on the first multi i was like
+
+well i might as well summon for zhang
+
+lee since i pulled her so early and
+
+that's exactly what happened i made the
+
+video for that as well you can check it
+
+out and i was able to get zhang li i had
+
+to do all the way up until pity of
+
+course and i couldn't believe it like i
+
+knew i was guaranteed to get a 5 star
+
+because i had enough to reach the pity
+
+but i still could have got another
+
+character and somehow i won my 50 50. so
+
+i walked away with ganyu and zhang li
+
+from the same banner times which is just
+
+crazy i got them within a few days of
+
+each other and i i couldn't believe it i
+
+was so lucky after that i waited a
+
+little bit and i didn't summon for about
+
+another month and that's when ryden's
+
+rerun came back i definitely made sure
+
+to save up for her that's for sure and i
+
+had enough to get up until pity and
+
+guarantee myself a five star but it
+
+still could have been something else
+
+funny enough i got ryden on the first
+
+multi and i couldn't believe it i really
+
+couldn't believe it and rather than
+
+summon for coco me i recognize how
+
+important ryden's constellations are so
+
+she's the only one i've really tried to
+
+get constellations for and funny enough
+
+i had enough to get all the way up to
+
+pity like i said and i won my 50 50 back
+
+to back and got a second copy of ryden
+
+shogun i couldn't believe it i really
+
+couldn't have and that's all i did for
+
+the summon video but i still wanted to
+
+summon off screen with whatever i could
+
+scrounge up within that last week before
+
+she disappeared and i got a third five
+
+star the only time i've ever gotten
+
+multiple five stars on a banner and i
+
+got three of them and the third one of
+
+unfortunately was not the c2 ryden that
+
+i would have loved to have because in
+
+the future hopefully i'll be able to get
+
+that but i instead got kaching my second
+
+normal banner unit i pulled her from the
+
+standard banner i did lose my 50 50 but
+
+three times back to back would have been
+
+a little bit much so i wasn't too
+
+disappointed and it could have been
+
+something else i wish it would have been
+
+mona though because right after ryden's
+
+banner was venti so going forward though
+
+i did have a guaranteed five star
+
+similarly to hutau so if i did get a
+
+five star on vinti's banner it was
+
+definitely gonna be him but
+
+unfortunately i didn't have enough to
+
+get pity i was really close but i didn't
+
+end up getting lucky so i had to wait to
+
+the next banner which was kami sato
+
+ayaka i ended up pulling ayaka
+
+guaranteed like i said the only other
+
+character that's happened with was hutal
+
+but who tells experience was a little
+
+bit different because i got two five
+
+stars on that banner whereas ayaka i
+
+only pulled one of her and i had already
+
+had the guaranteed from the other banner
+
+but that's how i got aika she was
+
+guaranteed and i was really happy to get
+
+her but i still wish it would have been
+
+venti just because gone used my mane but
+
+that just means i have to use her for a
+
+melt team instead after that i summoned
+
+for my first ever new banner unit since
+
+ride in shogun in 2.0 and this time i
+
+actually got her jaelon's the only one
+
+i've actually gotten on the banner that
+
+she was released with and i was very
+
+lucky because i pulled her on the second
+
+multi that's right right in shogun i got
+
+on the first one along with ganyu and
+
+then i get yaylon on the second multi
+
+and that's not that's not where it ends
+
+but yaylon has definitely been a big
+
+help on my team ever since and i've i've
+
+loved her so much as a character she's
+
+really cool after that i was messing
+
+around trying to get kooky shinobu and
+
+would you know it on the first multi of
+
+that banner i got aritaki ito yes
+
+somehow i was able to do that so that
+
+was insane he was the last five star i
+
+got so i definitely have pity for
+
+whatever's to come with anniversary but
+
+i did try to summon for kaza and
+
+unfortunately my luck did stop with ido
+
+because i didn't have enough to get pity
+
+and kazaha did not show for me instead i
+
+walked away with two hazel copies but i
+
+can't believe how lucky my five star
+
+look has been throughout version 2.0
+
+it's just been crazy all of version two
+
+it's just been crazy all the way up
+
+leading to this and i'm really happy
+
+with the characters that i've gotten so
+
+let's go ahead and look at the builds of
+
+some of my best characters and some of
+
+my favorite ones as well ganyu by far is
+
+my favorite but i'm gonna save her for
+
+last so let's move on to what i think is
+
+my second best character and that's my
+
+hootau i love hutao a lot her and ganyu
+
+i knew were extremely amazing characters
+
+so i tried to focus on them for sure now
+
+i do have a free to play hootout don't
+
+get me wrong but my self-stats still
+
+aren't that bad 32 000 max hp is a
+
+little short i wish that was like 35 000
+
+bare minimum but it is what it is for
+
+what i have she does have a little low
+
+on attack as well but 260 elemental
+
+mastery is not bad most of that is due
+
+in part to the fact that i have dragons
+
+bane now because i'm afraid to play
+
+player i don't really summon on weapon
+
+banners i have done that once in the
+
+form of yelon which i will get to but i
+
+really don't have any five star weapons
+
+so i'm stuck with dragon's bane which is
+
+really really good and that's why my
+
+subsets are like that so my stats
+
+overall are 62 crit rate 173 crit damage
+
+which is not bad right free to play play
+
+that's not bad considering the fact that
+
+if i get staff of houma that's gonna be
+
+insane it's going to be like almost 70
+
+crit rate and like 220 to 230 crit
+
+damage like that's really good so if i
+
+ever get staff of houma my hotel is
+
+going to get a big boost and i really
+
+think she's the only character on my
+
+account except for maybe elon that
+
+really needs her weapon to be even
+
+better by looking at my artifacts for
+
+her i'm not going to touch too much on
+
+some of these well maybe a little bit
+
+because i am kind of proud of my hotel
+
+now because i don't have staff of houma
+
+i have a kind of balanced flower here
+
+which is not the best as far as crit
+
+rate goes but the reason i say that is
+
+because if i ever get staff of houma i'm
+
+throwing this piece on right here
+
+this piece has 20
+
+hp
+
+and it has 11 crit rate literally if i
+
+had staff of homa i would put this on
+
+and i would have 70 crit rate with an
+
+extra 20 hp that hp deficit that i was
+
+talking about would go away instantly so
+
+i really need staff of homo when it
+
+comes to that this feather is kind of
+
+perfect for her in a way because none of
+
+it's wasted crit damage crit rate could
+
+be a little tiny bit higher but that hp
+
+is really really good
+
+it's really good so an amazing piece for
+
+her and then my best piece i think i
+
+have on my account is the sands that i'm
+
+about to show you
+
+this is my hp stands for by who tow
+
+16 crit rate 12 crit damage and 200 hp
+
+now obviously that hp percent could be
+
+better energy recharge could be
+
+elemental mastery but i i honestly think
+
+this is my best artifact on my account
+
+because that crit ratio is insane when
+
+you think about how much crit rate
+
+that's actually offering me like i don't
+
+have a crit rate circuit on my hotel and
+
+this is why this piece alone is why so i
+
+i love this piece i used to have it on
+
+my gone you before i finally got an
+
+attack percent one but yeah this is like
+
+a perfect piece for my my hotel it sucks
+
+that it's not on set uh but the only
+
+alternative i have is something like
+
+this so yeah definitely an amazing piece
+
+and then i have a pyro damage goblet not
+
+insanely good if i ever get another on
+
+set one because it has to be an onset
+
+one that actually has some decent hp
+
+that's the only reason i use this one is
+
+because of the hp and the little bit of
+
+damage because my alternative is either
+
+no hp really and a tiny bit more crit
+
+damage when i really need hp as it is so
+
+that's why i have this one and then i
+
+use a crit rate circulate with 22 crit
+
+damage a little bit of hp some attack
+
+and elemental mastery so overall not a
+
+bad build it's really not once i get
+
+stalfahoma i really think that's the
+
+only improvement that i need to make
+
+unless i just want to try to get a
+
+better on-set pyro damage one because i
+
+there's no way i'm getting rid of this
+
+piece like this is perfect for hutau the
+
+only other character this would be
+
+better on would be yay lon but she
+
+already has her troubles with artifacts
+
+as well lutel's also only one of three
+
+characters on my account that i actually
+
+have crowned and i have her e ability
+
+crowned which is really good i need to
+
+work on the other ones a little bit more
+
+but that is a crowned hutau right there
+
+the next character i want to talk about
+
+is ryden and she's also not the best if
+
+i have to be honest with you but the
+
+fact that i have her c2
+
+or almost is just it's really good like
+
+she's c1 which is not bad but once i get
+
+that c2 she'll get a big boost and her
+
+subsets are as follows she has 60 crit
+
+rate but only 140 crit damage which is
+
+really bad honestly but i have pretty
+
+bad luck with the crit damage artifacts
+
+on her and the energy recharge is higher
+
+than that when i do put the catch on her
+
+but because i usually use the catch on
+
+jian ling i'm actually not doing that
+
+right now but my writing isn't the worst
+
+thing in the world i just really need to
+
+work on her a little bit more but
+
+obviously it's right in shogun she's
+
+amazing regardless and once i get c2
+
+she'll hit that threshold that i really
+
+want her to yay lawn is one that i'm
+
+really proud of i think she's come a
+
+long way since my resin video if you've
+
+seen it which is my one of my most
+
+popular videos on genshin and her
+
+subsets have gotten better since then
+
+she has 35 000 hp
+
+and she also has 60 crit rate 180 crit
+
+damage which is not bad it's really not
+
+bad at all and that's mostly due in part
+
+to the fact that i finally was able to
+
+get myself hands on an hp sans that's on
+
+set and it's got some pretty decent crit
+
+rate but yeah she's she's got some good
+
+pieces here i mean again if i had that
+
+one from my hutao and i was able to put
+
+that on here that would be amazing but
+
+my elon's not doing that bad she's she's
+
+really not and if i had aqua similarica
+
+similar to staphohoma i think she would
+
+get a big increase but because i don't
+
+have that she's still pretty decent i
+
+have to be honest next up is probably my
+
+favorite four star and that is jesus as
+
+far as how he's built and i do like him
+
+because he's still a new character so
+
+it's kind of refreshing to me but i also
+
+have him built decently well he hasn't
+
+really changed much since my resin video
+
+but i have him at 60 crit rate and 170
+
+damage which is not bad and he's got
+
+quite a bit of attack too he's got like
+
+1 500 but he's not the worst he's really
+
+not most and do part of that is because
+
+i have him with a crit damage weapon but
+
+he has some pretty good room for effort
+
+like to make right here like i i could
+
+switch out the flower for something with
+
+crit rate or even get a better and nemo
+
+damage goblet but honestly it's not bad
+
+like he's he's built pretty well for
+
+what i use him for and i just gotta work
+
+on his team a little bit more but as a
+
+four star he's probably my best one i
+
+would say and last but not least is
+
+definitely my favorite character in the
+
+game and on my account gone you the coco
+
+goat herself and she's definitely
+
+carried me through every content that i
+
+can pretty much do now on ginseng and
+
+it's most do it for the fact that she's
+
+just built really good she really is i
+
+think she's my best built character and
+
+my best character in general she has 54
+
+crit rate which could be a little higher
+
+don't get me wrong but 201 crit damage
+
+which is not bad for a free to play
+
+build and the fact that i mostly grind
+
+wanders troop through the strong box i
+
+don't do the domain it's not bad she has
+
+2
+
+100 attack and she also has 264
+
+elemental mastery which is just amazing
+
+because i use her for a melt comp so i
+
+love my gonyu and she uses the r5
+
+hamayumi which i finally just recently
+
+got because those bow billets i tell you
+
+took a while to get but i finally have
+
+her r5 homie umi which is really close
+
+to an almost bow so if i ever get almost
+
+buffer it would just be because i love
+
+gone you but i really feel like i don't
+
+need it compared to the other five star
+
+weapons i've mentioned as much but man
+
+if i ever get that from the normal
+
+banner my ganyu is gonna be set because
+
+she's just she's great with this weapon
+
+it's really good and just like ryden and
+
+hutau she's three of three characters
+
+that have been crowned and i'm really
+
+happy that i actually did go ahead and
+
+crown her first she was my first ever
+
+character that i crowned even though she
+
+has no constellations she's still really
+
+good and i i love her so much definitely
+
+my best character and my most favorite
+
+one i feel like that's what most people
+
+are interested in are the characters you
+
+have the artifacts things of that nature
+
+but even weapons aren't too shabby on my
+
+characters but i really don't have any
+
+five star weapons these two are the only
+
+ones i have it's a free-to-play player i
+
+don't summon on the weapon banner except
+
+for when yaylon came out because i
+
+really feel like aqua simularqua would
+
+have helped and because i pulled her so
+
+early on into when she was released i
+
+kind of just wanted to do that but i
+
+only have two five star weapons and i
+
+got these both from the normal banner so
+
+i got a kilo favonia that was my first
+
+ever five star on the normal banner
+
+believe it or not and i have that on
+
+bennett and i also have the skyward
+
+spine which i do change out from ryden
+
+whenever i use her with the catch but
+
+that's the only other five star weapon i
+
+have and it's that one not the worst
+
+five stars you could get but i
+
+definitely wish i did have some of the
+
+other ones you know like the miss
+
+splitter even the one for ryden that she
+
+uses or staff of homa aqua simularca
+
+ammo like things like that would be
+
+great but i have some pretty great free
+
+to play options as well i mean i have
+
+hama yumi r5 which is an amazing bow
+
+especially for ghan yu ami noma kaguchi
+
+r5 for aika i have the catch r5 for jean
+
+lean which i know a lot of people don't
+
+like grinding up because fishing can be
+
+annoying but i have that i have the
+
+fading twilight from the event i have
+
+the cinebar spindle for albedo in the
+
+future things like that i have some
+
+pretty good free to play r5 options so
+
+i'm not too disappointed but i do wish i
+
+had some more five stars but as a free
+
+to play player what do you expect when
+
+it comes to artifacts i think that i
+
+have quite a bit of good artifacts but
+
+if i'm being honest this is where my
+
+luck is kind of bad i have really good
+
+luck for some reason with pulling the
+
+five stars but i have extremely
+
+annoying luck when it comes to getting
+
+artifacts that are actually pretty
+
+decent or really good i don't even think
+
+i have a single crit damage piece that
+
+has over 28 crit damage i really don't
+
+like for example here i know i don't
+
+have a hydra one on my yay lawn right
+
+now but 28 crit damage is probably the
+
+highest i've i've gotten something like
+
+that is just kind of where it goes to
+
+but i do have some pretty good pieces
+
+that are balanced at least like this
+
+piece i recently got which i have on my
+
+official right now this piece was almost
+
+perfect and i put it on twitter if you
+
+want to check the link in the
+
+description you'll see that i actually
+
+got almost a perfect piece the only stat
+
+that was wasted is one roll into defense
+
+but 20 crit damage and 10 crit rate
+
+that's not bad that's really not bad i
+
+think this crit rate value was like
+
+three or something as well so that's
+
+that's pretty good that's a good piece
+
+some of the pieces like i showed you
+
+like the ones i have on my hotel this is
+
+an amazing piece and some of them are
+
+just ones that have very great potential
+
+like this one i got the other day which
+
+is an onset noblesse energy recharge
+
+piece which i could use on bennett and
+
+look at these sub stats bit rate crit
+
+damage and a tiny bit of elements of
+
+mastery but this is like a perfect
+
+energy recharge piece for bennett if it
+
+has some attack would be better but man
+
+that that's gonna hopefully be an
+
+amazing onset piece just on set pieces
+
+like that they're just really cool so
+
+things like that i have not the great
+
+luck with on artifacts but honestly as a
+
+free-to-play player that's kind of the
+
+only thing that you're really grinding
+
+for anyway so i'm i'm pretty happy with
+
+some of the sets i've got but they could
+
+be a lot better as well
+
+the only last thing would really be like
+
+achievements i mean for achievements i
+
+have some of these filled up others i
+
+really don't have filled up
+
+but i do take my time with it i mean
+
+i've pretty much grinded the story all
+
+the way up until the archon quests are
+
+done like i finished the story up until
+
+this point i have most of the
+
+reputations level eight for all the yeah
+
+for all of them pretty much monstat
+
+leeway and nina zuma and i just kind of
+
+do them at my own pace but i pretty much
+
+focus on a lot of that stuff in my own
+
+time along with the actual quests
+
+themselves like i said with quests i
+
+mean i've pretty much done the full main
+
+story but i do have some story quests
+
+that i need to do like yay lon for
+
+example i like her so much i really
+
+should sit down and do her quest so
+
+that's something i need to do hangout
+
+events i really haven't done too much
+
+just because i find them a little
+
+tedious but there's a lot of primo gym
+
+rewards in there that i could be getting
+
+as far as spiral of the abyss goes i
+
+have beaten spiral of abyss all the way
+
+through to floor 12 chamber 3 and i have
+
+beaten it with 36 stars before hence the
+
+fact that i actually do have the
+
+achievement for it and it wasn't you
+
+know the hardest thing i do struggle on
+
+some more than others still just because
+
+some of my character teams aren't that
+
+great but for the most part what i run
+
+for my teams are as follows i have this
+
+team which is like my main one with the
+
+kanye jeong lee bennett and jion ling
+
+which are very crucial for helping my
+
+gone you with this team setup i can
+
+pretty much hit 150 000 damage plus with
+
+my ganyu with bennett's ult gianling's
+
+melting and zhang lee's debuffing plush
+
+shield yeah my gun you can hit pretty
+
+hard which is really good another team
+
+which i really use a lot is this one
+
+with my hutao yelan ching cho and jung
+
+lee this is my second spiral of abyss
+
+team that i use when i'm not using gone
+
+you which i use for the other team on
+
+the other half of things and yaylon
+
+ching cho definitely boost up my hotel a
+
+lot and zhang li i kind of interchange
+
+if i'm being honest with you yeah he's a
+
+good shielder since i don't have c1
+
+hotel but most of the time when i'm
+
+doing spiral because i have zhang li
+
+with my gone u team i substitute this
+
+out for like ride in or whatever else if
+
+i had toma built he would actually be
+
+really crucial for this but other than
+
+that this is really the only team that i
+
+use other than my gone you team so
+
+that's gonna wrap it up that's my one
+
+year genchin free to play account review
+
+i hope you guys found it interesting and
+
+i am really proud of it honestly because
+
+i've gotten extremely lucky in some
+
+cases and i've also had fun grinding and
+
+just doing everything i can to make my
+
+account as good as i can and it
+
+definitely has a lot of ways to go
+
+especially with artifacts but with
+
+version 3.0 about to be here i'm hoping
+
+that it's gonna hopefully get a lot
+
+better and be a lot more fun collecting
+
+those units as well but let me know what
+
+your accounts are looking like you know
+
+if some of you guys jumped in before or
+
+after me it's extremely rewarding to
+
+reflect on your account and see how far
+
+you've come and i'm excited to see how
+
+far i can go as well with it but yeah i
+
+hope you all enjoyed this thank you so
+
+much for watching and i will see you all
+
+in the next video
+
+[Music]
+
+you
+